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Dobrodružství
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Dobrodružství
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The first death during the forced removal and march was that of a child on September 5, 1838. This is a small portion of the tragic story of greed, western expansion, and lies that became known as the Potawatomi Trail of Death. On September 4, 1838, 859 Potawatomi Indians were forced to begin a 660-mile march from Twin Lakes, Indiana, near present-day Plymouth, to a reservation in what is now Kansas. The march lasted until November 4, 1838, with 42 Potawatomi dying along the way. Conditions were harsh and grueling. Water was scarce, and without enough horses, even the elderly were forced to walk. The promised wagons never arrived. Sixty-one brutal and tragic days later, they arrived in Kansas. The State of Indiana and the federal government desired to expand westward through northern Indiana. In 1832, construction of the Wabash Canal had begun in northern Indiana, with the plan to connect it with the Erie Canal. White settlers were moving into the area, and lands the Potawatomi lived on were now needed by the government. Although many Potawatomi had already moved peacefully west, on August 5, 1838, Chief Menominee and his tribe at Twin Lakes remained steadfast. This date was the deadline to leave the lands, as set in a treaty from August 5, 1836. Chief Menominee never signed the treaty and claimed the signatures were forged. Indiana Governor David Wallace sent General John Tipton with a militia to surround the village and forcibly remove Chief Menominee and his band. On September 4, 1838, the march began when the militia burned the crops and the village so there would be nothing left if the people attempted to return. When they arrived at Pottawattomie Creek in present-day Osawatomie, Kansas on November 4, 1838, the Indian Agent and the promised cabins were not there. The Potawatomi spent the winter in ravines 20 miles south at Sugar Creek. The marker noting the death sits alongside Mud Creek a few miles south of Rochester, Indiana, on State Road 25. There is a small bridge passing over the creek, and the marker can be difficult to see when driving at highway speeds. Parking is next to the guardrail. The footing can be rough on the short walk through a ditch to the marker. Today, there are over 70 markers tracing the route from Indiana through Illinois and Missouri, ending in Kansas.

22.10.2026 10:00:00

Dobrodružství
1 den

One of the most important landmarks in Mumbai is the Hutatma Chowk / Flora Fountain area. A major square and traffic junction, it is surrounded by vintage buildings, arcades and tree lined walkways. In the centre of the square is the iconic Flora Fountain dedicated to the Roman Goddess Flora. Next to it is the Hutatma Statue.  Directly to the north of the fountain, there is a tall triangular stone building. It is a most fascinating structure. With its towers and turrets, it resembles a fairytale castle. On the front façade of the structure, it says: Oriental Buildings.  This place was originally the site of the Cathedral High School. Later it was acquired by the Oriental Life Assurance Company and remodelled into the current iconic structure. The architect of the building was Frederick William Stevens, who had also designed the CSMT Railway Station Building and the BMC Building. The structure of Oriental Buildings is amongst the architect’s most admired works. The main tower in the centre has a tiled pyramidal roof with a wrought-iron roof cresting at the top. The rest of the structure has a lot of stunning turrets and spirelets.  One of the most fascinating features of this building is the fact that on the main tower, near the top, there are roundels of famous figures from history. On the front side, there are three roundels. At the centre is William Shakespeare. The other two are believed to be Socrates and Plato. There are other figures too, on the roundels located on the other sides of the tower. It is very fascinating to note this feature of the building, which displays legendary historical figures keeping a watch over this square in the heart of Mumbai.

21.10.2026 10:00:00

Dobrodružství
2 dny

In a small historic town on the outskirts of Boston lies the Bedford Flag, the oldest complete surviving flag in the United States. The flag’s almost-square base is an ornate crimson silk damask with a pattern of pomegranates, grapes, and leaves. Painted over it in silver and gold, an armored hand reaches out from a cloud grasping a sword. The sword lies behind a banner reading Vince Aut Morire, Conquer or Die. Above and below the arm, three cannonballs hang in midair. When the flag was in use, it would also have been adorned with a silver fringe which was unfortunately removed. Despite its claim to fame as the oldest complete surviving flag in the United States the exact year the flag was created, and by whom, is still a mystery. Experts place its creation sometime in the early 1700s because of the Prussian blue pigment used and the unique design on the silk damask. The flag was in the possession of the Page family for 5 generations until 1885 when it was given to the Town of Bedford. Town records show that several members of the Page family were cornets, a military rank responsible for carrying the flag, however, it is likely someone of a higher rank actually acquired the flag. It is said that the minuteman Nathaniel Page may have carried the flag with him into the Battles of Lexington and Concord on April 19, 1775. His grandson Cyrus recounted to historian A.E. Brown that the flag was with him at Concord's North Bridge, where the shot heard ‘round the world was fired, marking the beginning of the Revolutionary War.  Whether the flag really was there for the shot heard ‘round the world or not, it can still be seen being carried by Bedford Minuteman Company reenactors on Patriots’ Day. It can also be found on the Town of Bedford’s seal, embroidered onto the town’s fire and police department uniforms, and flown in front of homes and local businesses in Bedford.

20.10.2026 16:00:00

Dobrodružství
2 dny

In a relatively small municipal cemetery in Stockport, Greater Manchester, UK is one of a limited number of known resting places of American Civil War veterans in the UK. The grave marker once had a 3ft high  cross mounted above it but it has been damaged recently and the cross now leans on the marker. The grave is in a section of the cemetery used mainly for Catholic burials and the graves around his carry many Irish names. The inscription on the upper part of the sandstone  marker reads:- Of your charity pray for the soul of George A. Costello A veteran of the American Civil War who departed this life July 31st. 1915, aged 75 years. R.I.P. The lower part of the marker is partly obstructed but what can be seen reads:- Also Mary Costello, his wife who died Nov. 19th. 1919, aged 78 years. Oh Sacred Heart of Jesus, have mercy on her soul. Also Emily Rose Parr, who died Aug. 26th. 1924, aged 21 years. Also Norah Parr George Costello enlisted, as a paid substitute for a conscripted man, in Company I of the 42nd. New York Infantry Corps. He later served in both the  82nd. Regiment (Company C) and the 59th. Regiment (Company D)  and was at some point promoted to the rank of Corporal. After being wounded in the hand by a Minié ball at the the Battle of Spotsylvania Court House (about half way between Washinton DC and Richmond Virginia) which lasted about 2 weeks and resulted in a win for the Grant's troops but cost the Union 18000 casualties (killed and wounded). Due to higher muzzle velocity,  Minié ball wounds tended to have particularly bad effects on bone compared to round musket balls and George was unable to carry on as a first line infantryman. He was transferred to the Veteran's Reserve Corps (originally called the Invalid Corps). Family tradition is that  George was part of Abraham Lincoln's guard detail at the Ford Theatre on the night that he was assassinated by John Wilkes Booth. The chances are however that this is not true.  George returned to his home town of Dublin after the Civil War. He attempted to resume his previous trade as a coach maker but his  wounded hand made this difficult. He eventually received a veteran’s pension from the U.S. government. He  and his family later (around 1891)  moved to Stockport, England, where, by the time of George's death in 1915, his grandson Liam Parr was heavily involved with the Irish Republican movement and organised shipments of arms to the Irish rebels from England. He later took part in the Easter Rising in 1916.

20.10.2026 12:00:00

Dobrodružství
3 dny

Seldom used today, the word "expiation" refers to the act of atoning for a sin. In the case of this elegant chapel, the sin in question was regicide.  The Chapel of Expiation is built on top of the old Madeleine Cemetery, which became an egalitarian dumping ground for rich and poor alike during the French Revolution. This included King Louis XVI and his wife Marie Antoinette, who were hastily buried with little fanfare on the days of their executions. (Ironically enough, the cemetery also held the remains of many who perished during a stampede caused by the king and queen's wedding celebrations.) When the Bourbon dynasty was restored, the new Louis XVIII set about turning his brother and sister-in-law into martyrs. While the king and queen were quickly dug up and reburied in the royal Basilica of Saint Denis, it was soon decided that a grand monument would be erected to their memory, covering the entire square footage of the old cemetery. It's a peaceful spot to visit today, with a courtyard garden surrounded by symbolic tombs leading up to the central chapel. Inside, marble sculptures of the king and queen kneel at the feet of an angel and an allegory of religion, piously awaiting their executions. On a lower level, an altar marks the exact spot where the king's body was exhumed. After future revolutions ended the monarchy for good, the chapel became an ambiguous and uncomfortable symbol of the old order. Restorationists continued to attend its services as a political statement, anti-monarchists campaigned for its demolition, and the short-lived Paris Commune of 1871 even passed legislation to do so. The chapel was eventually deconsecrated and listed as a historic monument. Nevertheless, a mass continues to be held there once a year to commemorate the king's execution, and it remains a popular destination for the small minority of French conservatives who hold out hope for a return of the monarchy.

19.10.2026 16:00:00

Dobrodružství
3 dny

Established and opened in 2010 by the Shamir religious community with assistance from the Riga City Council, the Riga Ghetto and Latvian Holocaust Museum is located in the district of Spīķeri, close to its border with Latgale district, the site of the former Jewish ghetto. Immediately noticeable upon approaching the site is the reconstruction of the ghetto's barbed wire fencing and cobbled stone streets. Next to this is a memorial wall, inscribed with the names of close to 70,000 Jewish casualties, both native and foreign, who perished in Latvia during World War II. The railway carriage in the middle of the courtyard is labeled with the many locations across Europe from where victims were transported to Riga. Further along the courtyard, the memorial wall showcases eerie photos of murdered Latvian Jews and the Riga Ghetto. Another exhibition wall features graphic images of the concentration camps and the mass executions committed by the Einsatzgruppen, the SS death squads. Also in the courtyard is a restored traditional green painted Latvian wooden house. Originally located in the ghetto, it was restored and relocated to the grounds of the museum. The interior shows the cramped and harsh living conditions that its residents were subjected to during the war. The courtyard itself is sandwiched between two old factory buildings, one of which houses the stark "3000 fates" exhibit. Illuminated wooden cubes suspended from the ceiling display photos and documentation of some of the roughly 3000 Czech Jews forcibly transported to Riga from the Terezin Ghetto, of whom only 128 survived. The museum has little in the way of interactive displays, with emphasis placed on the solemn grounds and deeply moving exhibits, providing visitors with a full insight into the horrors that Riga experienced during World War II.

19.10.2026 14:00:00

Dobrodružství
6 dní

Sure, you’ve seen a dead body before, but have you ever seen a thumb preserved in salt? How about a saint’s heart shrouded in gold? Beyond the normal displays of skeletons in medical museums and holy leaders’ bodies in churches and temples, there’s a whole world of bits and pieces to explore. Throughout history, body parts have been taken as trophies during wartime, worshipped as miraculous healing agents, cut off and displayed to honor their owners, or simply saved incidentally by natural processes. If seeing a whole body feels banal, we recommend delving from the complete corpse to its components. Here are some of our favorites from around the world. 1. National Museum of Health and Medicine - Silver Spring, Maryland Among the 24 million medical instruments and anatomical specimens housed here are portions of Abraham Lincoln’s skull (and the attached hair), as well as Gen. Daniel Sickles’ amputated leg and the unusual skull of a Civil War soldier who was shot across the top of the head. Other displays include small skeletons showcasing the different stages of a child’s development, a conjoined twin preserved in alcohol, and the mummified head and shoulders of a girl from the late 19th century. The museum is also home to one of the world’s largest neuroanatomical collections, consisting of normal and pathological human brains and comparative mammalian brains. 2. The Sourtoe Cocktail - Dawson City, Yukon Many moons ago, miner and rumrunner Louie Linken had his frostbitten toe amputated and preserved in a jar of alcohol ... for posterity. Decades later, it was discovered by a local Yukon captain, who brought it to a saloon (now the Downtown Hotel bar) and started plopping it into folks’ drinks as a surprise garnish. The original toe lasted seven years before a replacement was needed, and since then, a whole foot’s worth of toes have been donated to the bar. For those who dream of joining the Sourtoe Cocktail Club, there’s only one rule: “You can drink it fast, you can drink it slow, but the lips have gotta touch the toe.” 3. Lindow Man - London, England Scientists believe that this 25-year-old man died somewhere between 2 B.C. to A.D. 119. The bog he was found in left him remarkably well preserved, allowing for close study of his skin, hair, and internal organs. (The last meal in his stomach? Unleavened bread made from wheat and barley.) Examination of the man also revealed that his death was quite brutal, with head indentations, broken ribs, and a slashed throat indicating a prolonged struggle. It’s unclear whether his death was cold-blooded murder or part of a ritual sacrifice; either way, he clearly drew the short straw. Today, you can visit him at the British Museum to investigate his untimely demise yourself. 4. Preserved Head of Diogo Alves - Lisbon, Portugal The head of Portugal’s first serial killer and one of its last men to ever be hanged now bobbles in a jar, passed by the unfazed medical students and professors of the University of Lisbon. When Alves met his demise in 1841, phrenology was an exciting, up-and-coming field, and Portugal’s eager phrenologists pleaded for his head to be preserved for study. By examining his skull, they believed they could determine why he killed so prolifically and ruthlessly. Did this pan out? Not really. (By 1843, phrenology was formally labeled a pseudoscience.) However, it’s a unique addition to an otherwise standard anatomical theater, sitting right next to a diaphanized hand. 5. Mütter Museum - Philadelphia, Pennsylvania This collection inside the College of Physicians has everything: 2,000 objects removed from people’s throats, conjoined twin skeletons, the remains of a 7-foot-6-inch man, and, most notably, slivers of Albert Einstein’s brain. Displayed across 46 microscope slides, these strands have been studied extensively over the years, with some scientists suggesting that Einstein’s brain architecture gave him the “combinatory play” of image he claimed was essential to his discoveries. Others look at it and see ... just regular old brain matter, in less-than-ideal condition after its multiple trips across the country. 6. St. Anthony’s Tongue - Padua, Italy St. Anthony was a renowned speaker during his lifetime, traveling across France and Italy preaching the word of God. Thus, it’s fitting that the one nondecomposed part of his body (exhumed in 1263) was his tongue. The saint’s tongue and jaw are now housed at his namesake basilica in Padua, displayed in ornate gold reliquaries that allow him to keep spreading the Gospel, even in death. The building itself is also a marvel, combining Romanesque, Byzantine, and Gothic architectural styles and housing artwork by Giotto and Donatello. 7. Transi de René de Chalon - Bar-le-Duc, France Before Prince René de Chalon passed away at the age of 25, he specified that he did not want his dead body to look beautiful. Au contraire: René wanted to be remembered as a rotting corpse, with dried skin flaps and a hollow carcass. His wishes were granted in this grotesque, white-stone statue inside the Church of Saint-Étienne-le-Vieux, created by Ligier Richier in 1547. The heart-shaped reliquary in the statue’s hand once held the shriveled remains of René’s own heart; however, the heart was lost (or stolen...) during the French Revolution. Nevertheless, the ghoulish artwork is a dark reminder that all of us will go from “dust to dust.” 8. Chopin’s Heart - Warsaw, Poland Composer Frédéric Chopin’s dying wish was that his heart be sent back to his native Poland rather than buried with the rest of his body in his adopted home of Paris. And what is family for if not to deliver on such requests? Chopin’s sister, Ludwika Jędrzejewicz, plucked out his heart before his interment, then smuggled it to Warsaw in a jar of booze. Placed beneath the city’s Holy Cross Church, the heart became a point of pride for Polish nationalists, so much so that the Nazis took it during World War II to weaken the country’s morale. (Thankfully, Germany returned it after the war.) 9. St. Valentine’s Shoulder Blade - Prague, Czechia The shoulder bone of St. Valentine was supposedly brought to the Saints Peter and Paul Basilica in the 1300s by Holy Roman Emperor Charles IV, though it was not discovered until 2002, when church members found it while organizing the basement. Ever since, the shoulder blade has been on permanent display, with a special Mass honoring it on Valentine’s Day. Since many churches have claimed parts of St. Valentine over the years, there is some doubt about the authenticity of the bone. Whether this decorated shoulder belonged to the real saint or an imposter will likely remain a mystery forever, but regardless, it’s a wonderfully weird symbol of love. 10. Museum of Sin - Tambov, Russia Forensic pathologist Yuri Shchukin has put his decades of morgue experience into this passion project: over 700 body parts and organs showing the ruinous effects of vice. Within his collection you’ll find such novelties as embryos from drinking and drug-taking mothers, the severed finger of an unfaithful husband, and a horn that supposedly sprouted from the head of a robber. A Latin inscription at the entrance reads: “This is a place where the dead teach the living.” 11. Galileo’s Middle Finger - Florence, Italy Almost a century after Galileo was laid to rest, an antiquarian and an anatomist removed his middle finger, along with two other fingers and a tooth (why, exactly, is anyone’s guess). The finger was soon handed over to Florence’s Laurentian Library and, eventually, the Museo Galileo, where it is still on display today in an egg-shaped glass case with a marble base. A commemorative inscription by astronomer Tommaso Perelli reads: “Spurn not the remains of the finger by which the right hand measured out paths of the sky, pointed to orbs never before seen by mortals.” In 2009, Galileo’s middle finger had a heartwarming reunion with his newly authenticated index finger, thumb, and tooth. 12. St. Catherine’s Severed Head - Siena, Italy When Saint Catherine died in 1380, her hometown of Siena wanted to keep her body but knew that Rome wouldn’t give it over willingly. So, the Sienese got creative: cutting off her head, putting it in a paper bag, and sneaking it past the Roman guards (praying for Catherine’s protection all the while). Upon their safe arrival back in Siena, these smugglers placed the head inside an ornate reliquary in the Basilica of San Domenico, where it remains today. Catherine’s thumb, too, is on display at the basilica, though her foot is all the way in Venice. 13. Buddha Tooth Relic Temple & Museum - Singapore This enormous complex in Singapore’s Chinatown was erected for a single reason: to display one of the Buddha’s chompers, supposedly recovered from a collapsed stupa in Myanmar in the 1980s. (Never mind that some experts have called the tooth “definitely not human.”) Whether you believe in the tooth’s authenticity or not, it’s worth a visit to the temple just to take in its surroundings: multiple floors of Buddha statues, dragon snakes guarding sacred relics, and a stunning front prayer hall. 14. Kingship and Sacrifice - Dublin, Ireland This permanent exhibition inside the National Museum of Ireland is devoted to Iron and Bronze Age human sacrifices that were deposited in bogs along tribal boundaries, a.k.a. “bog bodies.” The collection includes the Cashel Man, the oldest fleshed bog body ever unearthed, as well as the Gallagh Man, who was strangled by a willow twig rope. Along with the bodies themselves, visitors can view Iron Age artifacts like horse trappings, weapons, utensils, boundary markers, and votive deposits of butter known as “bog butter.” 15. Grave of Captain Jones’ Leg - Washington, New Hampshire Capt. Samuel Jones, a beloved tavern proprietor in rural New Hampshire, was doing construction work one day in 1804 when his leg got pinned between a building and a fence. The resulting injury was so bad that Jones had to have the leg amputated, but he did not despair. Instead, he decided to hold a funeral for his lost limb and bury it in the local cemetery, in part as a precaution against phantom limb pain. When Jones passed away years later, his body was interred elsewhere (theories range from Boston to Rhode Island to the Bronx), but his leg remains here, marked by a simple gravestone.

16.10.2026 09:29:00

Dobrodružství
13 dní

It’s nice to imagine death as an endless deep sleep, but not everyone is so lucky. In cemeteries across the U.S., you’ll find souls whose final resting places are not, in fact, restful at all. Perhaps they died with scores unsettled or, perhaps, their graves were ravaged by greedy developers. Sometimes, heartbreak rendered them unable to move on peacefully; in other cases, they simply couldn’t resist the chance to toy with their living visitors. One thing is certain: These restless spirits can turn otherwise serene sites into delightfully dark destinations, where the beauty of old headstones and manicured grounds is tinged with something indescribably eerie. When you gear up for your next cross-country road trip, let the energy of spooky season guide you to these cemeteries and graveyards full of folklore, legend, and sinister rumors. They’re slices of history, yes, but they’re also brimming with all things supernatural, sure to turn even the most hardened paranormal skeptics into believers. 1. Colonial Park Cemetery - Savannah, Georgia Established in 1750, this 6-acre site was Savannah’s primary public burial ground for over a century and contains over 9,000 graves. Many of the city’s earliest settlers are buried here, as well as hundreds of victims of the 1820 yellow fever epidemic. Some believe that when Savannah was overrun by Union forces during the Civil War, occupying soldiers dug up and moved around many of the cemetery’s headstones, also changing the names and dates etched into some of them. Understandably, this ruffled the feathers of the resident spirits, who now float through the cemetery as clouds of light or, sometimes, a green mist just above the ground. Today, Colonial Park Cemetery is a public park, with haunted tours offered by various companies. While no visitors are permitted to the cemetery at night, some folks sit on benches just outside its fence to watch for apparitions. Some of Savannah’s ghost experts even conduct nighttime EVP (Electronic Voice Phenomenon) sessions just outside the cemetery walls, letting visitors listen to the strange sounds of thousands of spirits. 2. Harvard Shaker Lollipop Graveyard - Harvard, Massachusetts This graveyard is weirdly whimsical thanks to its candy-esque cast-iron stakes, which mark the graves of many Shaker Village residents from decades past. The Shakers, a Christian religious collective with tenets of sexual equality, celibacy, and pacifism, settled this area in 1769, turning it into a self-contained society that lasted through the early 20th century. The town is now a quiet historic district, though this does not mean that its residents have abandoned it; rather, locals have spotted deceased Shakers throughout the cemetery and in the surrounding fields and forests. It is also rumored that the graveyard was built upon a Native American burial ground, causing permanent unrest amongst the original inhabitants. 3. Dean Hill Cemetery - Fitchburg, Massachusetts Also known as “The Rev,” this one-acre cemetery was established in 1791 as a burial site for Revolutionary War veterans and their families. Tucked away at the end of a secluded backroad, the cemetery is surrounded by worn stone walls, with many of the gravestones so weathered that it’s difficult to read the names on them. However, the people buried here still make themselves known ... over the years, locals have claimed to hear screams and see shadowy figures of Revolutionary War soldiers, as well as a mysterious woman dressed in all white. Legend even has it that, in the late ’80s or early ’90s, a ritual performed here opened a portal between worlds, though who orchestrated such a feat remains unknown. 4. Wildwood Cemetery and Crematorium - Williamsport, Pennsylvania This cemetery has a unique design: It is split down the middle by a road that supposedly separates the eastern “good” side of the cemetery from the western “haunted” side, where the graves are older and the spirits are more restless. (It’s even rumored to house a banshee, who howls and sings sad songs in the night.) One of Wildwood’s mausoleums has some haunted history behind it, too. As the story goes, a local fireman was terrified of being buried alive and thus designed his mausoleum so that he could open it from inside. Nowadays, you can sometimes hear him moving around, waiting for a chance to stretch his legs on the cemetery grounds. Wildwood is not only a prime place to interact with the dead but a wonderful place to be at one with nature. In fact, the cemetery was incorporated in 1863 because of the beauty and tranquility of its hilly landscape and then named Wildwood because of its thick woods. Don’t be surprised if you encounter a deer or two while exploring its haunted headstones or spot sparrows and hawks nestled in the trees. 5. Frenier Cemetery - LaPlace, Louisiana About a 30-minute drive outside of New Orleans are the Manchac Wetlands, once home to the thriving towns of Ruddock, Napton, and Frenier. However, in 1915, a hurricane struck the area and destroyed all three, leaving many dead bodies in its wake. At least 29 of the hurricane’s victims were laid to rest in a mass grave inside Frenier Cemetery, but one woman, Julia Brown, was buried 100 yards away from the others. Why? Brown was a rumored voodoo priestess, and Frenier residents alleged she said she would take the village with her when she died. The day the hurricane hit was the very same day she finally passed ... coincidence or voodoo magic, no one could say. Today, Brown is said to wander past the graves of those who perished in the storm, appearing to nearby kayakers behind layers of fog. 6. Georgiana Cemetery - Merritt Island, Florida Moss-covered live oaks sway in the coastal breeze at this small Florida cemetery just off Merritt Island’s scenic South Tropical Trail. It’s a charming and relaxing spot ... that is, until you learn its history. It was here that, in 1934, 19-year-old Ethel Allen was buried after she was found brutally murdered on the banks of the Indian River Lagoon. Perhaps because her murder was never solved (and justice was never served to her killer) Ethel still haunts Georgiana Cemetery, with many of its strange sights and sounds attributed to her. However, it seems as though Ethel may split her time between her burial site and the spot she was last seen alive, Ashley’s Tavern, where customers and employees have reported strange activity over the years. 7. Old Tonopah Cemetery - Tonopah, Nevada If a cemetery is next to a Clown Motel, it’s probably safe to assume it’s haunted. Case in point is this relic of Tonopah’s silver days, where many former miners and prospectors are now buried. For the decade it was an active cemetery, from 1901 to 1911, over 300 people were interred here, many of them victims of the 1902 “Tonopah Plague” or the infamous Tonopah-Belmont Mine Fire of 1911. With such gruesome deaths, it makes sense that many of the cemetery’s residents would be on edge, seeking a respite from their underground abodes. At the Clown Motel, EVPs have captured voices stating, “We mined” and “We died that day, 17 men” (in the mine fire), and guests have reported seeing eerie figures in the night, wandering through the halls or outside between the motel and the gravestones. Whether you hedge your bets and stay for the night or hightail it out of Tonopah before a ghost can grab you, the cemetery is sure to leave you sensing strange energy for days to come. 8. Alice Flagg’s Grave - Pawleys Island, South Carolina In All Saints Cemetery, the ghost of Alice Flagg, a young woman who died shortly after being forcibly separated from her beloved, lingers just beside her grave. The plain marble slab bears only her first name, but visitors frequently adorn the spot with flowers and other small tokens of remembrance to help ease her heartbreak in the afterlife. Some even come to make a wish: It’s said that if you walk around her gravestone six times counterclockwise, then six times clockwise, then place a token on the letter “A,” your wish will be granted. When Alice isn’t here at her final resting place, she’s supposedly going up and down the stairs at the Flagg family home or floating through the rows of headstones at All Saints. 9. Greenwood Cemetery - Spokane, Washington The staircase at this cemetery has been dubbed the “thousand steps” because, so the local lore goes, people rarely make it to the top. Those who do miraculously climb all the way up will see the faces of the dead men, women, and children buried below or hear their screams and cries ringing out in perpetuity. Some have even reported feeling a light, cool sensation much like rain while looking down from the highest step. Tempting as it may be to try your luck on these spooky stairs, they are now part of private property and walking up or down them is considered trespassing. However, you can still view them from below by strolling through Greenwood Cemetery, which is itself home to many oddities. Abandoned tunnels under the cemetery, built by railroad companies in the late 19th century, may or may not be haunted by the Chinese laborers who died making them. Rumor also has it that the tunnels house buried treasure, but overgrown vegetation has prevented anyone from finding it. 10. Dead Children’s Playground - Huntsville, Alabama Right next to Huntsville’s Maple Hill Cemetery is an interesting site: a simple playground with a swing set and small jungle gym, surrounded on three sides by dense trees and limestone walls. Given its proximity to over 80,000 burial plots, it’s only natural that the site would be slightly (or very) haunted. Over the years, adults and kids have witness swings moving on their own, as well as floating orbs of light. These odd occurrences could, perhaps, be signs from the many children who died during Huntsville’s 1918 flu epidemic. (Some visitors have heard laughing and squealing, so presumably they’re having a good time.) 11. Unitarian Church Cemetery - Charleston, South Carolina Built in 1772, this is the second oldest cemetery in Charleston, with plots and graves overrun by vines, grass, and shrubs in an intentionally wild “cemetery garden design.” The decision to leave the cemetery undisturbed arose from the Unitarian belief in the interconnectedness of all things, living and dead, with natural growth showing how the spirit continues on even after the body is interred. In this case, it seems the spirits are especially active, as unusual occurrences are commonplace in the cemetery. The identity of the cemetery’s ghostly “Lady in White” has long been subject to speculation, the most popular theory being that she is Annabel Lee, the subject of an 1849 Edgar Allan Poe poem inspired by local legend. In this story, Annabel, a young Charleston woman, carries on a clandestine affair with a sailor before dying of yellow fever. When the sailor is barred from attending her funeral, he keeps vigil for her in the spot they used to meet at night: the Unitarian Church Cemetery. Even if you don’t see poor Annabel, you may spot the cemetery’s other famous ghost, Mary Bloomfield. After her husband left for Boston and never returned, Mary spent the rest of her life heartbroken, and now, in death, she still searches for him amongst the graves. 12. St. Omer Cemetery Witch Grave - Ashmore, Illinois This uniquely shaped gravestone belongs to Caroline Barnes, a young woman who was supposedly executed for magical crimes in the late 19th century. The impossible death date on her grave (February 31, 1882) is seen as proof of her supernatural powers, while the ball atop the grave is believed to be a crystal ball that lights up on the darkest nights. Also, those who’ve tried taking photos of the Barnes family plot say that their film won’t develop (however, pro tip: digital seems to do just fine). No matter the truth of this eerie tale, it has undoubtedly inspired some odd behavior at St. Omer, namely, nighttime rituals that have left the site covered in flowers, coins, and candles. 13. El Campo Santo Cemetery - San Diego, California Translating to “Holy Field” Cemetery, this small grave site in Old Town San Diego is the last remaining part of what was once a much larger cemetery. As the city grew rapidly in the late 19th century, parts of the grounds were paved over to accommodate streetcars (feeding a theory that the spirits of El Campo are now trapped beneath the concrete). However, white crosses have been painted over parts of the surrounding street and sidewalks to honor some of these disrespected graves, while small brass markers denote others. El Campo Santo is the resting place of several Native American leaders, including Antonio Garra, a mid-19th-century Kupa chief who was executed by a firing squad right next to his open grave. Now, he’s one of the cemetery’s most spotted specters, overpowering visitors with intense chills, feelings of sorrow, and faint whispers. The other most famous ghost here is Yankee Jim Robinson, a drifter convicted of grand larceny for trying to steal a rowboat. Jim was hanged just down the road from El Campo, and his spirit now wanders the grounds, begging for forgiveness.

09.10.2026 08:54:00

Dobrodružství
14 dní

Chattanooga may be best known for its natural beauty, surrounded by mountains, valleys, and the Tennessee River. This charming Appalachian city is also home to annual music festivals like the IBMA World of Bluegrass and the 3 Sisters Bluegrass Festival. The streets and venues fill with musicians and fans dedicated to upholding the traditions of bluegrass music. Chattanooga has always been a city of convergence. Long before trains arrived, the river drew people through a narrow passage in the mountains; later came traders, artists, and entrepreneurs. At festival time, bluegrass becomes the city's soundtrack, with impromptu performances and jams ranging all across town. Many of the local hot spots are pressed into service as music venues. The destinations collected here allow for all sorts of gatherings: a railroad terminal built to serve historic crowds, now repurposed; a riverfront freighted with Cherokee history where folks now gather for performances; and even a whiskey company that rallied the community to change state law. Taken as a whole, they reveal a city profoundly shaped around the possibilities of people coming together. Chattanooga Choo Choo — Historic Terminal Station Begin at the building that made Chattanooga synonymous with arrival. Terminal Station opened in 1909 and at its peak handled nearly 50 trains a day, turning its grand waiting room into a literal crossroads of travelers, soldiers, workers, and families. Passenger service ended in 1970, but the station survived demolition and was reborn as the Chattanooga Choo Choo. Today the former terminal is once again centered around travel: the Hotel Chalet, restaurants, music venues, comedy, gardens, and Station Street all radiate from the old rail hub. The New Mountain Opry On Walden’s Ridge atop Signal Mountain, neighbors, musicians, and visitors have been uniting around music for years, sharing both a room and a repertoire. The original Mountain Opry began in 1979 and spent more than four decades presenting bluegrass and folk music at the Walden’s Ridge Civic Center before being reborn at the historic Bachman Community Center in 2021 as the New Mountain Opry. It lives on as a monthly tradition, with live bluegrass in the old school auditorium. Tennessee River Gorge Follow the river west into the landscape that made Chattanooga a crossroads long before there was a city here. The Tennessee River Gorge runs for roughly 27 miles through the Cumberland Mountains, and archaeological evidence points to human presence here for at least 10,000 years. The river served as a travel corridor, and more recently communities, commerce, military movements, and industry have all depended on navigating through this narrow passage. Today the Tennessee River Gorge Trust protects more than 17,000 acres of the gorge and promotes hiking, paddling, camping, research, and education — turning an ancient corridor into a modern destination for conservation and outdoor life. Among other events, the gorge hosts Chattajack, a 31-mile paddleboard and kayak race. Visitors should also explore Williams Island, home to hundreds of acres of wilderness and only accessible by boat. Ross’s Landing Ross’s Landing, along the riverfront, was associated with Cherokee businessman and later Principal Chief John Ross, serving as a ferry and trading location. In 1838, it also became a departure point during the forced removal of Cherokee people on the Trail of Tears. An art installation in the park commemorates their forcible departure. Today the riverfront is once again a major public space, with lawns, an amphitheater, a marina, promenades, and interpretive features hosting local events like Riverfront Nights free summer concert series and the Chattanooga River Games. Just upstream, the Walnut Street bridge reopened in October 2026, restoring one of downtown’s best-loved pedestrian connections across the Tennessee River after a major renovation. The Read House Hotel Classic hospitality can be found here, at Chattanooga’s oldest hotel. The Read House traces its hotel history back roughly 150 years, while its present interiors lean into the glamour of the 1920s. Its most famous story belongs to Room 311: The room is said to be haunted by the ghost of Annalisa Netherly, a guest from the 1920s. Tours keep the tale alive. The grand lobby and lively barroom conversation make this a hot spot for visitors to share their stories. Chattanooga Whiskey Experimental Distillery At Chattanooga Whiskey, the convivial spirit turned into political action. When the company was founded in 2011, state law still prevented distilling spirits in Hamilton County. Its founders launched the “Vote Whiskey” campaign, held public events, and pushed for a change in Tennessee law. The change passed into law in 2013, making legal distilling possible in the city again for the first time in more than a century. Production began at the Experimental Distillery in 2015, and regular tours are available, along with tastings of their signature Tennessee High Malt whiskey. Bluff View Art District Set above the Tennessee River in a historic downtown district, Bluff View brings together the River Gallery, sculpture garden, Bluff View Inn, Rembrandt’s Coffee House, Tony’s Pasta Shop, a bakery, patios, paths, and scenic overlooks. The appeal is less a single attraction than the way all of the pieces connect: art leads to coffee, coffee to a garden, and the garden to a view across the river. Chickamauga Battlefield In September 1863, Union and Confederate armies collided at Chickamauga in one of the Civil War’s bloodiest battles; the battlefield later became part of the nation’s first national military park. Over time, a second layer of communal memory accumulated here: ghost stories, especially the local legend of “Old Green Eyes.” There are many explanations for this mysterious apparition. One suggests it’s the spirit of a soldier. Another says the ghostly presence was there long before the Civil War. An annual October festival celebrates the legend. It’s just another example of how history and myth can exist in the same remarkable landscape.

08.10.2026 14:51:00

Domácí

Informační Technologie

Informační Technologie
dnes

Greetings, Pythonistas- thank you so much for supporting the work of the PSF and the Python community! The newest PSF Board has decided to continue investing in connecting with the global Python community by running the PSF Board Office Hour sessions on the PSF Discord into 2027. We began running these sessions in September 2024, and they have proven to be a great method for the community to connect with the board and vice versa. This venue has been invaluable to the PSF as we work on critical areas over the last year such as the PSF Strategic Plan, elections, and the recent PSF Grants Program Funding Round. The sessions have also provided the PSF Board and Staff the opportunity to hear what our community is up to and what challenges they are facing.What are the PSF Board Office Hours?During the PSF Board Office Hours, you can participate in a text-based live chat with PSF Board Directors. This is a chance to connect, share, and collaborate with the PSF Board and Staff to improve our community together. Occasionally, we will have dedicated topics such as PyCon US and the PSF Board Elections for the office hour sessions. Here is some of the work that we collaborate with staff and volunteers on:Promotion and outreach for the Python programming languageSupporting local Python communitiesOrganizing PyCon USDiversity and Inclusion in our communitySupport handling Code of Conduct issues within our communitiesSupport regional Python communities via the PSF Grants ProgramFurthering the mission of the PSFUnless we have a dedicated topic for a session, you are not limited to talking with us about the above topics, although the discussions should be focused on Python, the PSF, and our community. If you think there‚Äôs something we can help with or we should know, we welcome you to come and talk to us!Joining the office hoursThe office hour sessions will take place on the PSF Discord server in the #psf-board channel. If you are new to Discord, make sure to check out a tutorial on how you can download the app and sign up for free‚Äì then join us on the PSF Discord! To make the office hours more accessible, the office hours will be scheduled at alternating times, so no matter where you are based, you can find a time that is most convenient for you! Here is a list of the dates and times:November 10th, 2 pm UTCDecember 8th, 9 pm UTCJanuary 12th, 2 pm UTC February 10th, 9 pm UTCMarch 9th, 1 pm UTC April 13th, 9 pm UTCMay 11th, 1 pm UTC June 8th, 9 pm UTCJuly 13th, 1 pm UTC August 10th, 9 pm UTCSeptember 8th, 1 pm UTC October 12th, 9 pm UTCEach session lasts for an hour. Sessions after October 2027 will be announced in the future.Who will be at the office hours?Some board members of the PSF will be attending each office hour, as well as members of the PSF Staff. The list of the PSF Board Directors can be found on our website. We are passionate Python community members who are excited to listen, help, and provide support to you. We are happy to follow up with you if there are any issues we cannot address immediately during the office hour sessions. As always, you can email us at psf-board@python.org with inquiries, feedback, or comments any time.

22.10.2026 08:02:44

Informační Technologie
1 den

At Microsoft, our focus is on providing the best possible experience for Python developers – both for everyday coding and for the agentic workflows that are increasingly central to how developers build software. A great type checking experience is a core part of that, not only for surfacing accurate and actionable diagnostics and providing a strong foundation for Intellisense, but as the bedrock of static semantic intelligence for software agents. Today we’re announcing the Type Server Protocol (TSP) and our partnership with Meta to bring Pyrefly support to Pylance. Introducing the Type Server Protocol TSP is an open standard that extends LSP – the Language Server Protocol that underpins editor integrations across the industry – designed to allow any editor or tool to integrate type checkers as first-class backends. Until now, Pylance and Pyright were tightly coupled. TSP creates a clean separation between the two: Pylance becomes the VS Code IDE intelligence layer for Python, and the type checker becomes an interchangeable static analysis component underneath it. Pyright remains the default and continues to power the experience for the vast majority of users. But for developers who have a strong preference – or whose codebase is better served by a different checker – switching is now a straightforward operation, right from the VS Code status bar. What stays constant regardless of which checker you use is Pylance’s completions, Quick Info, environment management, and critically its deep integration with GitHub Copilot. Those experiences are built on Pylance, not on any individual type checker. TSP means you can bring the checker you want without giving up any of those features that you know and love. Partnering with Meta to bring Pyrefly to Pylance We are excited to announce that we have partnered with Meta to design and implement the TSP protocol and make sure that Pyrefly fully supports it. This collaboration is built on a shared belief that the Python ecosystem is better served by interoperability than by fragmentation. Meta brings deep expertise in fast static type analysis and a particular strength in AI/ML library support. Microsoft brings the VS Code IDE integration layer and the GitHub Copilot experience. TSP is the protocol that makes them work together. Meta has been at the forefront of Python typing longer than almost anyone. Since 2017, they have been solving type checking at scale on some of the world’s largest Python codebases, including Instagram. That experience shaped every design decision in Pyrefly, which checks code at 1.8 million lines per second and was built from the ground up to deliver a consistent experience in both CI and the IDE. Meta has also invested heavily in the broader ecosystem, bringing NumPy to nearly 90% type completeness, completing pandas‘ public API type coverage, and publishing the most comprehensive public performance benchmarks for Python type checkers. We are proud to partner with Meta on bringing Pyrefly to Pylance and we look forward to the ecosystem growing around this open standard, and to bringing even more choice to Python developers in the future. Why Pylance + TSP + Pyrefly instead of Pyrefly standalone? This is the right question to ask. Pyrefly already has a highly performant VS Code extension and is an excellent choice for type checking in continuous integration (CI). Why use it through Pylance instead of directly? Pylance provides tight integrations with the GitHub Copilot experience that a standalone type checker extension can’t replicate – context provision for AI completions, intelligent code understanding that feeds into GitHub Copilot Chat, MCP tools for Python codebases, and the full suite of Python developer tooling that Pylance has built over years in production. In decoupling Pyright from Pylance we now have a clear separation of concerns where pylance can provide an intelligence layer for Python developers and delegate the heavy lifting of type checking. By using Pyrefly with Pylance via TSP, you get Pyrefly’s type analysis powering the engine, with Pylance’s AI-aware intelligence layer on top. You don’t have to choose. How to try it TSP support with Pyrefly requires a Pylance version of 2026.4.1 or newer. Here’s how the experience works. Automatic detection When you open a workspace, Pylance checks your Python environments for a Pyrefly installation. If it finds one – whether installed in your virtual environment or signaled by a pyrefly.toml or tool.pyrefly config in your pyproject.toml – you’ll see a notification: Pyrefly was found in your Python environment. Would you like to use it as your source of diagnostics in VS Code? Click Switch to Pyrefly and Pylance will activate Pyrefly as your diagnostics source immediately, registering the path to the Pyrefly executable automatically. No manual configuration needed. and the choice to “Switch to Pyrefly” can always be reverted or reenabled via Settings. Manual setup via settings You can also switch at any time through the VS Code Settings UI. Under Python ‚Ä∫ Analysis: Diagnostics Source, you’ll find a dropdown with three options: Pylance – default, uses Pylance’s built-in analysis Pylance + Pyright – explicitly routes diagnostics through Pyright Pylance + Pyrefly – uses Pyrefly as the diagnostics engine When Pylance + Pyrefly is selected, Pylance will search for a Pyrefly installation in your virtual environments or download it automatically. A companion Python ‚Ä∫ Analysis: Pyrefly Version setting lets you pin a specific version, point to a local executable, or leave it empty to always use the latest. The minimum supported version is 0.60.0. Status bar Once active, the status bar shows Diagnostics Source: Pylance + Pyrefly alongside your interpreter and environment. Clicking it opens the Python ‚Ä∫ Analysis: Diagnostics Source setting. What do you think? Try the new Pylance + Pyrefly experience today in VS Code and let us know your thoughts. Share any feedback by opening an issue or voting on an existing one. You can also leave a comment below or reach us on X. The Pyrefly team have their own blog post on TSP and the work we have done together. The post Pylance + Pyrefly: bring your preferred type checker to Visual Studio Code appeared first on Microsoft for Python Developers Blog.

21.10.2026 16:42:20

Informační Technologie
1 den

Learn how to use Tachyon, Python's sampling profiler. “Tachyon” is a new sampling profiler that was introduced in Python 3.15. It provides a CLI that allows running and profiling scripts or attaching to running processes. Tachyon logoIn this article you'll learn what statistical profiling is and how to use the Tachyon CLI to identify performance bottlenecks in your code. 15 days of Python 3.15 To celebrate the release of Python 3.15, over the next 15 business days I'll be writing about a new 3.15 feature every day. Explained clearly and with examples so you don't have to sift through the changelog. Subscribe to receive this free email series: Enroll for free 🐍🚀 If you want, you can also check the schedule of the upcoming emails. What is statistical profiling Statistical profiling is the practice of profiling your code by periodically taking snapshots of the state of your Python program. Since you're periodically snapshotting the call stack of your program, you call Tachyon a sampling profiler. Tachyon collects all of its samples over a profiling run and uses it to estimate how much time is being spent in each part of your code. Suppose Tachyon collects 1,000,000 samples over the course of 10 seconds. Out of those 1,000,000 samples, assume 25,000 samples (2.5%) show the function foobar. Tachyon estimates that you spent 2.5% of the 10 seconds, or 250 miliseconds, inside the function foobar. The longer Tachyon runs, and the higher its frequency (the shorter the interval between snapshots), the more accurate the results that Tachyon produces. Using the Tachyon CLI Tachyon is the “cool” name for the module profiling.sampling from the standard library. Since it's a module...

21.10.2026 15:50:00

Informační Technologie
2 dny

#757 ‚Äì OCTOBER 20, 2026 View in Browser ¬ª Django ORM, Migrations and makemigrations This tutorial builds a small coffee and tea store one migration at a time, then breaks it on purpose. You’ll backfill a required field, roll a migration back, untangle two developers’ migrations and fix a slow page with Django 6.1’s new fetch modes. MY-SPACE.IO ‚Ä¢ Shared by Mirza Ishraq Yeahia Functional Programming in Python: When and How to Use It See how Python supports functional programming, what the paradigm actually is, and where it fits in the code you write day to day. REAL PYTHON MCP Auth That Passes the Security Review When your customers connect AI agents to your product, their security team will have questions. PropelAuth has the answers built in: role-gated scopes, enterprise SSO through Okta and Entra ID, phishing-resistant consent screens, and an audit log of every agent connection. Learn More ‚Üí PROPELAUTH sponsor Exploring the MVC Pattern in Python Learn how the Model-View-Controller pattern organizes Python web apps, then build a small Flask app using models, views, and controllers. REAL PYTHON course Quiz: Exploring the MVC Pattern in Python REAL PYTHON Python 3.16.0 Alpha 1 Is Now Available PYTHON.ORG Python Bytes Podcast Hits Episode 500! PYTHON BYTES PyPy v8.0.1 Release PYPY.ORG Claude Code Course: Stop Copy-Pasting From ChatGPT Build a complete Python CLI app from an empty directory with Claude Code, in two live 4-hour sessions on October 24‚Äì25. You’ll plan features, run tests, manage git, and debug AI-generated code. REAL PYTHON Articles & Tutorials PyTorch Year in Review: OpenTeams’ Contributions in 2026 OpenTeams’ PyTorch team reviews their 2026 contributions, in a year when PyTorch received 58% more pull requests than the same period of 2025, a growing share of them written with AI coding agents. Highlights include a redesign of the symbolic interpreter in torch.compile, day 1 compiler support for Python 3.15, a new operator, and a build backend re-write! ANDREW JAMES ‚Ä¢ Shared by Andrew James Bayesian Optimization for Efficient Hyperparameter Search Instead of testing every hyperparameter combination, Bayesian optimization uses results from earlier trials to decide what to try next. This hands-on tutorial builds it step by step with scikit-learn‚Äôs GaussianProcessRegressor and a custom Expected Improvement function, plotting the model‚Äôs predictions and uncertainty along with each point the search picks. KHUYEN TRAN ‚Ä¢ Shared by Khuyen Tran Pendulum and the Most Cursed + Operator in All of Python Pendulum, a popular Python datetime library, has a + operator that inspects the call stack to decide which answer to give you. The post explains how it ended up there, and why the design behind it, a “drop-in” subclass of datetime, still matters for your code now that the hack itself has been patched. ARIE BOVENBERG ‚Ä¢ Shared by Arie Bovenberg Checking Email Reputation, and Allowing Outlook Again Two years ago, PyPI prohibited Outlook email domains in the registration of new accounts due to a large malware campaign. With an update to how email reputation is calculated, addresses from outlook.com and hotmail.com can once more be used. MIKE FIEDLER Why Parquet Dominates Modern Data Engineering How Parquet’s columnar layout, encodings, zstd compression, and row group statistics make it smaller and faster to read than CSV, measured on NYC taxi trips data with Polars, DuckDB, and PyArrow. ORAL ERSOY DOKUMACI ‚Ä¢ Shared by Oral Ersoy Dokumaci Gemini 4 Argon Draws a Python Reading a Book Explore Gemini 4 Argon’s Python code, turtle drawing, and responses to small tasks that check modern syntax, release knowledge, focused edits, and made-up functions. REAL PYTHON Python Project Structure: How to Choose the Right Layout Learn how to structure Python projects: pick between flat and src/ layouts, organize your code, and apply the patterns to CLI, web, and GUI apps. REAL PYTHON Docling vs LlamaParse: How to Extract PDF Tables in Python Learn how to extract tables from a PDF in Python with Docling and LlamaParse, and compare local parsing against a cloud API on speed and cost. REAL PYTHON Quiz: Docling vs LlamaParse REAL PYTHON Strings and Character Data in Python Work with Python strings using a rich set of operators and functions: string literals, the str() function, and the methods you’ll use most. REAL PYTHON How to Use Python: Taking Your First Steps Take your first steps with Python. Install it, run your first program, and work with variables, data types, loops, functions, and errors. REAL PYTHON course 11 Beginner Tips for Learning Python Programming Python tips for beginners: the learning strategies and habits that take you from your first script to code you’re proud of. REAL PYTHON Projects & Code Full-Text Search for Django Models Using RediSearch GITHUB.COM/SAADMK11 ‚Ä¢ Shared by Maksudul Haque PyGithub: Typed Interactions With the GitHub API v3 GITHUB.COM/PYGITHUB actually_interactive_rebase: TUI for Git Rebase GITHUB.COM/TOLOMEA hefty: Forecasting Tools for Solar, Wind, and Load GITHUB.COM/WILLIAMHOBBS django-benchmark: Django Performance Benchmark Profiler GITHUB.COM/JUSTINMAYER Events Weekly Real Python Office Hours Q&A (Virtual) October 21, 2026 REALPYTHON.COM Swiss Python Summit 2026 October 22 to October 24, 2026 PYTHON-SUMMIT.CH PyCon Panam√° 2026 October 22 to October 24, 2026 PYCON.PA Django Girls Ho 2026 October 22 to October 24, 2026 DJANGOGIRLS.ORG PyHo 2026 October 23 to October 25, 2026 PYTHONHO.COM PyBeach 2026 October 24 to October 25, 2026 PYBEACH.ORG FastAPI Conf 2026 October 28 to October 29, 2026 FASTAPICONF.COM PyConFR 2026 October 29 to November 2, 2026 PYCON.FR Happy Pythoning!This was PyCoder’s Weekly Issue #757.View in Browser ¬ª [ Subscribe to üêç PyCoder’s Weekly üíå ‚Äì Get the best Python news, articles, and tutorials delivered to your inbox once a week >> Click here to learn more ]

20.10.2026 19:30:00

Informační Technologie
2 dny

<strong>Topics covered in this episode:</strong><br> <ul> <li><strong><a href="https://blog.jupyter.org/posts/2026/notebooks-on-demand-nod-a-jupyterlab-extension-for-a/?featured_on=pythonbytes">Nod: pause your Python program and open a notebook at any line</a></strong></li> <li><strong><a href="https://pola.rs/posts/release-polars-2/?featured_on=pythonbytes">Polars 2.0 ships: streaming engine by default, spill-to-disk, and a row-order gotcha</a></strong></li> <li><strong><a href="https://github.com/noripyt/django-cachalot?featured_on=pythonbytes">django-cachalot caches your ORM queries and invalidates them for you</a></strong></li> <li><strong><a href="https://noumenal.es/stack-report/towards-async-transactions-in-django/?featured_on=pythonbytes">Towards async transactions in Django</a></strong></li> <li><strong>Extras</strong></li> <li><strong>Joke</strong></li> </ul><a href='https://www.youtube.com/watch?v=TGDze5W1EZ8' style='font-weight: bold;' data-umami-event="Livestream-Past" data-umami-event-episode="501">Watch on YouTube</a><br> <p><strong>About the show</strong></p> <p>Sponsored by us! Support our work through:</p> <ul> <li>Our <a href="https://training.talkpython.fm/?featured_on=pythonbytes"><strong>courses at Talk Python</strong></a></li> <li>Consulting from <a href="https://sixfeetup.com/?featured_on=pythonbytes"><strong>Six Feet Up</strong></a> <strong>Connect with the hosts</strong></li> <li>Michael: <a href="https://fosstodon.org/@mkennedy">Mastodon</a> / <a href="https://bsky.app/profile/mkennedy.codes?featured_on=pythonbytes">BlueSky</a> / <a href="https://x.com/mkennedy?featured_on=pythonbytes">X</a> / <a href="https://www.linkedin.com/in/mkennedy/?featured_on=pythonbytes">LinkedIn</a></li> <li>Calvin: <a href="https://sixfeetup.social/@calvin?featured_on=pythonbytes">Mastodon</a> / <a href="https://bsky.app/profile/calvinhp.com?featured_on=pythonbytes">BlueSky</a> / <a href="https://x.com/calvinhp?featured_on=pythonbytes">X</a> / <a href="https://www.linkedin.com/in/calvinhp/?featured_on=pythonbytes">LinkedIn</a></li> <li>Show: <a href="https://fosstodon.org/@pythonbytes">Mastodon</a> / <a href="https://bsky.app/profile/pythonbytes.fm">BlueSky</a> / <a href="https://x.com/PythonBytes?featured_on=pythonbytes">X</a></li> <li>Join us on YouTube at <a href="https://pythonbytes.fm/stream/live"><strong>pythonbytes.fm/live</strong></a> to be part of the audience. Usually <strong>Tuesday at 7am PT</strong>. Older video versions available there too.</li> <li>Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to <a href="https://pythonbytes.fm/friends-of-the-show">our friends of the show list</a>, we'll never share it.</li> </ul> <p><strong>Michael #1:</strong> <a href="https://blog.jupyter.org/posts/2026/notebooks-on-demand-nod-a-jupyterlab-extension-for-a/?featured_on=pythonbytes">Nod: pause your Python program and open a notebook at any line</a></p> <p>Nod (Notebooks-on-Demand) is a JupyterLab extension by Eric Rawn that drops a notebook into a running Python program. Add a <code>notebook()</code> call anywhere, run the program with <code>nod</code>, and execution pauses there with a notebook containing all variables at that point in the call stack. Edits go back to the source file with a button, with cells converted to code and markdown to comments via Jupytext.</p> <ul> <li>It answers the classic 'this would be easier in a notebook' debugging moment without copying snippets out to files.</li> <li>Like a breakpoint with a notebook inside: the left panel walks the call stack and notebook state switches with it</li> <li>Install is pip install nodpy plus nod --install-kernel, then run with nod python -m myfile</li> <li>The round trip back to source is the differentiator; markdown cells become comments, cells become newlines, and notebooks are disposable since the source file recreates them</li> <li>nodLog() stashes variable values across calls to explore later; the article also pitches notebook() for stepping through AI-generated code line by line</li> <li>Early stage: repo from December 2025 with 16 stars and essentially one contributor, so expect rough edges</li> </ul> <p><strong>Calvin #2: <a href="https://pola.rs/posts/release-polars-2/?featured_on=pythonbytes">Polars 2.0 ships: streaming engine by default, spill-to-disk, and a row-order gotcha</a></strong></p> <ul> <li>Polars 2.0 released Oct 6, 2026 (Ritchie Vink). The post says it's "not intended to be a big feature release", but it bundles a few big changes.</li> <li>LazyFrame.collect now defaults to the streaming engine, with large memory and speed gains on most queries.</li> <li>Breaking: streaming doesn't guarantee row order for join, group_by and unpivot. Use maintain_order=True if order matters. This is why it's a major version.</li> <li>Out-of-core (spill-to-disk) is on by default. It spills at about 80% of RAM ("may need tuning") with a 64 GB default disk budget. It covers sort, window functions and many expressions. Joins and group-bys are planned, not shipped.</li> <li>The new native Map dtype (Arrow MapType) replaces the old List(Struct(key, value)) reading. It comes with map.get, map.contains_key, map.len, map.keys and map.values.</li> <li>Stricter by design: errors should surface up front and implicit handling of data mismatches is opt-in. collect_schema() catches schema mismatches without reading data.</li> <li>SQL is now a first-class interface, with join reordering, better common-subplan elimination, and dynamic predicates/bloom filters.</li> <li>Benchmarks are self-run TPC-H/TPC-DS derived numbers against DuckDB 1.5.6 and 2.0 alpha, and DataFusion 54. They are not official TPC results.</li> <li>Polars was fastest on all but one benchmark. At 192 threads its constant overhead hurts small data (SF10 TPC-DS is 1.8x slower), and a fix is hoped for in the next release.</li> <li>Roadmap, not released: out-of-core joins and group-bys, better scaling at high core counts, Polars Cloud, and early GeoPolars work.</li> <li>Upgrade guide: https://docs.pola.rs/releases/upgrade/2/</li> </ul> <p><strong>Michael #3:</strong> <a href="https://github.com/noripyt/django-cachalot?featured_on=pythonbytes">django-cachalot caches your ORM queries and invalidates them for you</a></p> <p>django-cachalot is a Django package that caches ORM queries and invalidates them automatically when the underlying data changes. Install it, add one line to INSTALLED_APPS, and read queries run through your cache backend with no code changes. The trick is that it caches whole tables, so any write flushes that table's cached queries, making it a strong fit for read-heavy sites and a poor one for frequently updated tables. It supports Django 4.2 through 6.1 and Python 3.8 to 3.14.</p> <ul> <li>ORM caching that normally takes careful engineering drops in with pip install and one settings line, invalidation included.</li> <li><strong>Near-100x on joins:</strong> the README reports nearly 100x speedups for initial deployments heavy on select_related and prefetch_related.</li> <li>It caches the entire table, so a hot table with frequent writes invalidates constantly; docs suggest staying under 50 modifications per minute and mixing in cache-machine for hot paths.</li> <li>Setup is two lines, plus caveats: sync clocks across servers sharing one cache, and run a <a href="http://manage.py/?featured_on=pythonbytes">manage.py</a> command after restoring a database outside Django.</li> </ul> <p><strong>Calvin #4: <a href="https://noumenal.es/stack-report/towards-async-transactions-in-django/?featured_on=pythonbytes">Towards async transactions in Django</a></strong></p> <ul> <li>Carlton Gibson, The Stack Report, Oct 9, 2026. It's about getting async with transaction.atomic() into Django, hoped for 6.2 and not a commitment. Status check: both PRs are still open as of Oct 19-20, with no approvals and no milestone.</li> <li>The problem: asyncio tasks share one thread and so one DB connection. A slow transaction that rolls back also discards a sibling task's quick write. Today transactions go through sync_to_async, so everything runs serially on one thread.</li> <li>Design: async with transaction.atomic() opens a nested ThreadSensitiveContext, which gets its own worker thread and connection. On exit the connection is cleaned up and control returns to the request's connection. Siblings keep using the request's connection in autocommit, so their writes survive a rollback.</li> <li>Only the task that opened the block may nest further atomic() blocks. Any other task raises TransactionManagementError, and this is enforced.</li> <li>Subtasks inside a transaction are discouraged, since the connection is serial and parallel queries gain little. If you need them, use structured concurrency (TaskGroup or an awaited gather()) so they finish before the block exits. That rule is not enforced yet, and Gibson wants Django to catch late queries before 6.2.</li> <li>Caveats: each async transaction uses an extra connection for its duration, so pools may need tuning. The advice to disable CONN_MAX_AGE for async still applies.</li> <li>Origin: the Django on the Med sprint in Pescara (hosted by Paolo Melchiorre). An expert panel on Day 1 included Lily Acorn, Simon Charette, Jacob Walls, and Charlie Denton and Sam Searles-Bryant of Kraken Tech (authors of django-subatomic, which is being integrated into Django). Caleb Hattingh then investigated the design and opened both PRs.</li> <li>PRs: Django #22074 ("Fixed #33882 -- async with transaction.atomic") has review comments from four people, with the latest commit on Oct 19 adding a test for a late child-task query. asgiref #596 (ThreadSensitiveContext changes) had Gibson's review on Oct 19 and follow-up edits on Oct 20.</li> </ul> <p><strong>Extras</strong></p> <p>Calvin:</p> <ul> <li>Jazzband is Shutting Down (announced in March), but there are alternatives like https://django-commons.org/</li> <li>Treemd — nice TUI for viewing Markdown https://github.com/Epistates/treemd Michael:</li> <li>Talk Python <a href="https://talkpython.fm/community?featured_on=pythonbytes">Membership</a></li> <li>Talk Python <a href="https://talkpython.fm/guides?featured_on=pythonbytes">Visual topic guides</a></li> <li>Quick Follow Up to Episode #499 where we shared PEP 824 None coalescing operator, we also have <a href="https://peps.python.org/pep-0823/?featured_on=pythonbytes">PEP 823</a> (None Aware access operators) the successor to PEP 505. - via Nick Muoh and <a href="https://social.tchncs.de/@rafaelwo/117415996506597741?featured_on=pythonbytes">Rafael</a></li> <li><a href="https://github.com/pola-rs/polars/issues/27955?featured_on=pythonbytes">Free Threaded Polars, but staled on PyPI</a>?</li> </ul> <p><strong>Joke:</strong> <a href="https://www.youtube.com/watch?v=3TNpOD6bov8">LGTM (Looks Good to Me) - Claude Opus 5.5 music video</a></p>

20.10.2026 19:18:21

Informační Technologie
2 dny

Learn about the top 3 developer experience improvements from Python 3.15 This article covers the top 3 improvements made to the developer experience of Python 3.15 users: improved error messages more colours default UTF-8 encoding 15 days of Python 3.15 To celebrate the release of Python 3.15, over the next 15 business days I'll be writing about a new 3.15 feature every day. Explained clearly and with examples so you don't have to sift through the changelog. Subscribe to receive this free email series: Enroll for free 🐍🚀 If you want, you can also check the schedule of the upcoming emails. Improved error messages Over the past few years, lots of effort has been poured into improving Python's error messages. Python 3.15 is no exception, as it introduces three improved types of error messages. Errors in accessing nested attributes If you get an AttributeError exception when accessing a name of an object, but that object has another member that has the correct name, Python suggests it: class Inner: def __init__(self): self.value = 42 class Outer: def __init__(self): self.inner = Inner() o = Outer() o.value # AttributeError: 'Outer' object has no attribute 'value'. # Did you mean '.inner.value' instead of '.value'? Incidentally, while Python 3.15 was in alpha, I found and reported a bug with this feature that was fixed in just a couple of hours! Checking methods from popular programming languages If you get an AttributeError when trying to access a method from a built-in type, Python starts by checking if that's a typo. For example, list.pp will ask if you meant to type list.pop. Now, if there's no “obvious” typo, Python will also check a static table of common...

20.10.2026 15:56:00

Informační Technologie
2 dny

In February 2026, the Python Software Foundation (PSF) made the PSF, Python, and Jython wikis read-only due to excessive automated traffic and security concerns on outdated infrastructure. This sudden change was disruptive to the many community members who rely on and contribute to these wikis. We are pleased to share that we have stood up new wikis through GitHub Pages that address the automated traffic and security concerns. The new wikis will have a more modern front-end, as well as a permissions-based content management system (CMS) for community members to make updates. Find the new wikis here: PSF Wiki Python Wiki Jython Wiki More details and context Excessive automated traffic With the old wiki structure, we received a large volume of alerts at all hours, each serious enough to page and wake our on-call infrastructure staff, which is very limited (just one person currently, although this will be changing soon!). The quantity of scraping overloaded our servers, causing outages, which happened often enough that these issues required a significant amount of effort for the PSF staff to manage. On review back in February, that traffic turned out to be almost entirely AI bots that were trying to scrape the entire internet. Security Additionally, some portions of the wikis were still built with Python 2. Python 2 reached end of life on January 1, 2020, and no longer receives upstream security fixes. Moving to a static site makes it very fast and reduces security risks, while also having the benefit of a more modern user interface. Impact The PSF acknowledges that retiring the old wikis without notice was frustrating to the overall community and especially so to those community members who have spent a lot of time contributing to the wikis over the years. The abrupt nature of this change did not reflect the care and respect that our contributors deserve, and we recognize the frustration this caused. We built the new wikis with the guiding principle of how to best serve the community, and we hope they will continue to be a valuable community resource, and hopefully improve on the experience. The new CMS means you can even create pull requests in your code editor if you prefer! Platform GitHub was chosen for the home of the new wikis as this is where CPython, python.org, and other properties the PSF hosts currently live. The hope is to continue to streamline the PSF's hosting and stewardship of services to simplify for both PSF staff and the community folks who contribute to them. How to Contribute Previously, the Python and Jython wikis were user-editable by invitation of an existing editor and the PSF wiki was permissions based. Moving forward, all three of the wikis will be permissions based via the GitHub repository they are hosted on, and changes can be requested through pull requests by anyone in the community. We realize that moving to GitHub, with an entirely permissions based process, is a big change from the previous form. As stewards of Python's web presence, we've opted to provide a more modern interface, relying on GitHub, the platform that already powers CPython development. GitHub allows us to distribute granular control, review changes through pull requests, and maintain the uptime this service deserves. Also, since the site is now generated statically, it removes any worry about AI bots overwhelming the hosts that the wikis were previously hosted on. Please review the repository's README file to learn more about contributing. We welcome the community to come join in on updating, cleaning up, and adding pages to the new wiki! We will happily grant write access to the Python wiki to contributors who are known stewards of the previous wiki, and look forward to bringing on more contributors in the future.

20.10.2026 12:29:17

Informační Technologie
2 dny

I'm writing this blog post on the same day as the eMudhra Intermediate CA compromises news was published so the memory of what was required from me and unfortunately volunteer maintainers today is still fresh and top-of-mind. Fixing the systemic issues that many open source projects faced today takes longer than a day of hurriedly patching everything and publishing advisories, so I'm leaving these as notes for future us. I'm only writing from the perspective of the Python ecosystem, although I know at least some of these issues exist elsewhere. Here's some context: CPython uses OpenSSL for TLS on all platforms and OpenSSL requires CA root certificates provided as files, directories, or in-memory data. CPython distributes OpenSSL to Windows and macOS, because those platforms don't distribute OpenSSL on their own typically. Linux distributions do distribute OpenSSL typically. certifi is the Python ecosystems' packaged distribution of CA root certificates. certifi was designed to work well with OpenSSL, but many Linux distributions distribute CA root certificates as their own package, too (and do a much better job today than long ago). So in practice, certifi is useful today on Windows and macOS where the system certificate stores can't be made available as a file or directory to be compatible with OpenSSL. Much of the pain of this incident is because we can't revoke certificates actively by default on an OpenSSL-based Python installation. If we could do so, then any revocation mechanism could protect end-users without dependency updates. Some of the pain is caused by needing to update certifi as a dependency, and everything associated with upgrading across a dependency tree. Python and pip pip bundles its dependencies because bootstrapping is a really hard problem, including certifi. Python bundles pip because bootstrapping is a really hard problem. So a critical issue in certifi means potentially updating both pip and Python on short notice. Python distributes pip through ensurepip, so the Python Security Response Team sometimes needs to respond by upgrading pip in case of a vulnerability that affects whether pip can be securely used to upgrade itself... like in the case of a CA certificate compromise... So if there's an issue in certifi not only do we need to publish a release of pip, we need to head-of-line block on that release landing in Python (across relevant release branches, usually 3-4), and then do releases of those branches. pip already uses truststore (a library I maintain) by default. For compatibility reasons, pip still adds certifi root certificates to be considered as roots. By removing the certifi default (which appears to be happening) this would slightly improve the situation for Linux-based users, where they could upgrade their system CA certificates and be safe, still no revocation mechanism. The big benefit is that pip maintainers wouldn't need to do anything in the case of a certifi CA store compromise anymore. Many other packaging tools and infra had to take action on short notice, too, like the manylinux build images, various bots and cron jobs, Python build bots, Sigstore CLI for Python, and likely many more. Once all the patching is done, the biggest problem then is alerting users as they too have to take action to upgrade dependencies. I published a topic on discuss.python.org, sent an alert to security-announce@python.org, added banners to pypi.org and discuss.python.org, and posted on social media (thanks for boosting). PyPI as a certificate distribution channel An over-arching opinion that I have (and I am willing to be wrong) is that PyPI should no longer be a certificate distribution channel. Packages like certifi were necessary in the past to get a decent CA certificates bundle to platforms without one. Remember, Python is about the same age as TLS and much older than the expectation that your system has decent CA certificate bundles. Today I am not aware of a major platform that exists without a decent CA certificate bundle, as Python isn't the only application that needs CA certificates. And I'm not sure how much it is Python or pip's responsibility that your system provides a decent CA certificate bundle. Maybe it's time to evaluate leaning on system-provided certificate stores more generally in the Python ecosystem. This would mean less work for open source maintainers that provide applications (Python, pip), by relying on maintainers of systems instead (distros, browsers, services like Let's Encrypt). Systems maintainers have to do this work anyway, can we rely more on their work so we don't have to painfully duplicate that same work across an ecosystem? Revocation for OpenSSL-based platforms This is still an open question for me, what is the best way forward towards certificate revocation for OpenSSL-based platforms like Linux distributions. I haven't spent a lot of time thinking about this, but if we could have this in a privacy and performance preserving way that would go a long way to reduce the amount of short-notice demands on volunteers or open source projects. That's all for now, time to log off and rest up. Thanks for reading ‚ô• I would love to hear your thoughts! Contact me via Mastodon, Bluesky, or email. Browse the blog archive. Check out my blogroll.

20.10.2026 00:00:00

Informační Technologie
2 dny

We are delighted to announce the schedule for PyCon Ireland 2026, to be held at Chartered Accountants House in Dublin on Saturday 21 November. You can choose from more than thirty talks across three tracks, at least four workshops, and two panels, as well as keynotes and lightning talks, given by dozens of speakers. We’ll have lots of sessions on AI and Machine Learning, including agentic AI, coding agents, multi-agent workflows, and agent evaluation Bayesian modeling benchmarking ML models data architecture for AI forecasting managing parallel pipelines MCP servers and knowledge graphs ML monitoring mutation testing neural networks reliable machine learning searching with agents teaching robots tensor regression workflows But it’s not just AI. There will also be sessions on asynchronous I/O learning in public natural language processing Python packaging quantum programming route optimisation scientific computing secure coding software archaeology supply chain security testing vector search web scraping We had more than 170 submissions that needed to be evaluated and arranged. We thank everyone who took the time to make a submission. We had difficult choices to make when drawing up the schedule. Tickets If you’ve been waiting for the schedule to appear before buying your ticket, wait no more! Tickets are being sold now. The General ticket costs ‚Ǩ59, the Student ticket is only ‚Ǩ35, and the Corporate ticket is ‚Ǩ159. With these all-inclusive tickets, as well as access to all the sessions and networking with the speakers and other attendees, you get a light breakfast, a sandwich lunch, and morning and afternoon refreshment breaks. We do expect to make some further additions to the schedule, so check regularly for updates.

20.10.2026 00:00:00

Informační Technologie
3 dny

Learn how to use startup configuration files to run package entry points when the Python interpreter starts up. A startup configuration file is a file with the extension .start. Starting from Python 3.15, the Python interpreter uses startup configuration files to run package entry points when the interpreter starts up. Here is an example of a simple startup configuration file that installs error-links when the Python interpreter starts: error_links:install The entry point error_links:install from the above points to the function install from the module error_links. In general, an entry point resembles an import: the import path followed by a colon followed by the callable that gets called For the entry point error_links:install, the equivalent import would be from error_links import install. The module site and some historical context The module site, from the standard library, is imported automatically when the Python interpreter starts up. When imported, the module site does a couple of things. Among them, it adds some paths to the module search path and then checks them for configuration paths. In Python 3.14 or earlier, configuration files were .pth files. .pth files can be used to extend sys.path by listing directories. Alongside that, and for backwards compatibility reasons, .pth files could also include import lines. import lines in a .pth represent a security risk, so PEP 829 introduced a safer way of running custom hooks during Python interpreter start up. import lines in .pth files are now deprecated and Python 3.15+ also looks for .start files to run the listed entry points. Python 3.15 brings much more to the table From the two new built-ins frozendict and sentinel, to lazy imports, package startup configuration files, typing improvements, or more colour everywhere, Python 3.15 has a lot more to offer. If you want to learn more about what's new in Python 3.15, take a look at the “15 days of Python 3.15” series I'm running. For 15 days, I'll explain a new Python 3.15 feature every day. Get the free 3.15 email series:

19.10.2026 19:19:00

Informační Technologie
3 dny

Hi Django community, thank you all for continuing to contribute to Django. The Steering Council is reaching out to bring people's attention to a few areas. We have major features we'd like to test and review for 6.2, smaller changes that could use attention and then various New Feature ideas we'd like community input on. Major features These PRs are things we'd like to refine, test and get merged in. We're looking for people to test the features themselves and review the PRs. Please see our guidelines on reviewing PRs. CompositeField (multi-column subqueries) Only needs testing, not review. DEFAULT_PK_FIELD setting (e.g. UUID primary keys) Move models between apps Sage Abdullah has a great Django London talk on how to test your project against Django's main branch. Please note that you would need to change the branch to point to the PR’s specific branch. Other features These are other PRs that we thought would be cool to have included in 6.2. They are in various states of refinement. We're looking for people to test and review the PRs. They are smaller in nature, so it may be easier to get involved here. Adding QuerySet.executed_queries Partitioned cookies Support for the HTTP QUERY method Improve CSRF debug messaging behind proxies New Features This section is bringing attention to the New Features queue. Ideas are in various stages and require different types of input. With over 150 ideas so far, we'll try to provide direction for those who have limited time to participate. Ideas needing technical vetting [medium+ effort] These are ideas the community would like integrated, but we need contributor opinion on. The links are to proposals that could use vetting. Ability to customize model Meta and migration generation Implement modern CSRF protection Add timeout API for tasks Subresource integrity (SRI) Adding import maps to Django Ideas needing community input [low effort] We encourage people to review the entire New Feature queue and use the emoji reactions. Please use the 😕 emoji to register a "saw this, but have no opinion". This helps us understand what has been reviewed by the community. We have selected a few from the list that we'd like people to weigh in on: Better hooks to customize PasswordResetForm email sending Add PR help in Working with Git GitHub contribution documentation Service URL parsing in core (e.g. database and cache URLs) Standardise Task execution order Update AuthenticationMiddleware to delegate to Authentication Backends Support sending to Unicode email addresses via SMTP Thank you Django is built by the community and every bit helps move Django forward. We encourage everyone to feel empowered to participate. If you aren't sure where to start or have questions, ask on the Django Forum or in the Django Discord. We're happy to help you find your way in. - The Django Steering Council

19.10.2026 17:28:23

Informační Technologie
3 dny

Prologue #Like last year, I livetooted the release of Python 3.15.0. Here it is in blogpost form! Two weeks #Two weeks until Python 3.15.0 final! #Python #Python315 Fri, Sep 18, 2026, 00:30 EEST One week #One week until Python 3.15.0 final!! What are you most looking forward to? #Python #Python315 Tue, Sep 22, 2026, 21:17 EEST Python 3.15.0 release day! #First blocker, we’re getting 503s on docs.python.org and buildbot.python.org, the latter of which is needed to check the tier 1 and 2 buildbots are passing, needed for a release. It’s a certificate issue from an incompatible pyOpenSSL upgrade. We’re waiting for the US to wake up and poke it with a stick. #Python #Python315 Thu, Oct 1, 2026, 14:19 EEST Red #The US woke up and they’re both back up! Now, there’s one tier 1 failure to check. #Python #Python315 #release Thu, Oct 1, 2026, 14:22 EEST Flaky #RuntimeError: join took too long: <Process name='Process-2107' pid=2290504 parent=2276730 started daemon> Looks like a flaky test, and python/cpython#157184 has a fix to increase a timeout. Will try restarting for now. #Python #Python315 #release Thu, Oct 1, 2026, 14:25 EEST Green #That passed, the buildbots are back to green ‚úÖÔ∏è Next, issues/PRs with release-blocker label. One is a straightforward docs update, I marked as blocker so I don’t forget, to change future tense to present. Then three last-minute lazy import blockers that need a closer look. #Python #Python315 #release Thu, Oct 1, 2026, 15:11 EEST Traditional surprise rc3 #Following recent tradition, I‚Äôm going to add a surprise third release candidate! It makes sense to include the last-minute lazy-import fixes in 3.15.0 final. It also makes sense to give time to test them properly, so today‚Äôs planned 3.15.0 final is postponed, and I‚Äôm going to release a 3.15.0rc3 tomorrow, assuming everything is in place. And then 3.15.0 final will follow about week later. Exact date to be announced. We‚Äôre nearly there! ü§û #Python #Python315 #release Fri, Oct 2, 2026, 00:49 EEST Missing backport #The three lazy blockers are finally merged into main, two have been backported to 3.15, but wait, the third failed, because it depends on some tests not yet backported. Okay, backport created, merge conflict fixed, CI is now spinning, and automerge enabled. That’ll merge in about 15 mins, then we can update it into the last blocker PR, that should merge about 30 mins later, and rc3 can begin! #Python #Python315 #release Fri, Oct 2, 2026, 20:58 EEST rc3 #Get yer rc3 here! You know the drill: please test and report bugs! Library maintainers, join the Cool Testers’ Club üòé and add 3.15 to your test matrix. Python 3.15.0 final planned for 2026-10-09. #Python #Python315 #release Sat, Oct 3, 2026, 00:14 EEST Python 3.15.0 release day (second attempt)! #‚úÖÔ∏è Release date updated in What’s New in Python 3.15 ‚úÖÔ∏è No release blockers ‚úÖÔ∏è No deferred blockers ‚úÖÔ∏è Buildbots all green #Python #Python315 #release Fri, Oct 9, 2026, 13:03 EEST Cooldowns #Pydantic finally added support for Python 3.15 yesterday, and aiohttp on Monday, so I could use Python 3.15 rc3 to run the release scripts and release Python 3.15.0 final! But… I’m going to respect our seven-day cooldown, and stick with 3.14. You also use cooldowns for your dependencies, right? #Python #Python315 #release Fri, Oct 9, 2026, 13:12 EEST blurb bug #Pushing the big launch button: .venv/bin/python run_release.py --repository ../cpython --ssh-user hugovk --release 3.15.0 … and immediately ran into a bug with our changelog tool blurb, because we’ve had no new NEWS fragments since rc3 :) This needs a fix in blurb, a new PyPI release, and then the docs lockfile regenerated and backported to 3.15. Fix PR: python/blurb#92 #Python #Python315 #release Fri, Oct 9, 2026, 13:43 EEST blurb fix #OK, merged and released (really easy using Trusted Publishing), lockfile updated and backported. Restarted the release and that’s better now. A temporary branch and tag has been pushed to my fork, and I need to verify the release commit does not contain any unexpected changes. All looks good. Next to start the installer and artifact builds. #Python #Python315 #release Fri, Oct 9, 2026, 14:21 EEST Installers #The release artifact build failed, need to bump blurb in that lockfile too. Like this: python/release-tools#451 Now restarted that workflow with the existing CPython tag, no need for retag. This builds source+docs tarballs and Android+iOS artifacts. Takes ~30 mins. Ned Deily has started the macOS installer builds. And I’ve started the Windows installer builds, takes ~2 hours. #Python #Python315 #release Fri, Oct 9, 2026, 14:56 EEST SBOM #In the meantime, the GitHub Actions build has finished, SBOMs created and some things uploaded. The Windows process has paused a couple of times, awaiting button clicks to approve signing of binaries. The whole release team gets emails about this, so no sneaking out signed releases. ü•∑ #Python #Python315 #release Fri, Oct 9, 2026, 16:04 EEST Nearly there #Windows complete, tags pushed upstream, Sigstore signing done, adding files to python.org… nearly there… #Python #Python315 #release Fri, Oct 9, 2026, 17:11 EEST Out now #üêçüöÄ Out now: Python 3.15.0 final! üí§ Lazy imports! üßä frozendict builtin! üíÇ sentinel builtin! üìâ Tachyon profiler! üñºÔ∏è Frame pointers everywhere! üõÖ Unpacking in comprehensions! üó£Ô∏è UTF-8 as the default encoding! üõû Stable ABI for free-threading! üÜï Package startup config files! ‚å®Ô∏è TypedDict & TypeForm! üêé Faster JIT! üé® More colour! üöå & more! Huge thanks to the Sovereign Tech Agency supporting my work as release manager and enabling another smooth release! #Python #Python315 #CPython #release Fri, Oct 9, 2026, 17:23 EEST It’s not over yet! #I updated PEP 790, which also updates the PEPs API, which is used to point the docs at /3/ to 3.15, kicked off a docs build: docs.python.org/3/ Unpin one toot and pin another to my profile. (3.14 might not be the newest, but we can still celebrate with pie!) And then unlock the 3.15 branch so the core team can start merging 185 PRs that didn’t get in during RC. #Python #Python315 #release Fri, Oct 9, 2026, 18:27 EEST Also #‚úÖÔ∏è update 3.15 label ‚úÖÔ∏è rebuild devguide to update: devguide.python.org/versions/ ‚úÖÔ∏è unlock 3.15 branch And I think that’s it! Hey, @savannah, you’re up next with the first 3.16 alpha on Tuesday! üöÄ #Python #Python315 #Python316 #release Fri, Oct 9, 2026, 18:58 EEST

19.10.2026 10:21:54

Informační Technologie
3 dny
Informační Technologie
3 dny

My home server is a small mini PC running Debian. It holds the file shares, Time Machine backups, Gitea, a music server and a few small apps of my own. Like most home servers it grew by hand over the years: a command here, a config edit there, notes somewhere else. Its exact state was mostly in my head, and not reliably. Over two days I moved it to a setup where a coding agent does most of the work, but can't change the server on its own. This setup has proven to be extremely reliable and helpful: the server now has a declarative state, and I can review every change the agent proposes before it is applied. The idea The setup is built on two rules: The agent gets read-only access. It can SSH into the server as my normal user and look at everything: systemd units, logs, disk usage, config files, cron jobs. sudo requires a password, which the agent doesn't have. So in practice it can explore, but not change anything. Every change is code. The agent never runs ad-hoc commands to fix something. It writes or changes a pyinfra deploy in a git repo. pyinfra is "Ansible in Python": you describe the desired state with Python operations, it compares that state with the server and only applies the difference. The sudo password is the boundary between the two. I run the dry run and the real deploy in my own terminal, see the diff and type the password. No special user, no extra tooling. The repo miniserver/ ├── CLAUDE.md # rules for the agent ├── SERVER.md # current state of the server, written by the agent ├── inventory.py # the server, resolved via ~/.ssh/config ├── justfile # plan, deploy, ping, fact, ... ├── deploys/ # one pyinfra deploy per topic │ ├── base.py # packages, time sync, unattended-upgrades │ ├── backup.py │ ├── proxy.py │ ├── ... │ └── all.py # includes everything in order └── files/ # scripts and systemd units deployed to the server CLAUDE.md holds the rules the agent follows in every session. The important part is short: - Read-only exploration is fine: ssh in and run commands that only read state. - Never modify the server without explicit permission. - Prefer pyinfra over ad-hoc commands for changes. Always do a dry run first (`just plan [deploys/<file>.py]`) and review the plan before the real run. - `files/` holds the scripts/units deployed to the server; edit them here, never directly on the server. SERVER.md is the inventory the agent wrote in the first session by exploring the server: OS, hardware, disks, users, services, backups. It gets updated at the end of every session, so the next session starts from a description instead of from scratch. A deploy A deploy is plain Python. This one manages a single setting in Gitea's app.ini, restarts Gitea only if the setting changed, and checks the result: from pyinfra.operations import files, server, systemd APP_INI = "/home/git/gitea/custom/conf/app.ini" ROOT_URL = "http://gitea.local/" root_url = files.line( name=f"app.ini: ROOT_URL = {ROOT_URL}", path=APP_INI, line=r"^ROOT_URL *=.*$", replace=f"ROOT_URL = {ROOT_URL}", _sudo=True, ) systemd.service( name="Restart gitea after config change", service="gitea", restarted=True, _if=root_url.did_change, _sudo=True, ) server.shell( name="Verify Gitea", commands=["systemctl is-active gitea"], _sudo=True, ) Deploys are idempotent: running them again changes nothing. That makes it safe to run all.py at any time to check whether the server still matches the repo. The workflow A typical change looks like this: I describe what I want, e.g. "every app should get a name like gitea.local instead of a port". The agent explores the server read-only, writes the deploy (here: Caddy as reverse proxy plus mDNS aliases) and tells me what will change. I run just plan deploys/proxy.py, a pyinfra dry run with diff, and review it. I run just deploy deploys/proxy.py. The agent verifies the result over SSH, updates SERVER.md and commits. The agent does the tedious parts (reading man pages, finding config locations, writing systemd units, checking logs), while I keep control over what actually changes. And the git history doubles as an operations log. What came out of it In two days the repo grew to about 40 commits: a full system upgrade, the printer moved over from an old Raspberry Pi, Time Machine backups for the Macs, push notifications for failed jobs, a reverse proxy with local names for all apps, and two of my own Python apps deployed as pinned releases. Mistakes still happened, but they ended up in CLAUDE.md as lessons learned for the next session. A few examples: apt autoremove after the upgrade removed about 250 packages, including smartmontools. pyinfra's dry run can't show what apt will remove, so now the rule is to check apt-get -s autoremove first. A backup of an unmounted mount point "succeeds" with an empty snapshot. The backup script now refuses an empty source or a missing destination. OnFailure= on a unit with Restart=always fires on every restart, which means a flood of notifications. One caveat: read-only doesn't mean the agent sees nothing sensitive. It can read everything my user can read. For a home server I'm fine with that, but it's worth keeping in mind before you do the same with a machine that holds other people's data.

19.10.2026 00:00:00

Informační Technologie
5 dní

In the first Agents Unpacked conversation, Monty and I explored what changes when an AI system can choose actions rather than just offer advice. But saying that an agent organises a folder of photographs leaves an important question unanswered: which part actually opens the folder?In this conversation, we return to the photographs and follow the exchanges between the model, the tools, and the software connecting them. Here, “model” means the large language model (LLM), rather than the whole agent. We’ll look at who requests an action, who carries it out, and how the result gets back to the model.Who's Monty? Monty is my personal AI agent. Read the introduction to this series.Subscribe nowIn conversation • Chapter 2Monty:Suppose you ask an AI assistant:“Organise these photographs into folders by year, but leave the originals untouched.”Before anything can be organised, something needs to find out which photographs are there. The model might produce a request along these lines:“List the files in the photographs folder.”That sounds like an action. But there’s a distinction worth pausing over: producing a request to list files is not the same as listing them. Something has to receive that request, access the folder, and return the list.When you picture an AI assistant doing this, Stephen, do you imagine the model itself opening the folder, or a separate piece of software acting on its request?Stephen:I hadn't thought of that yet. So, the model is the LLM, which is often in the cloud, such as the OpenAI or Anthropic LLMs. They can't really access the files on my computer. So it can't be the model. There are local models, but I think they can't access files on my computer directly, either, as their job is to predict the most likely continuation of a conversation, right? So, my final answer is: not the LLM.Monty:Yes. The LLM itself doesn’t open the folder. And your point about local models is important: running a model on your computer doesn’t, by itself, give it access to your files.One small refinement: an LLM generates a continuation a piece at a time, using probabilities. It doesn’t necessarily choose the most likely continuation at every step. And that continuation can be a request for an action, rather than a reply addressed to you.Back to our photographs. The model produces a request to list the files. The surrounding software receives that request and, if its access rules allow it, runs a file-listing tool. That tool actually reads the folder.Now we have a list of filenames. The software sends that result back to the model, so it can use the information when deciding what to request next.Suppose the list contains filenames such as IMG_1042.jpg and IMG_1043.jpg. Would that give the model enough information to organise the photographs by year?Stephen:No, the model only knows the name of the file. It would need the metadata for the photos, which may contain the year. Let me guess. It needs to ask the software for that data, since the LLM can't access it directly. Is that right?Monty:Exactly. The model identifies what information is missing and requests it. The software carries out that request.It might request: “Read the date-taken metadata from these photographs.” If a suitable tool is available and access is allowed, the software runs it and sends the results back to the model.Notice how the first result shapes the next action: filenames weren’t enough, so the model asks for dates. If some dates are missing, it will need to decide how to handle that gap rather than invent a year.There’s one connection we haven’t explained yet, though. We’ve described the model as “asking the software”, almost as if it were speaking to a person. How does the software recognise an action request rather than ordinary conversational text? That’s where a tool call comes in.Stephen:May I ask a question before we discuss tools? I understand that the LLM is the system that keeps a conversation and a 'thinking' process going. But when you say the "software", what do you mean? It's not the software that's in the OpenAI or Anthropic cloud, say, that's running the LLMs, right?Monty:By “the software”, I mean the application that uses the model and connects it to things it can do, rather than the software that runs the model’s calculations. I’ve been rather vague about that distinction.Imagine a photo-organising application running on your computer. It could:Send your request to a model hosted by OpenAI or Anthropic.Receive the model’s request to inspect the photographs.Read the files locally, then send the relevant information back to the model.In that arrangement, the model runs in the cloud, while the application handling your files runs on your computer.But that’s one possible arrangement, not a rule. The surrounding application could run in the cloud, locally, or partly in each place. A cloud application would still need an authorised connection to your computer, or uploaded copies, to work with those photographs. Being alongside the model doesn’t give it access to your files.And one adjustment to your opening description: the model generates each response or reasoning step, but the application usually keeps the conversation record and supplies the relevant history when it calls the model again. The model isn’t necessarily sitting there continuously keeping the conversation alive between messages.Stephen:Is this software you refer to what's sometimes called a harness?Monty:Yes. “Harness” is a common name for the surrounding software we’ve been describing. People use the term somewhat differently, so it doesn’t identify one fixed design.In our photograph example, the harness handles the practical connections: it sends information to the model, receives its requests, arranges for tools to run, and returns their results. It also manages the process between model calls, so another step can happen without you having to prompt each one.It may also enforce access restrictions, ask for approval, or stop the process after a limit. Those protections have to be implemented. Calling something a harness doesn’t guarantee that it includes them.So the useful distinction is: the model proposes what to do next, while the harness manages how that request is handled. The tool is what actually performs the requested operation, such as reading a photograph’s metadata.Stephen:So, the model is the 'brain' that does the 'thinking'. The tools are the 'muscles' that get things done. And the harness is what keeps everything connected. It's the coordinator making sure information flows across all the parts, including the human using the system. Would that be an accurate analogy?Monty:Yes, that’s a useful analogy. The model suggests what to do, the tools carry out operations, and the harness connects and coordinates the parts, including passing messages to and from you.I’d put two qualifications around it.First, “brain” and “thinking” are useful shorthand here, not a claim that the model thinks like a human or is conscious.Second, the harness isn’t just the wiring. It also contains programmed rules governing the process. The model might request that a photograph be deleted, but the harness could reject that request because the application only permits reading and copying files. That restriction would need to be enforced in the software, not merely included in an instruction asking the model to behave.And tools needn’t be mindless muscles. A tool could use another AI model, for example to analyse a photograph. The analogy helps distinguish their roles, but it doesn’t dictate how each part is built.Stephen:Got it. I derailed you earlier with my question. Please go on.Monty:Your question filled in a missing piece. Now we can make “the model asks the software” more precise.Before the model can request an operation, it needs to be told what tools are available, what they do, and what information each requires. For our photographs, one tool might read date-taken metadata and require a filename.Rather than producing an ordinary sentence addressed to you, the model can produce a tool call: a structured request that the harness can recognise. In plain English, its contents might be:Tool: Read photo metadataFile: IMG_1042.jpgThe harness uses that information to invoke the tool. The tool reads the file and returns a result, perhaps:Date taken: 14 August 2023The harness then supplies that result to the model on its next turn.The tool call is the request, not the execution. It can be rejected, fail, or return incomplete information. Here, though, the model now has a date it can use to choose the next step.Does that clarify how a request to the software differs from a sentence in our conversation?Stephen:Yes, I understand now. So the user asks the harness a question. The harness is the software that's managing the whole process. The harness passes this question to the model. The model may either respond with a text message or ask for a tool. If it asks for a tool, the harness decides whether to run that tool. If it runs a tool, such as a folder-reading tool or a photo-metadata tool, it will then pass the information that the tool returns to the model again. And this dance continues until the model has an answer for the user.Monty:Yes, that captures the flow well. That repeated exchange between model, harness, and tools is often called an agent loop. The model can choose its next request using the information returned from the previous one.Here’s that dance in a diagram. Each component appears once, and the numbered arrows trace one possible journey between them.At 1, you send your request to the harness. At 2, the harness supplies it to the model, along with other relevant information.The model returns a tool request at 3. If the request is allowed, the harness runs the tool at 4. The result comes back to the harness at 5, and the harness supplies it to the model at 6. Those exchanges can repeat as the model uses each result to choose what to request next.At 7, the model produces a reply, which the harness delivers to you at 8. That’s one possible route, not a compulsory sequence: the model can also reply without requesting a tool. And the outline groups the agent’s parts by their role, not by where they run.Now, back to your reponse. I’d refine your last sentence slightly: the dance continues until the model produces a final response or the harness stops the process, perhaps because of an error, a limit, or a need for your approval.And having an answer isn’t necessarily the same as completing the task. For our photographs, “I’ve organised them” is a claim. We’d want evidence that the copies actually exist in the right year folders and that the originals remain untouched.Let’s follow one photograph a little further. The metadata says it was taken in 2023. There’s a tool for moving files and another for copying them. Given your original request, which should the model choose, and what should it check afterwards?Stephen:So, I just checked what our original prompt was: “Organise these photographs into folders by year, but leave the originals untouched.” So, I would expect the model to ask the harness to use the tool that copies a file. It may also need to ask for a tool that creates a new folder, which may be needed for organising the photos.Monty:Exactly. Copying fits the request. Moving would remove the files from their original locations. And you’ve spotted a possible prerequisite: the year folder needs to exist before the copy can go into it.Depending on how the tools are built, the model might request folder creation separately, or the copy tool might create missing folders itself. The model needs the tool’s description to know which.Afterwards, it should ask for checks that the copy exists in the 2023 folder, matches the original, and that the original is still present and unchanged. A tool reporting “copy succeeded” is useful evidence, but it doesn’t establish all of those things on its own.Now suppose the next photograph has no date-taken metadata. What should the model do with that one?Stephen:There are several options, and I guess the answer depends on what sort of behaviour the agent was given. By default, I'd assume it will inform the user that it can't file this photo as it has no date. If the agent was instructed to be proactive and work hard on finding a solution, it might try harder, perhaps by comparing it to other photos. However, any estimate should be clearly flagged as such.Monty:Yes. The key distinction is between finding more evidence and making a guess. The model could request other information, but “be proactive” shouldn’t turn an uncertain year into an apparently known one.Comparing photographs might provide a clue. A photo without a date could show the same gathering as a dated photograph. That supports an estimate, not a confirmed date. Even a file’s creation date may reflect when it was copied onto the computer rather than when the photograph was taken.Depending on the agreed behaviour, the agent could ask you, leave that photograph unresolved, or put a copy in an “Unknown year” folder and explain why.Notice how our three parts remain distinct here: the model chooses what to investigate next, the harness handles its requests, and the tools obtain the information. The model then has to judge what that information actually supports. More tool use doesn’t automatically mean a more reliable conclusion.Stephen:How does the model know which tools it can request?Monty:The harness supplies descriptions of the available tools when it calls the model. The model doesn’t automatically discover what’s installed on your computer.Think of it as a menu. Each entry explains:The tool’s name.What it does and when it’s useful.What information a request must include.For our photograph example, an entry might say:Read photo metadata: Reads information stored inside a photograph, including its date taken, if present. Requires the file’s location.The model uses that description to choose a tool and construct a request in the required format. It doesn’t need to know how the tool’s internal code reads the metadata, just what the tool offers and how to request it.The harness may supply a small, fixed menu, or provide a way to discover additional tools as needed. Being shown a tool doesn’t guarantee permission to use it on every file, though. The software still needs to check the particular request against whatever restrictions are implemented.Stephen:Got it.Monty:There’s one more useful case: what if there isn’t a ready-made tool for the job?Suppose there’s no dedicated photo-metadata tool, but the system has a tool that can run programs. The model might write a small program to read the dates, then request that the execution tool run it.That still preserves our distinction:The model writes the program.The execution tool runs it, subject to the software’s restrictions.The results return to the model, which decides what to do next.Generating code doesn’t give the model direct access to your photographs. Without something to execute that code, it’s just text.So if an assistant shows you a program and says, “This will organise your photographs,” has it actually organised them?Stephen:The agent can create the program by using the model, and it can run it if it has the tool to run programs. So, it has the capability to organise the photos. However, something can go wrong in the process. So it would need to check its results, too.Monty:Exactly. You’ve separated what the system can do, whether it has done it, and whether it did it correctly.In my example, merely showing you the program doesn’t establish that it has been run. The system still needs to run it, then inspect the results. A program can also run without reporting an error and still put photographs in the wrong folders.That brings us back to our central question: who actually does the work?It’s a joint effort. The model interprets the request, selects actions, and judges returned information. The tools perform operations. The harness manages their exchanges and applies whatever controls have been implemented.So when we call something “an AI agent”, we’re generally talking about the working system as a whole, not just the LLM. The model is an important component, but it isn’t the entire agent.Stephen:Got it.Monty:Let’s pause there. We started with “the AI organises my photographs” and unpacked who does what: the model chooses actions, the tools perform them, and the harness manages the process. None of those parts alone is the whole agent.Subscribe nowWhat we’ve unpacked in this chapterWhen we say an AI agent organises a folder of photographs, we’re describing the work of a whole system. The model can choose what to request next, but it doesn’t open folders or copy files by itself. The harness connects its requests to tools and returns their results, giving the model information it can use to continue.The key points:The model selects actions and interprets returned information. The tools perform operations, and the harness manages the exchanges and applies whatever controls have been implemented.A tool call is a request, not an action already completed. The request can be refused, fail, or return incomplete information.Tool results can shape the next request. That repeated exchange is the agent loop, which can also pause or stop before the task is finished.The harness supplies descriptions of available tools. Being shown a tool doesn’t guarantee permission to use it on every file.Writing a program, running it, and checking its results are separate steps. Neither generated code nor a confident reply proves that the photographs were organised correctly.Next, we’ll look more closely at how a model’s words become requests that software can act on.Subscribe now<< Previous Post: 1. What makes an AI agent different from a chatbot?>> Next Post: Coming soon…Table of Contents

17.10.2026 22:33:29

Informační Technologie
5 dní

This week in our Humans of EuroPython series, we’d love to shine a light on Emma Cooke, a member of the Accessibility Team, and the ways she helped shape the EuroPython 2026 conference.Emma’s unique perspective took our approach to accessibility to a whole new level, helping us progress towards our goal of making EuroPython a place for everyone. We’re extremely grateful for that.EP: If you had to sum up your volunteering experience in just three words, what would they be?Energising. Welcoming. Fulfilling.EP: Before you volunteered, had you already been to EuroPython as an attendee, or did volunteering mark your very first encounter with it?I’d been as an attendee in Prague 2024, then as a ‘pocket of sun’ volunteer in 2025, and 2026 in Kraków was my first year volunteering on the organising committee.EP: What did your main volunteer role involve, and what would a typical day look like for you?As part of the accessibility team, I wanted to focus on making the conference as inclusive and as accessible as possible. I looked after things like checking the venue was physically accessible for those with mobility issues, having quiet rooms and stim toys available to help neurodivergent attendees, responding to individual requests for assistance, childcare, dietary requirements, and just generally ensuring that folks at the conference could get the support they needed.EP: What are you most proud of achieving as part of your volunteer work?I am proud of introducing the Hidden Disabilities Sunflower scheme to EuroPython this year. The Sunflower is a tool that helps people with non-visible disabilities signal that they may need a little extra time or patience, without having to explain themselves. As a sunflower wearer myself, it is nice to see the sunflower supported in more places, and to raise awareness of the initiative.EP: Has volunteering changed how you experience conferences generally, even ones you&aposre just attending now?Volunteering has massively changed my perspective! I have so much appreciation for the work that goes on behind the scenes. This is what got me interested in volunteering in the first place - the first time I attended EuroPython I was just in awe of the dedication of the volunteer team, and I wanted to know more about how it all came together.EP: If you were encouraging someone to join the EuroPython organising team, what would you say are the top three reasons to do it?The people. This community draws in people who genuinely want to make things better for everyone, and being part of the organising team gives you a chance to work with those people.The impact you can have. The conference simply doesn’t happen without volunteers.You&aposll gain a perspective you can&apost get as an attendee.EP: Thank you so much for your contribution, Emma! Sign up for EuroPython Blog The official blog of everything & anything EuroPython! EuroPython 2026 13-19 July, Kraków Subscribe .nc-loop-dots-4-24-icon-o{--animation-duration:0.8s} .nc-loop-dots-4-24-icon-o *{opacity:.4;transform:scale(.75);animation:nc-loop-dots-4-anim var(--animation-duration) infinite} .nc-loop-dots-4-24-icon-o :nth-child(1){transform-origin:4px 12px;animation-delay:-.3s;animation-delay:calc(var(--animation-duration)/-2.666)} .nc-loop-dots-4-24-icon-o :nth-child(2){transform-origin:12px 12px;animation-delay:-.15s;animation-delay:calc(var(--animation-duration)/-5.333)} .nc-loop-dots-4-24-icon-o :nth-child(3){transform-origin:20px 12px} @keyframes nc-loop-dots-4-anim{0%,100%{opacity:.4;transform:scale(.75)}50%{opacity:1;transform:scale(1)}} Email sent! Check your inbox to complete your signup. No spam. Unsubscribe anytime.

17.10.2026 20:36:41

Informační Technologie
5 dní

Which of your Python tools would you still pick if you started fresh today? For a long time, the answer was easy. The stack felt settled. AI has reopened almost every one of those choices. Some tools got faster. Others got replaced outright. On this episode, a panel takes stock of the state of the art in Python for 2026. Calvin Hendryx-Parker is CTO and co-founder of Six Feet Up. Pat Decker works in DevOps at Hibu. Reuven Lerner has trained Python developers for 15 years. Sydney Runkle does product management for open source at LangChain. One of them barely opens an editor anymore. Listen in to hear the surprising replacement.<br/> <br/> <strong>Episode sponsors</strong><br/> <br/> <a href='https://talkpython.fm/training'>Talk Python Courses</a><br> <a href='https://talkpython.fm/devopsbook'>Python in Production</a><br/> <br/> <h2 class="links-heading mb-4">Links from the show</h2> <div><strong>Guests</strong><br/> <strong>Pat Decker</strong><br/> <strong>Reuven Lerner</strong>: <a href="https://github.com/reuven?featured_on=talkpython" target="_blank" >github.com</a><br/> <strong>Calvin Hendryx-Parker</strong>: <a href="https://www.linkedin.com/in/calvinhp?featured_on=talkpython" target="_blank" >linkedin.com</a><br/> <strong>Sydney Runkle</strong>: <a href="https://github.com/sydney-runkle?featured_on=talkpython" target="_blank" >github.com</a><br/> <br/> <strong>Talk Python Membership</strong>: <a href="https://talkpython.fm/community" target="_blank" >talkpython.fm/community</a><br/> <br/> <strong>This Reddit post</strong>: <a href="https://www.reddit.com/r/Python/comments/1wkziub/state_of_the_art_in_python_2026/?featured_on=talkpython" target="_blank" >www.reddit.com</a><br/> <strong>PSF+Jetbrains survey</strong>: <a href="https://blog.jetbrains.com/pycharm/2025/08/the-state-of-python-2025/?featured_on=talkpython" target="_blank" >blog.jetbrains.com</a><br/> <strong>vscode</strong>: <a href="https://code.visualstudio.com?featured_on=talkpython" target="_blank" >code.visualstudio.com</a><br/> <strong>pycharm</strong>: <a href="https://www.jetbrains.com/pycharm/?featured_on=talkpython" target="_blank" >www.jetbrains.com</a><br/> <strong>cmux</strong>: <a href="https://cmux.com/?featured_on=talkpython" target="_blank" >cmux.com</a><br/> <strong>warp.dev</strong>: <a href="https://www.warp.dev?featured_on=talkpython" target="_blank" >www.warp.dev</a><br/> <strong>herdr</strong>: <a href="https://herdr.dev/?featured_on=talkpython" target="_blank" >herdr.dev</a><br/> <strong>Royal TS</strong>: <a href="https://apps.microsoft.com/detail/xp99wvbk3knn3s?hl=en-US&amp;gl=US&amp;featured_on=talkpython" target="_blank" >apps.microsoft.com</a><br/> <strong>Tailscale</strong>: <a href="https://tailscale.com/?featured_on=talkpython" target="_blank" >tailscale.com</a><br/> <strong>uv</strong>: <a href="https://docs.astral.sh/uv/?featured_on=talkpython" target="_blank" >docs.astral.sh</a><br/> <strong>FastAPI</strong>: <a href="https://fastapi.tiangolo.com/?featured_on=talkpython" target="_blank" >fastapi.tiangolo.com</a><br/> <strong>Litestar</strong>: <a href="https://litestar.dev/?featured_on=talkpython" target="_blank" >litestar.dev</a><br/> <strong>Django</strong>: <a href="https://www.djangoproject.com?featured_on=talkpython" target="_blank" >www.djangoproject.com</a><br/> <strong>httpx2</strong>: <a href="https://github.com/pydantic/httpx2?featured_on=talkpython" target="_blank" >github.com</a><br/> <strong>ty</strong>: <a href="https://github.com/astral-sh/ty?featured_on=talkpython" target="_blank" >github.com</a><br/> <strong>pyrefly</strong>: <a href="https://pyrefly.org/?featured_on=talkpython" target="_blank" >pyrefly.org</a><br/> <strong>postgres</strong>: <a href="https://www.postgresql.org/?featured_on=talkpython" target="_blank" >www.postgresql.org</a><br/> <strong>sqlite</strong>: <a href="https://www.sqlite.org/?featured_on=talkpython" target="_blank" >www.sqlite.org</a><br/> <strong>duckdb</strong>: <a href="https://duckdb.org/?featured_on=talkpython" target="_blank" >duckdb.org</a><br/> <strong>Hetzner</strong>: <a href="https://www.hetzner.com/?featured_on=talkpython" target="_blank" >www.hetzner.com</a><br/> <strong>DigitalOcean</strong>: <a href="https://www.digitalocean.com/?featured_on=talkpython" target="_blank" >www.digitalocean.com</a><br/> <strong>AWS</strong>: <a href="https://aws.amazon.com/?featured_on=talkpython" target="_blank" >aws.amazon.com</a><br/> <strong>Great Docs</strong>: <a href="https://posit-dev.github.io/great-docs/?featured_on=talkpython" target="_blank" >posit-dev.github.io</a><br/> <strong>Zensical</strong>: <a href="https://zensical.org/?featured_on=talkpython" target="_blank" >zensical.org</a><br/> <strong>Vue.js</strong>: <a href="http://Vue.js?featured_on=talkpython" target="_blank" >Vue.js</a><br/> <strong>AgentsView</strong>: <a href="https://www.agentsview.io?featured_on=talkpython" target="_blank" >www.agentsview.io</a><br/> <strong>LangChain Blog</strong>: <a href="https://www.langchain.com/blog?featured_on=talkpython" target="_blank" >www.langchain.com</a><br/> <strong>Umami Example of Great Docs</strong>: <a href="https://mkennedy.codes/docs/umami-python/?featured_on=talkpython" target="_blank" >mkennedy.codes</a><br/> <strong>Mintlify</strong>: <a href="https://www.mintlify.com/?featured_on=talkpython" target="_blank" >www.mintlify.com</a><br/> <strong>DuckLake</strong>: <a href="https://ducklake.select/2025/05/27/ducklake-01/?featured_on=talkpython" target="_blank" >ducklake.select</a><br/> <strong>Robyn Web Framework</strong>: <a href="https://robyn.tech?featured_on=talkpython" target="_blank" >robyn.tech</a><br/> <strong>Django Ninja</strong>: <a href="https://django-ninja.dev?featured_on=talkpython" target="_blank" >django-ninja.dev</a><br/> <strong>Talk Python CLI</strong>: <a href="https://talkpython.fm/ai-integration" target="_blank" >talkpython.fm</a><br/> <strong>KEdit</strong>: <a href="https://www.kedit.com?featured_on=talkpython" target="_blank" >www.kedit.com</a><br/> <strong>Kitty</strong>: <a href="https://sw.kovidgoyal.net/kitty/?featured_on=talkpython" target="_blank" >sw.kovidgoyal.net</a><br/> <br/> <strong>Watch this episode on YouTube</strong>: <a href="https://www.youtube.com/watch?v=Rzn1Gf89N2Q" target="_blank" >youtube.com</a><br/> <strong>Episode #566 deep-dive</strong>: <a href="https://talkpython.fm/episodes/show/566/state-of-the-art-in-python-2026#takeaways-anchor" target="_blank" >talkpython.fm/566</a><br/> <strong>Episode transcripts</strong>: <a href="https://talkpython.fm/episodes/transcript/566/state-of-the-art-in-python-2026" target="_blank" >talkpython.fm</a><br/> <br/> <strong>Theme Song: Developer Rap</strong><br/> <strong>🥁 Served in a Flask 🎸</strong>: <a href="https://talkpython.fm/flasksong" target="_blank" >talkpython.fm/flasksong</a><br/> <br/> <strong>---== Don't be a stranger ==---</strong><br/> <strong>YouTube</strong>: <a href="https://talkpython.fm/youtube" target="_blank" ><i class="fa-brands fa-youtube"></i> youtube.com/@talkpython</a><br/> <br/> <strong>Bluesky</strong>: <a href="https://bsky.app/profile/talkpython.fm" target="_blank" >@talkpython.fm</a><br/> <strong>Mastodon</strong>: <a href="https://fosstodon.org/web/@talkpython" target="_blank" ><i class="fa-brands fa-mastodon"></i> @talkpython@fosstodon.org</a><br/> <strong>X.com</strong>: <a href="https://x.com/talkpython" target="_blank" ><i class="fa-brands fa-twitter"></i> @talkpython</a><br/> <br/> <strong>Michael on Bluesky</strong>: <a href="https://bsky.app/profile/mkennedy.codes?featured_on=talkpython" target="_blank" >@mkennedy.codes</a><br/> <strong>Michael on Mastodon</strong>: <a href="https://fosstodon.org/web/@mkennedy" target="_blank" ><i class="fa-brands fa-mastodon"></i> @mkennedy@fosstodon.org</a><br/> <strong>Michael on X.com</strong>: <a href="https://x.com/mkennedy?featured_on=talkpython" target="_blank" ><i class="fa-brands fa-twitter"></i> @mkennedy</a><br/></div>

17.10.2026 11:36:21

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This article is crossposted from IEEE Spectrum’s careers newsletter. Sign up now to get insider tips, expert advice, and practical strategies, written in partnership with tech career development company Parsity and delivered to your inbox for free!If you’re an engineer, you may feel like your skills aren’t commanding the premium they once did. Many engineers have faced layoffs or restructuring. But even for those of us who still have jobs, something corrosive is happening. You may have heard some version of this:“ChatGPT answered that in five seconds. Why can’t you?”Or, “I made this app in a weekend. Why is our team taking so long?”I worked on a team where leadership said things like this directly to engineers. This was in 2024 and 2025, when the AI craze was in full swing and Claude and ChatGPT adoption was rising.Demo-Driven DevelopmentGenerative AI (and the marketing behind it) gives people the illusion that the work is simpler than it is. A working demo hides complexity, and once someone has a website that works, they may decide they no longer need engineers, or start to distrust the ones they do have. Some CEOs want to believe they can replace an engineering team with a few sexy prompts. Many companies also want them to believe this.That website works great in the demo—under specific conditions and without users with thumbs for fingers. Then it has to plug into a system with millions of lines of old code, satisfy legal requirements, meet accessibility standards, and be delivered in a complex deployment process.Thinking that writing code was the only bottleneck for deploying new software is like the Titanic seeing the tip of the iceberg and assuming there was nothing underneath it.What you can do about itEngineers have a unique position in the AI space, because you have the capacity to understand how these models work much better than the average person. Use this to your advantage.Learn how AI models work. If you can’t already explain that LLMs are probabilistic, what tokens are, or why training data matters, spend a weekend fixing that. You don’t need to become a full-blown AI researcher. A few fundamentals will put you ahead of most people making the AI decisions.Teach upward. Turn that knowledge into teaching moments for the people who lead you. Explain the limits of these tools, and why a demo and a production system are different animals. It keeps people from truly believing that a notebook full of prompts can replace an engineering team.Consider the criticism of today’s processes. Some of what we do has been treated as ceremony for too long. Be willing to say, “you know what, maybe you’re right, this process is too slow for the speed we can work at now.” Conceding that earns you the credibility to defend the steps that matter.I still believe that speed at the cost of everything else is harmful—but that’s a topic for another time.Find your voice. Engineers at the forefront of AI adoption need to push back and explain why we do things the way we do. Nobody else in the room is going to do it for us.Don’t chase (too many) shiny objectsYour goal, in my opinion, is to save your organization from buying into the hype so much that they chase the wrong thing. Our job, before and after AI, is building safe and useful products for human beings, and engineers are still best suited for that.—BrianWe Need to Embed Ethics Into Our Engineering CoursesThe need to educate engineering students about ethics and social responsibility is widely recognized, but today’s curricula often miss the mark. Three professors propose a new approach: adding ethics training directly to core technical coursework. Read more here. The U.S. Just Bet $1 Billion on Quantum Chip ManufacturingLooking for a career in quantum computing hardware? An IBM spin-off called Anderon could receive up to $1 billion in funding from the U.S. CHIPS and Science Act for its quantum foundry, established earlier this year. Could Anderon do for quantum hardware what TSMC did for conventional chips? Read more here. Meet the Anthropic Engineer Keeping Its AI Agent TrustworthyWhen Gurmeet Saran joined Anthropic’s technical staff in 2025, he entered a role focused on a key question: How do you know whether you can trust a chatbot like Claude? Learn more about Saran’s path and his work at the AI company. Read more here.

22.10.2026 18:02:20

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When San Antonio–based software engineer Nikhil Jathar first went to Washington, D.C., to advocate for federal support for technology education and research funding, he was in awe of the opportunity. It was spring of 2025, not long after Jathar settled in the United States from India, when he got an invitation to join the annual Congressional Visits Day organized by IEEE-USA.“My first reaction was, ‘Wow, I get to visit Congress,’ ” says Jathar, CTO of AvanSaber, a business software company he cofounded in 2014. At the time, he did not have a specific lobbying position on behalf of the company. But he was intrigued by the invitation—which goes out to all U.S. IEEE members—and as he read more about congressional visits, his motivation deepened. He realized: “I need to try this. I want to see where it goes.”What’s Your Ask?Congressional staffers expect clarity from advocates. Be clear on what you plan to ask for when you arrive. Here are some common options:Cosponsor (or oppose) an existing bill or amendment.Preserve, remove, or modify legislative text in a bill under consideration.Add language to an appropriations bill or committee report.Ask a federal agency a specific oversight question.Request a briefing, hearing, Government Accountability Office review, or stakeholder roundtable.Encourage an agency to clarify a technical rule.Congressional staffers say they welcome the knowledge and perspective that engineers like Jathar and other visitors from beyond Washington, D.C., provide. It’s also important for those visitors to be clear on what they are advocating for. One staffer for the House Committee on Science, Space, and Technology, who agreed to speak anonymously due to the office’s media policy, says, “Ideas for new policies come from multiple places. It could begin at the [legislator] or staff level, an ask from a constituent, or needs from industry. It’s up to us to figure out what would do the most good,” the staffer said. “For instance, if you leave it to the lobbyists, they’re understandably going to do what’s in their clients’ interests.”For engineers in the United States, speaking with elected representatives is an effective way to shape key policies, but it takes some preparation and the right approach, as Jathar learned over the course of two visits. Mapping Your Way Into WashingtonCongress’s job is to act on behalf of the people, and it has rules for how people can lobby it. It distinguishes between broader advocacy—conversations between constituents and U.S. representatives—and professional lobbying, which involves paid professionals and is governed by the Lobbying Disclosure Act. Many professional groups like IEEE also organize congressional visits for their members. Those visits can be subject to lobbying rules, so the organizers told Jathar that: “You are representing the organization, not your own views.” He would need to stick to the talking points IEEE-USA had prepared for all its participants, regardless of their specialty, to promote across several congressional offices.On Jathar’s first visit, those organizational talking points included advocating for funding smart grids, authorizing Department of Energy research, and investing in STEM education. That represents one of the trade-offs of access in Washington. IEEE-USA’s priorities didn’t all overlap directly with Jathar’s work, but they were broad enablers of science and technology and, he says, “STEM education funding is close to my heart.”Anyone can approach their representatives in Washington with their personal priorities, Jathar notes, but given how pressed for time congressional staff are, they are more likely to prioritize a meeting that represents the views of as many of their constituents as possible. “I could have gone outside the IEEE structure,” Jathar says, but congressional staff “are more likely to listen if you are part of a much bigger organization.”For Jathar’s first congressional visit, organizers assigned him to call on the offices of several representatives from both political parties based on where he lives: Representatives Greg Casar (D-Texas), Lloyd Doggett (D-Texas), and Barry Moore (R-Ala.). “Meeting a staffer or a senior member from their office is good. They tend to relate to these issues more than a representative, because a representative has 10 different high-level things they have to worry about whereas the staffer can be more focused on the policy details,” Jathar says.A typical visit like this may last anywhere from 15 minutes to an hour, so Jathar kept his talking points simple and short. “First and foremost you’re gonna get a very small window,” he says, “Make sure you’ve got everything ready to present in bullet points and not a lot of jargon. You can always bring that out later if they ask more questions.” Simple visual aids, in the form of one-page handouts, may be helpful for communicating numeric or technical information, too.“If you leave it to the lobbyists, they’re understandably going to do what’s in their clients’ interests.”–Staffer for the House Committee on Science, Space, and TechnologyThe House Science Committee staffer agrees: “I prefer meetings where people know what they want and know what we’re doing in Congress.” In addition to having a clear request, the staffer says engineers and other advocates should keep track of where Congress is in its cycle: Is it appropriations season, and when is the next budget being set? How far along is a given piece of legislation in the process, and what is realistic to change at that point?During Jathar’s 2025 visit to one Capitol Hill office, he learned firsthand the importance of preparation. For one of the three representatives he visited, staff politely pointed out that the legislator they worked for was not on the committee with jurisdiction over the IEEE-USA talking point they were discussing. “They explained that there are only certain things [the legislator] can do on that issue and that there are other people we need to talk to, to achieve more,” Jathar recalls. Shortcuts to InfluenceEarlier this year, Jathar decided to go back to Capitol Hill with his newfound knowledge, again within the framework of an IEEE-USA visit. This time he was able to provide something else legislative staff want from engineers: authoritative technical knowledge.“When I introduced myself as a software developer to one staffer, his first question was, ‘Do you think AI will replace coders?’ ” Jathar says. The conversation went back and forth, with the staffer asking Jathar and his other engineering companions questions. Jathar went on to explain that his company developed an open-source business-management software it calls ERPClaw, designed to be used with AI agents such as OpenClaw. That led naturally to discussing the role of open source in AI, which plays a role in one of IEEE-USA’s proposals for democratizing AI. This time Jathar was able to align his organization’s advocacy with his expertise and the staffer’s areas of interest.It’s too soon to know what legislative impact that advocacy might have, but it’s the sort of informed, relevant proposal that legislative staff seek out. “The people who build trust have more cachet with congressional staff because they’ve asked for something that’s reasonably thought out,” the House Science Committee staffer says. In turn, congressional staffers can advocate better within their offices for policies brought to them by people they trust.And talking about the issues you care the most about can deepen that trust. The House Science Committee staffer once visited Congress as an advocate before switching to the other side of the table. On that visit, as on Jathar’s, the professional society organizing the visit provided a pitch. “I was making a pitch that was given to me without a lot of personal buy-in,” the staffer says. Instead, “you should feel emotionally connected to any issue you’re advocating for.”Jathar’s support for the open-source movement is like that. Open source gives smaller companies a foundation they can adapt and build upon, while allowing other developers to extend that work. “We can progress a lot faster,” Jathar says. “I’m not doing it only because it’s good for my business, but because I feel it’s good for any technological advancement.”

22.10.2026 13:00:02

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IEEE Life Fellow Manfred “Fred” J. Schindler has been elected as the 2027 IEEE president-elect. He will begin serving as president on 1 January 2028.Schindler, who was nominated by the IEEE Board of Directors, received 16,421 votes in the election. Senior Member David Alan Koehler received 13,874 votes.Schindler’s Top 3 Goals as President-ElectStrengthen IEEE’s connection with industry by coordinating events across geography, industry, and technology to revitalize professional activities, especially ones for young professionals.Champion the improvement of IEEE’s digital infrastructure to eliminate manual processes and modernize interfaces.Prioritize the advancement of technology to benefit future generations by expanding and supporting IEEE initiatives and programs.At press time, the results were unofficial until the IEEE Board of Directors accepts the IEEE Teller’s Committee report in November.Schindler, an expert in microwave semiconductor technology, is an independent consultant supporting clients with technical expertise, due diligence, and project management.Throughout his career, he led the development of microwave integrated-circuit technology, from lab demonstrations to high-volume commercial products. He has numerous technical publications and holds 11 patents.Schindler served as CTO of Anlotek, and director of Qorvo and RFMD’s Boston design center. He was applications manager at IBM, engineering manager at ATN Microwave, and a lab manager at Raytheon.An IEEE volunteer for more than 30 years, Schindler served as the 2024 vice president of IEEE Technical Activities and the 2021–2022 Division IV director. He was chair of the IEEE Conferences Committee from 2015 to 2018 and president of the IEEE Microwave Theory and Technology Society (MTTS) in 2003. He received the society’s 2018 Distinguished Service Award and its 2015 N. Walter Cox Award. His award-winning micro-business column has appeared in IEEE Microwave Magazine since 2011.He also led the 2025 One IEEE to Enable Strategic Investments in Innovations and Public Imperative Activities adhoc committee.Schindler is an IEEE–Eta Kappa Nu honorary life member and a MTTS honorary life member.

21.10.2026 18:00:03

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Ellia Lebleu is a founding member of the WikiProject AI Cleanup, a volunteer effort launched in 2023 to find and remove AI-generated material from Wikipedia that breaks the website’s guidelines. When the cleanup began, AI writing was often betrayed by conspicuous clichés. Today, the project’s volunteers are developing tools to detect subtler forms of machine-generated content and debating AI’s role in the world’s most widely used encyclopedia. When did you realize Wikipedia had a problem with AI-generated material?Ellia Lebleu: It was around December 2023. A few other editors and I were chatting on Wikipedia’s Discord server, and we had all seen very strange articles with the same odd characteristics. They repeated phrases like “stands as a testament” or “rich cultural heritage.” They sometimes had conclusion sections, or sections called “Why is this important?” That was very typical of ChatGPT in 2023 and early 2024 but very odd for Wikipedia articles—and very easy to spot. Then I decided, let’s create an official project on Wikipedia so more people can deal with this.Ellia LebleuEllia Lebleu is a founding member of the WikiProject AI Cleanup. Lebleu is pursuing a Ph.D. in AI at the Inria Center of the University of Rennes, part of France’s national research institute for digital science and technology.How do editors spot AI-generated writing today?Lebleu: By 2025, the signs of AI writing were becoming subtler and more structural. For example, AI loves the “rule of three,” negative parallelisms, and other structures of speech that aren’t conclusive by themselves but become meaningful as they accumulate. We also look beyond the article. If someone writes five articles of thousands of words each in 5 minutes, there is reason to suspect AI.Does the AI problem just appear in the main text, or also in citations?Lebleu: Fake or misleading citations have become a major worry. Sometimes an AI hallucinates a citation entirely, although that’s much rarer today because of retrieval-augmented generation that allows the AI to find sources. More often, it finds a real source but gets its content completely wrong. AI citations that don’t actually support what is being written are extremely commonplace.English Wikipedia recently prohibited editors from using LLMs to generate articles. How much AI-generated content is still getting through?Lebleu: I’ve been working with [AI-detection company] Pangram to estimate the proportion of AI-generated content. I tested it on Wikipedia content from before ChatGPT and found no false positives, so its results provide a very conservative lower bound. In late 2025, it flagged perhaps 20 percent of new articles and drafts as AI-generated. In early 2026, that went down to 15 or 16 percent. But we don’t yet know whether that’s because our recent policies have had an effect or because models are getting more powerful and Pangram hasn’t had time to adapt.Is Wikipedia using AI to combat AI?Lebleu: Another editor from the project has made an AI source verifier, which goes through the sources on a page and checks whether they match the claims. Since it is itself an AI model, there is no guarantee that it will be correct every time. But if you want something that works at scale and filters out obvious cases, it’s a good first step. The Wikimedia Foundation is also working on a tool called Paste Check, which can flag text pasted directly from some AI chatbots.And we’ve seen Claude sometimes say, “I can’t write a Wikipedia article; it would go against Wikipedia’s policies.” If all major AI companies implemented that kind of prompt refusal, it wouldn’t solve the problem entirely, because there are still open-weight models that can be tweaked to avoid restrictions. But it would help with people who use commercial models and aren’t especially familiar with the technology. Can you tell if the rule prohibiting AI writing is working?Lebleu: It’s still a little early to tell. We see possible effects, such as prompt refusal and the apparent slight drop in AI-generated content. But again, we don’t yet know if that is because models are getting better or because beginners are learning the rules. The vast majority of AI-generated content is submitted by beginner editors, so we’ve made many efforts to make the rule very visible in welcome messages, editing help, and advice. What if AI becomes capable of writing truly reliable Wikipedia articles?Lebleu: That’s one of the big questions we’re facing. When the guideline was passed, it was for very practical reasons: We were flooded with AI content, we didn’t have good tools, and we needed to put a stop to it. But since then, it has taken on a more philosophical dimension. Many people have called Wikipedia “the last good place on the internet.” Being a place that was, in theory, free from AI slop has become part of Wikipedia’s identity.A lot of Wikipedia’s communication is now centered on the idea that we’re a human-written encyclopedia. Even AI companies find that interesting. It can be valuable to have a purely human-written corpus on which to [train] AI systems. The fact that Wikipedia is still that, and will remain that for at least the near future, makes it a precious resource that isn’t replicated anywhere else.But will the people who read and contribute to Wikipedia want it to become partially AI-generated if that makes it more comprehensive? We could preserve Wikipedia’s identity as a human-written corpus while also offering an AI-assisted option.Has Wikipedia reckoned with the idea of “Google Zero”—a possible future in which websites no longer get traffic from Google search?Lebleu: If everything goes through AI search and websites plummet to zero visibility, how do we expose Wikipedia and show that it can be edited and that people can still contribute? Wikipedia is frequently cited in [Google’s] AI Overviews, but users may only see an AI answer citing Wikipedia. They may not realize that Wikipedia is a living project they can edit and contribute to.The Wikimedia Foundation is working on an attribution framework that could give AI users more information about the article [being cited]: when it was last edited, how comprehensive it is, whether editors have flagged problems, and perhaps even a call to action. In the future, readers might even contribute through AI models: “The AI cited Wikipedia, but there seems to be an error. Can I make an edit request and add this other source I found?”I can see a very strong symbiotic relationship between Wikipedia and AI models in the future. I don’t see Wikipedia disappearing, but I can see it taking a very different shape. Yesterday, AI was something to clean up. Today, it’s a tool to help us with the cleanup. Tomorrow, it will be the air we breathe.A condensed version of this article appears in the November 2026 print issue as “Ellia Lebleu.”

21.10.2026 13:00:02

Technologie a věda
3 dny

Advancing technology for the benefit of humanity isn’t just the tagline for IEEE’s mission as a public charity. It’s something that the organization’s more than 500,000 members strive to do all the time. IEEE’s recently released 2025 Social Impact Report showcases a variety of programs volunteers worked on to increase public awareness of technology’s impact on society, many of which The Institute covered.Here is a selection of the programs from the report, with links to our related articles: Shaping trustworthy digital experiences for children online. An IEEE collaboration with Indonesian policymakers led to a new regulation to protect children, a first of its kind in the region. The advanced frameworks used for the design of Internet platforms and systems are based on the IEEE 2089-2021 and 2089.1-2024 standards. The IEEE 2089-2021 Standard for an Age-Appropriate Digital Services Framework Based on the 5Rights Principles for Children provides practical steps to qualify online products and services. The follow-up, the IEEE 2089.1-2024 Standard for Online Age Verification, provides a framework for designing, specifying, evaluating, and deploying age-verification systems. You can learn more about the two standards in “IEEE Makes Strides to Improve Online Safety for Kids.”Catalyzing humanitarian outreach. Last year IEEE launched its Mobile Outreach Vehicle (MOVE) program in India. The vehicle brings educational resources to communities and can provide communication and technology support to relief workers and survivors during emergencies. In 2024, for example, MOVE helped survivors of Hurricanes Helene and Milton in the Southeastern United States. When the vehicles are not deployed, IEEE MOVE remains engaged in outreach efforts, participating in 25 STEM educational events such as one in San Diego in 2023.Preserving Tech History. The IEEE Global Museum, developed by the IEEE History Center, presents traveling exhibits to educate the public about the history of technology and its impact on society. In “IEEE’s Global Museum Brings Engineering History to You,” you can learn about current exhibits “Unseen Signals: E. Howard Armstrong’s Radio Revolution” and “Microchips That Shook the World.”EPICS in IEEE. This program provides nonprofit organizations with technology solutions while broadening undergraduate students’ hands-on experiences. Last year US $290,000 was awarded to a record-breaking number of service projects around the world. Among the 48 projects was one in which a student team in Macedonia created IoT-driven sensing and display devices to help measure and promote awareness of pollution and air-quality issues in the capital city of Skopje.IEEE TryEngineering. This initiative inspires preuniversity students to pursue technology and engineering careers. It awarded US $70,379 in grants to 58 programs around the world. One is its TryEngineering Summer Institute, a nine-day summer sleepaway camp for students ages 13 to 17. More than 310 students participated last year, learning about aerospace and artificial intelligence.IEEE–Eta Kappa Nu. IEEE-HKN has more than 260 collegiate chapters worldwide and more than 200,000 members. The honor society encourages and recognizes excellence in education, professional practice, and meritorious work within IEEE’s designated fields of interest. IEEE-HKN members last year contributed 110,442 volunteer hours to universities and communities, and they held 827 service and outreach events and 137 STEM outreach activities. Last year IEEE and HKN celebrated the 15th anniversary of their merger.IEEE Connecting the Unconnected Challenge. This annual global competition solicits innovative solutions from startups, grassroots organizations, universities, and others working to bridge the digital divide. The Institute wrote about last year’s winners. They included a solar-powered community broadband network in Tanzania, a low-cost method for accessing the Internet that uses FM radio and a short message service, and a strategy for utilizing India’s rural broadband infrastructure to deliver medical services to people living in isolated, tribal, and other underserved regions.Supporting Sustainable Climate Efforts. IEEE helps foster the exchange of technical knowledge and information to develop technologies for a sustainable climate. “IEEE Plays a Pivotal Role in Climate Mitigation Talks” reported how the organization enhanced its standing as a trusted, neutral authority on the role of technology in climate change mitigation and adaptation. Leaders, including 2023 IEEE President Saifur Rahman, showcased tech solutions at COP30 and the International Symposium on Achieving a Sustainable Climate. Also, “IEEE Young Professionals Talked Sustainability Tech at Climate Week NYC” reported on the group’s activities during the 2024 Climate Week NY, the largest annual climate event, featuring more than 600 activities throughout New York City.Engineering: A force for good“The IEEE global community of more than 500,000 members and volunteers demonstrates what is possible when expertise is mobilized for the public good,” Sophia Muirhead, IEEE executive director and chief operating officer, said in a news release about the Social Impact Report. “Technology has the power to expand opportunity, strengthen communities and improve lives, and IEEE’s mission is to ensure that this power is used responsibly, ethically, and in service of humanity. The 2025 report shows how IEEE members and volunteers are advancing solutions that make a real difference in people’s lives around the world.”Engagement research shows that members increasingly cited “giving back to my profession and the world community” as a reason for joining IEEE and renewing their membership, IEEE President Mary Ellen Randall said in her September column about the report.“Humanitarian programs are not only meaningful,” she wrote. “They also are magnetic. They attract younger engineers, keep them engaged, and help them build a professional identity rooted in purpose and impact.“IEEE has the opportunity to become the world’s leading convening force for developing interdisciplinary technology solutions to solve humanity’s most important challenges. Our future relevance will be defined not only by the technologies we advance but also by the problems we choose to help solve.”

19.10.2026 18:00:03

Technologie a věda
3 dny

Agility Robotics, the company I cofounded out of my robotics lab at Oregon State University in 2015, has just launched Digit 5. It’s designed to be the first humanoid robot that can safely and economically do useful work at scale, allowing us to bring tens of thousands of humanoid workers into the real world. Engineered to lift 23-kilogram bins onto high shelves and with a battery that can run for 90 minutes on a 9-minute charge, Digit 5’s goal is to handle heavy warehouse tasks shift after shift, filling the need for labor in jobs that are too physically stressful or too dull for humans to want to do.Digit 5 is what Agility has been working toward for over a decade. But the robot is heavy and bulky, lacking the graceful natural motion of its predecessors, and it’s farther than I thought possible from the robot I dreamed of building when I started this company. To deliver a useful commercial product, Agility has taken a path that is very different from what I first imagined.From ATRIAS to DigitMy dream has always been to build robots that combine locomotion and manipulation to move through the world and interact with it as people do. I seek a mastery of motion, achieved through devices designed to navigate the constraints of physics with elegance. When I started the Dynamic Robotics Laboratory at Oregon State in 2008, we began with a theory derived from decades of work in biomechanics: that a simple “spring-mass” model (a body supported by legs that act like springs) should be able to reproduce every known walking and running gait found in animals.We put theory into practice by building the bipedal robot ATRIAS—short for “Assume The Robot Is A Sphere,” a joke among physicists about reducing a complex system to its simplest possible form. ATRIAS looked like a large microwave on stilts because it was only intended to demonstrate the physics of human walking and running. This was the first glimmer of achieving my dream; even though ATRIAS wasn’t designed to look like us, it still seemed natural, and even somehow alive, when it settled into a walking gait.With the success of ATRIAS, the barriers to progress shifted from scientific to engineering and organizational, and a startup company seemed like the way to bridge the gap from a one-off research concept to an actual robotic product. I felt confident of two things: that I would be able to build robots that could go where people go, and that this capability would be incredibly useful. This combination of ambition and naivete is necessary for anyone to found a new company—how hard could it be? Good advice for starting a company is to understand a customer problem, and then find a way to solve it using your unique capabilities. My cofounders, Damion Shelton and Mikhail Jones, and I did not do this. We relied on our belief that this technology would enable new possibilities and trusted ourselves to figure out the business as we went. So we simply focused on building our first product: the bipedal robot Cassie.Cassie was the first dynamic bipedal robot that researchers could buy, able to maintain its balance through active, fluid motion rather than careful, rigid steps. It had ostrichlike legs, not because we were imitating ground-running birds, but as a result of engineering strictly for performance. It was not intended to be commercially useful, and had no torso, arms, or head. We sold Cassie robots to Harvard, Caltech, the University of Michigan, the University of California, Berkeley, and a handful of other research institutions, ultimately saturating the market for US $250,000 bipedal research robots after having sold a total of 10 of them. ATRIAS, Cassie, and Digit 4 EVT [left to right] are on display at Agility Robotics’ RoboFab in Salem, Ore. The 70,000-square-foot facility has the capacity to produce more than 10,000 Digit 5 robots per year.Agility RoboticsBecause Cassie’s hardware enabled research into the physics of walking and running, the legged-robot research frontier shifted to control software. Traditionally, engineers controlled legged robots with detailed mathematical models that determined how the machines should move. With Cassie, researchers pioneered the new approach of reinforcement learning for bipedal legged locomotion: A simulated robot learns through trial and error, and the resulting neural network controls the physical machine. This approach is what enables virtually all of the dynamic behaviors that you see on legged robots today, and Cassie looked alive as it recovered from stumbles while climbing stairs, ran 5 kilometers across the Oregon State campus, and broke the robot world record for a 100-meter dash.Cassie got us closer to being able to move through the world with confidence and grace, but to make it useful, we needed manipulation. After exhaustively exploring different configurations, we found that an upright torso helped the robot balance, while two arms mounted near the top of the torso allowed it to pick up large objects and to catch itself when it fell. Digit 1, which added a torso and arms to the Cassie legs, was our first mobile manipulation robot, and another step on the path toward a product that could do useful work for commercial customers.Why Digit Began With Warehouse BinsAs we explored the first applications for Digit, potential customers kept asking us: Why legs? And why a humanoid? These were tough questions for me to answer, because they exposed a core business reality: It didn’t matter to Agility Robotics if we solved a cool science problem in a beautiful way. What mattered to the business was solving real problems for customers. After years of engagement with industry partners, we found one answer in warehouses and manufacturing facilities: moving bins. Bin handling is a clearly defined task where two arms are needed to lift large bins up high and legs are the best way to balance and move in narrow spaces. Because the task can vary widely from one deployment to another, it hasn’t been broadly addressed by single-purpose automation. Yet it was constrained enough to give Digit an economically viable first job while it developed a broader set of skills.In 2019, Digit began demonstrating its capabilities to do real work. With Ford Motor Company, we showed how Digit 1 could carry packages from an autonomous vehicle to a front porch. We developed Digit 2 and 3 while working with a certain global package delivery company on moving and sorting cardboard boxes. Amazon tested Digit 4 on moving and stacking bins, and it became the world’s first commercially deployed humanoid at the logistics provider GXO. In 2024, Digit appeared on the cover of Time magazine. Despite Digit’s apparent success, we began to run into conflicts between my dream and the needs of actual customers. We were no longer working with relatively patient university research labs. Agility has to sell robots to survive, and customers will only purchase robots that provide value. If bins weren’t moving, our customers were losing money. We spent a huge amount of time and effort keeping our first deployments operational, which arguably eliminated any profit we made. Yet this also kept our company learning and alive the way no lab demo ever could.I had no idea how hard it would be, or that running a company would involve so many things that have nothing to do with solving technical problems: deployments across the country; shipping, service, and customer support; fundraising and investor relations; more fundraising; human resources and IT; developing fleet-management software; managing a supply chain; and even more fundraising. I had no experience with any of these things. My career had focused on solving the technical challenges of robots interacting with the world, and it turned out that was only a tiny piece of building a successful robotics company. But Agility was the only path I saw to continuing the technical work and having an impact.Turning Digit Into a ProductI knew that Agility needed to focus more on robots as a product, but I didn’t know how to make that happen. Hiring the people we needed to run the company meant giving up an immense amount of control, but we had no other choice. We recruited a new executive team with the experience required to commercialize this new technology, and they quickly made changes that were both painful and necessary. Digit versions 1, 2, and 3 [left to right] show the evolution of the robot from a dynamic walking platform into a useful mobile manipulator. AgilityWe had intended the next revision of Digit, Digit 4 EVT (Engineering Validation and Test), to be a relatively minor upgrade. But Agility’s new leadership insisted that the robot was missing key features that were essential if Digit was going to become a real product. So Digit 4 EVT instead incorporated a series of major changes in a highly compressed timeline, such as larger batteries and system-wide upgrades for safety and regulatory compliance, which added enough mass to dramatically alter the robot’s appearance and capabilities. While early Digits were headless, Agility Robotics was able to justify a head for Digit 4 to optimize antenna and camera placement, and it turned out to be surprisingly useful for human-robot interaction.Christie Hemm Klok I could only watch as others brought their own talents to bear to make Digit into a successful product, in gut-wrenching ways that didn’t always align with my vision. There were some especially difficult times when I felt like there were compromises made that didn’t seem necessary, but making those decisions was no longer my sole responsibility. I had to accept that Digit had grown far beyond me, and look for ways of influencing decisions rather than directing them. In the moment, it was incredibly frustrating, as Digit 4 EVT took a few steps backward from my vision of how humanoids should look and move.Agility is in our name because agility is core to the future of the company. I want Digit to be lithe and graceful. When people see Digit, I want them to like the robot, to understand what it can do at a glance, and to feel that it’s there to help. But with Digit 4 EVT, all of that was sacrificed to functionality, because of course it had to be—the customer just needs the robot to do the work. The design process became a ruthless triage, with aesthetics and elegance of movement being delayed over and over again in favor of brutal functionality. For an engineer whose mind lives more in the future than in the present, it has been hard for me to accept this trajectory. And yet, through Digit 4 EVT’s commercial deployments, we began to really understand specific applications and what they required. We mapped the first 10 use cases Digit would perform, and then began designing Digit 5 from scratch based on everything we had learned.Digit 5Digit 5 will be Agility’s first real step toward a general-purpose robot. It marks our transition from imagining what a future humanoid robot should be to designing a product around the realities of customer deployments. These realities include things like European CE regulatory compliance, North American UL electrical-safety certifications, and Federal Communications Commission limits for electromagnetic radiation—all of which felt tangential to my dream for Digit, but were absolute requirements. Digit 5 is designed to be the first humanoid robot that can operate safely next to human coworkers while working 20 hours a day and lifting more than a human can.Christie Hemm KlokCustomer requirements helped us realize that safety in particular was one of the most critical barriers to scaling. In Digit 4’s commercial deployments, the robots had to work behind physical barriers, separated from humans at all times, to meet insurance and regulatory demands. This seemed silly to me, because I’ve never felt that our robots were dangerous, but we have to prove that they’re safe. And since keeping the robots in safety cages severely limited their usefulness, enabling Digit 5 to operate safely around people became a primary design goal. We spent two years on this challenge.Digit 5 is designed to be the first humanoid robot that can operate safely next to human coworkers. It will rely on an array of sensors to locate nearby people in a manner that’s certifiably safe, and then take actions based on that information. As a person approaches, Digit 5 is programmed to stop what it’s doing, set down its payload, sit on the floor, and cut power to its motors before the person gets close enough to touch the robot. This conservative approach reduces the risk to nearby people in a verifiable way, and we believe it’s the only approach that makes sense as a first step toward working alongside humans. Yet this strategy also feels like a massive slowdown on the path toward robots becoming part of everyday life. Enabling coexistence with humans has influenced almost every aspect of Digit 5’s design: the shape of the legs and the body, the safety-rated sensors within protective housings, the isolated computers dedicated to safety, and more. All of these features increase the robot’s complexity, power consumption, mass, and physical size. Digit 5 is Agility’s largest, heaviest, strongest, and most capable humanoid robot worker. The robot’s design was driven by safety, with integrated protection for the robot and for the humans it will work around.Agility RoboticsWeighing over 120 kg, Digit 5 is a huge robot. It needed to achieve the lifting limits recommended under the U.S. National Institute for Occupational Safety and Health guidelines for human workers, which include repeatedly lifting 23-kg bins and reaching shelves 1.75 meters high. Digit is designed to perform tasks like these for 20 hours a day—something no human can do. This requires motors with enough power and torque to lift the load, but also enough precision to delicately control the force Digit applies when it makes contact with the world. To power those motors, we needed a large battery and a dock for rapid autonomous charging. The dock will deliver 240 amperes at 48 volts, which is enough current to make its thick charging cables visibly wiggle under the induced magnetic forces, while powerful fans blow air through cooling channels in the robot’s torso to keep the battery from overheating. The battery and cooling system takes up about 75 percent of Digit’s torso, but it will allow the robot to operate for 90 minutes and fully recharge during a 9-minute break, enabling near-continuous work.All of this extra bulk means that Digit 5 can no longer run or jump the way previous generations could, and the svelte form I imagined has become physically impossible. In some ways, Digit 5 feels more like a forklift than the graceful humanoid I set out to build. But looking at the situation rationally, I believe this trade-off is necessary for any company that claims its humanoid can do this kind of work today: If you see a robot that looks like a human working in a factory or warehouse, it either can’t lift the required weight or can’t make it through the whole shift. And if it’s not covered with sensors, it’s likely not safe to stand next to.The most visible change with Digit 5 is that humanlike legs replace the ostrichlike legs of our earlier versions. While the “backward” leg configuration was optimized for walking and running, we discovered that it created problems with squatting because the ankle will strike the ground. Digit 5 will spend a lot of time lifting heavy objects from near the floor, so we used a humanoid leg configuration with knee and hip motors that both contribute torque to help the robot stand up again. When Digit detects an approaching human, the robot will lower itself to the floor and cut power to its motors. Agility believes this is the only near-term approach to verifiably reduce risk when the robot is working near people.Agility RoboticsOther companies building humanoid robots have copied the human form without ever understanding its purpose. It’s very frustrating that, to an outside observer, it now looks like we discarded Agility’s distinctive leg design and simply did what everyone else was doing. Yet I know that we arrived at this shape based purely on functional engineering choices. Making a robot look like a human is the easy part—without the function to match, and the understanding of the physics underlying that function, the whole point of the human form may be lost.With the power, battery life, and safety features that we are designing into Digit 5, we will have a truly useful robot. But it also compromises on some things that are core to my vision and mission. I understand why we made the choices we did and can justify them all, but together they leave me unsatisfied. It’s the curse of the engineer.What Comes After Digit 5I believe Digit 5 will be the scaling moment for Agility Robotics, the inflection point where we can begin deploying robots in large numbers. While the robot will continue carrying bins, our road map includes many more tasks, from picking individual items and tending machines, to preparing parts for assembly and shipping, and eventually doing assembly work itself. Its interchangeable tool interfaces and modular design will enable us to gradually upgrade its subsystems. It will be a platform for improvement, a source of data for future behavior training, and a viable product all at the same time. Hurst stands between the previous version of Digit, Digit 4 EVT [left], and Digit 5.Christie Hemm KlokBut I cannot love Digit 5. It’s the largest, heaviest, most expensive robot Agility will ever build, full of design compromises that enable it to be exactly the robot it needs to be right now rather than the robot I dreamed of. In the beginning, I envisioned steady progress on agility and dexterity, with each version becoming more dynamically capable. Instead, developing Digit 5 has required large detours to incorporate requirements that seemed unrelated to my original vision. However, I now recognize that tackling these challenges was always necessary. Customers and product requirements didn’t ruin my vision; they revealed what my vision was missing. This is how robots will achieve commercial success and make a real-world impact, which will bring me closer to my scientific dream as well.We won’t have a humanoid that matches the capabilities of humans until it achieves that mastery of motion that inspired me to found Agility over a decade ago. I saw glimmers of it with the spring-mass locomotion of ATRIAS, and more glimmers with Cassie’s running gait.I know that such mastery is physically possible with the tools and hardware that we have right now, and despite all of its compromises, Digit 5 will give us a practical foundation for pursuing that dream. I want every future version of Digit to be lighter and more graceful, to interact more naturally with humans, and to be better at manipulating objects and moving through the world, enabling robots to enter aspects of our lives that they haven’t been able to help with before. By the time I’m old enough to need assistance at home, I expect Digit will be up to the task.With Digit 5, Agility has built a robot that will be useful in our world. Now I’m getting back to work to make it beautiful, too. This article appears in the November 2026 print issue.

19.10.2026 13:00:03

Technologie a věda
5 dní

This article was originally published by Canary Media.America’s energy supply crunch is driving a surge of federal and private investment in new electricity generation—from polluting gas turbines to cleaner developments like solar farms and geothermal plants. But gigawatts of power are already available for the taking across the U.S. economy in the form of wasted energy from an unexpected source: motors. Some 50 million electric motors drive the fans, pumps, and compressors found in virtually every factory and building. Together, they gobble enough electricity to equal nearly a third of total U.S. power demand. Often, the motors use far more energy than they actually need to keep America’s machines humming. Companies can install devices known as variable frequency drives, or VFDs, to make motors run super efficiently. Yet adoption remains relatively low, in part because of the perceived hassle of retrofitting equipment and because they’re typically not required. On average, only 16 percent of motor systems at industrial facilities and 4 percent of commercial-sector motors use VFDs, according to a 2021 market report by Lawrence Berkeley National Laboratory. However, there are now more reasons than ever to equip the nation’s motors with power-saving devices, energy experts and device manufacturers say. They’re urging federal agencies, utilities, and deep-pocketed tech giants to spur a wider rollout of VFDs through financial incentives and efficiency standards. For one, slashing motors’ power use would free up grid capacity for large electricity users like data centers and electric vehicles, they argue. It would help curb costs for factories that are switching from fossil-fueled heating systems to electrified, motor-based solutions like heat pumps—all at a time when industrial power prices are climbing fast. Plus, VFD technology has become far more sophisticated and less expensive to install than earlier iterations. “This is low-hanging fruit that gives a lot [of energy] back and is reasonably simple,” Nik Sawe, a senior policy analyst at the nonpartisan think tank Energy Innovation, says of the technology. What are Variable Frequency Drives? Energy-wise, the main problem with electric motors is that they’re always running at full capacity. Consider an office building, which empties out in the evening. The heating, ventilation, and air-conditioning system can wind down in those hours, with dampers and valves restricting the flow of cold or hot air. But the motors and fans that drive the whole setup are still working in the background, wasting energy. VFD technology, such as the Danfoss iC7 series, has gained some momentum in recent years among factories and buildings trying to combat rising electricity costs. Danfoss DrivesVFDs are electronic controllers with temperature sensors that continually adjust the speed of motors, automatically ramping up or down to match demand. The technology, which is also called adjustable speed drives, has the potential to curb a motor’s energy use by around 40 to 60 percent, says Neal Elliott, director emeritus of the American Council for an Energy-Efficient Economy. All those energy reductions add up. Toyota, for example, installed VFDs on over 200 motors inside the HVAC system at its auto manufacturing plant in Georgetown, Kentucky, as part of a US $1.25 million pilot project in 2015. The automaker saved more than $700,000 in annual electricity costs thanks to the VFDs, and it continues to use the technology at other manufacturing facilities across the U.S., the company said by email. “We’ve known for many, many years that there’s a huge opportunity for energy savings by varying the speed of the motor,” says Elliott, who noted that he literally wrote the book on energy-efficient motor systems in 2002. Electric Motors in Nearly Every FactoryCertain aspects of the technology have historically held the drives back since they debuted in the late 1960s. Measuring the flow of water, air, refrigerant—whatever is moving through the system that the motors are driving—was for decades an expensive engineering process. Accurately controlling motors to deliver the right amount of juice, at just the right time, faced similar issues. But recent advances in sensors and machine-learning algorithms have significantly slashed the cost and complexity of using drives, Elliott says. Modern VFDs have also benefited from the increased production of advanced power chips that are used in high-voltage applications such as electric vehicles and solar power inverters. Another long-standing challenge has been that commercial and industrial building developers often prioritize reducing upfront costs over netting long-term energy savings, and so they don’t always build to the highest efficiency levels, says Zack Valdez, senior director of regulatory and industry affairs at the National Electrical Manufacturers Association, whose members include drive and motor makers. “If the facility that you’re putting it into doesn’t require it, then oftentimes people will overlook [VFDs], because they’re just trying to build to a minimum set of energy requirements,” he says. And if companies don’t install drives from the start, they’re likely less inclined to take time to retrofit an operating system. The trade association recently launched a pilot program with manufacturers, utilities, and energy-efficiency groups to collect real-world data about how VFDs reduce motors’ electricity use and lower utility bills. The goal is to demonstrate how the technology can benefit not only individual facilities but also the wider grid—giving utilities a concrete reason to provide rebates for industrial customers. VFDs Slash Motors’ Electricity UseProponents say they hope the results will help the U.S. Department of Energy shape future efficiency measures and incentives that encourage adoption of the drives, including in federally owned buildings. Despite the Trump administration’s open hostility toward home appliance and equipment mandates, agency staff have apparently been receptive to discussing solutions that could meet the soaring power needs of data centers. “If you added a drive to all the motors that are out there, you could provide [power for] up to five years of data center growth without having to build any new generation,” says Kirk Anderson, director of government relations and public affairs for ABB. The global manufacturing giant makes VFDs domestically near Milwaukee. Anderson floated the idea of having tech companies help pay for factory owners to install VFDs to free up room on the grid. After all, hyperscalers are already spending many billions of dollars to revive shuttered nuclear plants, support next-generation geothermal projects, deploy fleets of grid-scale batteries, and supercharge the build-out of gas turbines and power plants. “Instead of ‘bring your own power,’ it should be ‘offset your own power,’” he says, referring to a growing effort by states to get data centers to secure their own power resources and prevent rising costs for regular customers. Michael Reckamp, the director of enterprise strategy for Danfoss Drives, North America, another VFD manufacturer, said that despite the traditionally low adoption rates, the technology has gained some momentum in recent years among factories and buildings as rising electricity costs and other grid-wide challenges make it harder to justify wasting energy. Still, “it hasn’t permeated enough to get everyone utilizing it,” he says. “In the current situation, where we’re having so many issues with grids, brownouts, and now data centers wanting to take the load, I think there should be a renewed focus on putting drives out there to really reduce the stress on the grid and improve energy savings.”

17.10.2026 13:00:02

Technologie a věda
6 dní

More and more city governments are using advanced technologies to improve livability for their residents. Municipalities use data from smartphones and sensors for traffic enforcement, traffic control, and waste management. They also have implemented artificial intelligence and deep learning programs.Dubai, Paris, and Coral Gables, Fla., are among the cities that have invested heavily in programs to become smarter.But along with the conveniences that come with a smart city transition, there have been challenges including safety and privacy issues and eroding relationships between residents and city officials.Although many initiatives have delivered real innovations, not all have been successful. Inefficient global coordination has hindered projects with unclear standards, socioeconomic differences, and a lack of worldwide governance, leading to a disconnect between the technologies and the ability to adapt to them.Citizens’ trust in the technologies suffers because of privacy breaches, personal data leaks, and other issues.Finding solutionsSmart city projects are complex and expensive endeavors that involve politicians, citizens, technocrats, and engineers. Successful projects require citizens to be fully engaged and to have strong collaborations with the participants, especially engineers, as engineering is the cornerstone.Collaboration with universities, research institutions, and technology experts can bridge knowledge gaps on the behavior of complex socio-technical systems. What’s missing, though, is a global platform where those involved can discuss their experiences.To help solve those and other challenges, the IEEE Smart Cities Technical Community (formerly the IEEE Smart Cities Initiative) was launched in 2013 by IEEE Future Directions, which incubates emerging technologies and new applications of current ones. The technical community provides city leaders and others with credible, unbiased information and educational content developed by IEEE experts.Since then, IEEE Smart Cities has launched services including its flagship International Smart Cities Conference, a media center with educational and technical resources, and a contest to recognize the best smart project completed by city officials. The platforms bring together practicing engineers, academic researchers, policymakers, and city leaders to collaborate and exchange ideas and experiences about moving toward a smart-city model.Better serving humanityIn 2021 the IEEE Power & Energy Society began managing the Smart Cities program, which is supported by the IEEE Communications, Industry Applications, and Intelligent Transportation Systems societies and other IEEE entities.Thanks to volunteers’ dedication and determination, IEEE Smart Cities launched several services. But the initiative’s structure limited the development of long-term projects and the creation of new activities.To address the situation, the IEEE Technical Activities Board (TAB) created the second-generation technical community ad hoc committee, also in 2021. It was a pilot program whereby IEEE Smart Cities formed a board of governors to oversee the community’s operations and leadership, and created a policies and procedures manual.In November 2025 IEEE Smart Cities became a TAB technical community.IEEE Smart Cities nowToday more than 7,000 volunteers collaborate on various aspects of the community within at least one of the following technical tracks:Smart grid.Smart water management.Green electronics for smart cities.Smart governance and planning.Hydrogen for smart cities.Smart and sustainable campus.Security for smart cities.Smart lighting for cities.Smart mobility for cities.Artificial intelligence for cities.New webinar series, workshops, conferences, educational resources, and other offerings are being created.Two events were launched recently: the IEEE European Technology and Engineering Management Summit, held in May 2025 in Belgium, with the next one planned for 2027; and the IEEE Sustainable Smart Lighting World Conference, scheduled for 2 to 6 December in Athens.The Smart Cities Ambassadors program aims to raise the technical community’s visibility outside IEEE by holding roundtables and other events at non-IEEE functions.IEEE Smart Cities volunteers are working on launching journals. In addition, standards are being developed in collaboration with the IEEE Standards Association, societies, and councils.The program is collaborating with the Open and Agile Smart Cities and Communities network, the Instituto de Competitividad e Innovación para el Desarrollo y Transferencia de Tecnología, and the International Project Management Association. All of those actions have the ultimate objective of boosting IEEE Smart Cities’ growth and sustainability, as well as strengthening the leadership and educational offerings to technical community volunteers.If you would like to volunteer, visit the Smart Cities website.

16.10.2026 18:00:03

Technologie a věda
6 dní

This article is brought to you by COMSOL.These days, no one blinks an eye at two-day, one-day, and even same-day package deliveries. Despite the plethora of localized fulfillment and distribution centers that have cropped up to meet the demand, delivery trucks still need to make considerably long drives, often over highways. To reduce fuel and maintenance costs as well as carbon emissions, companies are investing in electric trucks for their delivery fleets. While turning to electric trucks is a promising solution, the battery packs incorporated into these automotive designs often fall short in the lifetime needed to make long-distance highway travel feasible.To help overcome the issue of battery lifetime, a consortium of universities and industry partners incorporated multiscale simulation and a custom simulation app into the battery manufacturing process. The organizations involved in this project were Aurobay, Resolvent, the European Commission, the Technical University of Denmark (DTU), Vinnova (the Swedish Agency for Innovation Systems), Innovation Fund Denmark, and Volvo Group Trucks Operations.The simulation app, built by Resolvent, a Denmark-based engineering consultancy that specializes in green energy, enables the R&D department at Volvo to easily test battery lifetime performance.LaserWho?The Multiscale Simulation of Laser Welding for Optimal Battery Pack Manufacturing project — referred to as “LaserBATMAN” — was initiated in May 2022 and wrapped up in May 2025 (Ref. 1). Although BATMAN here refers to battery manufacturing and not the famous masked superhero, the goals for the project also strove for greatness.The LaserBATMAN project aimed to optimize two key performance metrics for battery packs: robustness and lifetime (Ref. 1). One element of the battery manufacturing process that affects both of these metrics is the laser welding used in component joining processes (for example, to connect battery cells in a pack via a busbar). If done correctly, laser welding can positively impact battery life, but if done incorrectly, laser welding can increase the risk of battery degradation. Computational modeling can be used to analyze and predict the effects of welding and joining processes at different stages of the manufacturing process.Martin Refslund Nielsen, former chief commercial officer and partner at Resolvent, explained that for this type of multiphysics and multiscale problem, “COMSOL Multiphysics is just the right tool.”R&D Workflow for Multiscale Model and AppThe Resolvent team used the COMSOL Multiphysics software to study how laser welding affects the electrochemistry and degradation of battery cells. At least, that’s how the project started.“Ambitions grew,” Nielsen said, explaining that the team ended up modeling the performance of the entire battery, from cell to pack level, and even “turned [the model] into a design tool in the end”, in reference to the app.After training the deep neural network of the battery model, the team built a custom simulation app to efficiently optimize busbar tabs in the configuration of a battery pack.First, the team built an electrochemical model of a battery cell by inputting the formulas for the relevant chemical reaction kinetics (Figure 2). The resulting cell-layer model was then fed input data, and the output data was used to train a deep neural network (DNN). With this reduced-order model, the team was able to quickly gain insight into cell behavior.After training the DNN of the battery model, the team built a custom simulation app to efficiently optimize busbar tabs in the configuration of a battery pack. Figure 2: The Resolvent battery model.COMSOLA “Tool Within a Tool” for Busbar Weld DesignThe different features of the simulation app, as described by Nielsen, include its options to input dimensions for the pack geometry (Figure 3), the number of cells, and operating conditions such as ambient temperature and charge–discharge current profiles. The app also makes it possible to apply a simple charging current and load customized cycles. Users are then able to see how the battery performs with each set of specific inputs. Figure 3. The battery pack model developed by Resolvent.COMSOLAnother important aspect of Resolvent’s app is the Busbar Weld Design Tool button, which Nielsen described as “a tool within a tool.” This button can be used to efficiently calculate busbar weld performance after a number of cycles. After clicking the button, a window opens with options for setting different parameters, including the shape of the weld, busbar thickness, and penetration depth of the laser (Figure 4).“[This button] is interesting from a robust design perspective,” said Nielsen. Users can apply a variant to the input parameters to see what happens in production if the weld does not reach far enough into the busbar. Figure 4. Resolvent’s simulation app, showing how certain parameters can be customized. The model shows how the busbar weld is affected by a cooling airflow.COMSOL“We certainly get deep technical insight here, and we can dimension the design in the sweet spot. Deep technical insight is also key to optimizing product performance,” Nielsen said. For example, if the results suggest better cooling, the team could potentially reduce the design by two battery cells and retain the same performance, easily quantifying the tradeoff between cooling and setup.Predicting Pack PerformanceThe app’s user interface also includes a Compute Battery button, which can be used to see the temperature of the weld in a given state, the state of charge, and the solid–electrolyte interface (SEI) layer thickness (Figure 5). The results can help the engineering team further determine if there is room for optimization in the design. For instance, a user can apply a cooling flow in the app and see if turbulence or standing air occurs.As explained by Nielsen, simulation apps offer more consistent analysis and reporting, and the intuitiveness of custom apps makes it easier to share knowledge. “We are in a much better place to optimize performance and increase robustness,” said Nielsen. Figure 5. Temperature in the given state (left), state of charge (middle), and SEI layer thickness (right) in the battery pack.COMSOLThe custom simulation app developed by the LaserBATMAN consortium can be used to help produce more robust battery designs with ranges that can support highway travel over longer distances with fewer failures — all while promoting the use of green energy. A heroic project indeed.References“LaserBATMAN,” University of Skovde, accessed 08/21/2025, https://www.his.se/en/research/virtual-engineering/virtual-manufacturing-processes/LaserBatman/.R. Nielsen, “Keynote: Optimizing Lifetime and Robustness of Electric Truck Batteries with Simulation Apps,” COMSOL Conference 2024 Florence, October 2024.

16.10.2026 16:49:18

Technologie a věda
7 dní

One of the singular features of Baotou, an industrial city of 2 million people in Inner Mongolia, is a 10-square-kilometer (4-square-mile) lake that is among the most polluted in the world. The artificial lake, referred to by the name of the dam associated with it, Weikuang Dam (or Baogang Tailings Dam), has for decades collected the effluent from minerals processing for China’s globally dominant iron, steel, and rare-earths industries.Built in the late 1950s, the lake contains a highly toxic stew of industrial chemicals with substantial amounts of radioactive thorium, the latter resulting primarily from the processing of monazite ores for rare-earths. China has since greatly tightened its environmental regulations and restrictions on mining and minerals processing. For example, largely because of the environmental disaster that is Weikuang Dam, the country doesn’t permit the development or operation of stand-alone monazite mines—that is, mines where nothing is mined except monazite ore.Now, with industrialized nations in North America, Asia, and Europe spending billions to shore up their rare-earths supply chains, and counting on monazite to help them do it, China’s history and experiences with monazite offer important lessons.This article is a collaboration between Foreign Policy, the global magazine of politics and ideas, and IEEE Spectrum, the flagship magazine of the IEEE.Monazite ore is a pillar of China’s rare-earths industry because it is a prime source of some less common but extremely important rare-earth elements, notably dysprosium, terbium, yttrium, and erbium. The country mines and processes vast quantities of monazite ore; it also imports huge amounts of monazite ore for processing.Most of the domestically mined monazite ore comes from a single mine: the mammoth Bayan Obo complex, 150 kilometers north of Baotou, in Inner Mongolia. Bayan Obo, which is primarily an iron-ore mine, also happens to contain the largest known rare-earth deposit in the world. It’s the source of nearly half of all the rare-earth ore mined on the planet in a typical year. Most of the rare-earth ore mined at Bayan Obo is a type called bastnaesite; it’s the mining of that bastnaesite that makes it legal to mine monazite ore at Bayan Obo as well.Related: Can a Radioactive Ore Break China’s Grip on Rare Earths?All told, ore from Bayan Obo was used to produce 170,000 tonnes of rare-earth metal last year, according to David Merriman, research director at the minerals intelligence firm Project Blue. Roughly 30 percent to 40 percent of the rare-earth ore mined at Bayan Obo is monazite. That amount alone would be enough to make China the world’s largest processor of monazite for rare-earths.China’s 2025 Monazite Imports Topped 70,000 TonnesBut a more detailed picture of China’s interest in monazite emerges when you consider the country’s imports of the ore. Last year, they amounted to more than 70,000 tonnes, says Thomas Kruemmer, a Singapore-based consultant on minerals and metals. That figure becomes more impressive when you consider the unique challenges of shipping monazite by sea. Because of its radioactivity, concentrated monazite ore is classified as Class 7 dangerous cargo under the International Maritime Dangerous Goods Code. That means, Kruemmer notes, that the ore can be imported through only four ports in China.In addition, importation of some kinds of monazite into China is supposed to go through a joint venture consisting of the China National Nuclear Corp. and Shenghe Resources, which are at least partly state-owned. But lots of imported monazite doesn’t go through those organizations, notes Merriman. That’s because heavy mineral sands, which may contain roughly 2 percent or 3 percent monazite by weight, are not subject to the same import controls as concentrated monazite ore. So companies import the heavy mineral sands; separate out various profitable concentrates, including the monazite mineral concentrate; and then process the monazite concentrate to recover the rare-earths.China has lately stepped up its efforts to secure rare-earth ore around the world. One reason, says Kruemmer, is simply to make up for recently lost supplies. In 2025, the U.S. government invested US $400 million in MP Materials, which operates the Mountain Pass mine and processing facility in California. The deal put an end to long-standing contracts under which MP Materials had been selling tens of thousands of tonnes of rare-earth concentrate annually to a trading affiliate of Shenghe Resources.But other Westerners speculate that China has strategic reasons for stepping up its efforts to acquire heavy mineral sands or other rare-earth assets abroad. By locking down rights to deposits or projects abroad, Chinese organizations are making them unavailable to non-Chinese developers, according to this reasoning.Merriman points out that your view of these activities largely depends on where you sit. The U.S. government recently made a conditional loan commitment of up to $725 million to U.S. monazite processor Energy Fuels, which has been aggressively securing substantial monazite supplies in Australia, Brazil, and Madagascar. To a Chinese observer, those moves probably look rather strategic.China, meanwhile, is doing what it has been doing for decades. “China’s playing its game,” says Merriman.This article appears in the November 2026 print issue as “Radioactive Realpolitik.”

15.10.2026 14:54:03

Technologie a věda
7 dní

The global campaigns to break China’s dominance of vital rare-earth markets are shaping up into one of the signature geostrategic struggles of the early 21st century. Hundreds of mining companies, government agencies, and industrial facilities scattered across North America, Australasia, and Europe are striving to wrest share from Chinese firms, which control roughly 90 percent of the markets for rare-earth oxides and rare-earth metals.Rare earths are the ingredients on which vast and crucial manufacturing categories depend: semiconductors, LEDs, lasers, displays, metal alloys, optical lenses, and catalysts for petroleum and chemical processing. Most important, though, are permanent magnets. Essentially all powerful electric motors are based on rare-earth permanent magnets. These motors are the heart of electric vehicles, heating and cooling systems, robots, appliances, and tools. Rare-earth magnets are also in the motors for military systems ranging from tactical drones to ballistic-missile submarines.This article is a collaboration between Foreign Policy, the global magazine of politics and ideas, and IEEE Spectrum, the flagship magazine of the IEEE.Succinctly put, any industrial power that wants to remain competitive in vital, high-tech industries must have access to a steady supply of rare-earth elements or products based on them. The traditional supply chain for these elements, originating in China, is increasingly fraught—so much so that some analysts are beginning to use the term “mineral war.” The countries that are now scrambling to piece together alternative supply chains, whether by themselves or in cooperation with each other, face daunting odds. Never mind the sheer momentum of the Chinese rare earths juggernaut. Few industries can match the rare earths business for instability, risk, intrigue, and sheer frustration.And yet, many rare-earth experts see a way forward, and it depends on a specific kind of ore, called monazite. The ore contains huge amounts of valuable rare earths, including neodymium, praseodymium, and dysprosium.“The future is monazite,” declares Jack Lifton, an analyst, consultant, and author. Lifton, who has been studying the rare earths industry since 1962, has seen countless trends, companies, and technologies come and go, and he isn’t given to sweeping statements. But on the subject of monazites, he’s bullish. “Right now, in my opinion, monazite is the most important rare-earth ore,” says Lifton, who is also cochairman of the Critical Minerals Institute, an organization that’s promoting the creation of a North American supply chain.Related: Chasing China’s Monazite MonopolyThat path forward isn’t going to be smooth or straight, Lifton and others are quick to acknowledge. Monazite typically contains radioactive thorium and uranium, which means its handling, storage, and processing are tightly regulated by government agencies. It can be processed only with special techniques and procedures, and the mildly radioactive wastes generated by processing must be stored in isolation indefinitely.Nevertheless, major investment is now flowing to monazite mines and processing technologies. In the United States, Energy Fuels, which operates the country’s only conventional uranium mill, has developed its own extraction process and is producing mixed oxides of neodymium and praseodymium—and also pilot-scale quantities of dysprosium and terbium oxides, key heavy rare earths that are otherwise produced almost exclusively in China. Energy Fuels is processing monazite into rare-earth oxides at its White Mesa Mill in southeastern Utah. The body of water at left in the image is a tailings impoundment, where radioactive waste from processing is stored.Energy FuelsThe company has spent more than US $200 million to secure monazite assets in Brazil and Madagascar, and plans to scale its rare-earth production to higher commercial levels, at an estimated cost of $410 million. Energy Fuels’ rare-earth ambitions received a significant boost in June, when the Trump administration announced that it had signed a $725 million conditional loan commitment with the company.Meanwhile, though, a government-backed project in Saskatchewan, Canada, stands as a cautionary tale for monazite backers. After six years of construction and expenditures of more than CA $100 million (US $72 million), a processing plant there has produced only minuscule quantities of rare earths. The processing plant, built by the Saskatchewan Research Council, was supposed to be producing 40 tonnes of rare earths per month by the end of 2024. That didn’t happen. “Full operation,” with production of 400 tonnes of metal per year was planned for “early 2025.” That didn’t happen, either. The organization is now targeting late 2027—by which time the project will have cost more than CA $216 million, according to the Saskatchewan Research Council’s CEO, Mike Crabtree.Outside of North America, major monazite projects are also planned by Astron Limited, Hastings Technology Metals, Iluka Resources, Mkango Resources, Sovereign Metals, Steenkampskraal Holdings, and Tronox, among others. Perth, Australia–based Lynas Rare Earths, the largest rare-earths company outside of China, is expanding its monazite mining and processing operations. Most notable is the Lynas mine at Mount Weld, Australia, one of the world’s top monazite resources; the ore is processed at a sprawling facility in Malaysia.Of course, for countries outside of China, all this surging activity doesn’t guarantee a route to rare earths independence. It’s not even close. So the vital questions now are, What else has to happen to broaden and diversify the rare-earths supply chains? And can all of this be done safely?What Are the Advantages of Monazite Ore?Planet Earth has enormous quantities of monazite ore, in two different forms. In Australia, Canada, China, and South Africa, massive deposits of monazite take the form of veins of hard rock that run through mountains and calderas. Much of the new interest in monazite, though, is focused on a second type, called heavy mineral sands. The sands are the result of tens of millions of years of exposure to wind, water, and gravity crumbling mineral-rich rocks into grains, which then accumulated in coastal areas or alongside riverbeds. A particularly desirable form of monazite ore is found in heavy mineral sands, such as these on a beach in Brazil. Travel Pix/AlamyWithin those grains, the monazite is relatively hard and chemically inert. The monazite might be just a few percent by weight, but it typically contains between 45 and 70 percent rare earths by weight, including, in many cases, all of the necessary rare earths for magnets: neodymium, praseodymium, dysprosium, and terbium.“The best distribution of rare-earth elements that you can find anywhere is in monazites,” says Constantine Karayannopoulos, former CEO of Neo Performance Materials and now a director of or adviser to several rare-earths firms. “The real money is in those four elements.” Dysprosium and terbium, both examples of heavy rare earths, are particularly sought after and are usually not present in the most commonly mined ore for rare earths, called bastnaesite.There are vast deposits of monazite-bearing heavy mineral sands in Australia, Brazil, India, Madagascar, Mozambique, and South Africa, with smaller ones in China, Idaho, Indonesia, Malaysia, Sri Lanka, Thailand, the southeastern U.S., and Vietnam. A geologist points out dark veins of hard-rock monazite ore in the Steenkampskraal mine in South Africa [top]. Ore samples from the mine are collected for analysis [above].Rodger Bosch/AFP/Getty ImagesWhat’s more, collecting the ore simply involves dredging or strip-mining the sands, as opposed to the blasting, drilling, and heavy earth moving required to get at hard-rock ores. Then, too, the sands are already in granular form, so they don’t need to be crushed or ground, like rock ores do. Separating out the heavy minerals from the sands can usually be done at the mining site, using relatively cheap magnetic or gravity-based techniques, leaving a relatively high grade of concentrate for further processing.And now the bad news about heavy mineral sands. “The problem is they tend to have a lot of thorium,” which is weakly radioactive, says James Kennedy, president of ThREE consulting, a rare-earths advisory firm based in Missouri. “The thorium is the single biggest problem” with using the sands, he says. “If you were mining and processing monazites for rare earths, you would end up with hundreds and eventually thousands of tons of thorium-containing radioactive residues” per processing facility. The only markets for thorium are a couple of tiny ones for welding rods and some optics, he says, so “you have to store it.” And under the rules for nuclear material set by the U.S. Nuclear Regulatory Commission and the International Atomic Energy Agency, any stored radioactive material that doesn’t have a planned use or disposal pathway is considered nuclear waste. “So the [radioactive] liability suddenly far exceeds the value of anything you’ve mined and sold,” Kennedy says.It wasn’t always this way. Up until the 1950s, monazite was the main ore mined for rare earths. Companies processed heavy mineral sands from Australia, Brazil, and India, and hard rock from South Africa, to produce rare earths for tracer ammunition, steel alloys, cigarette-lighter flints, and, later, color-TV phosphors. The Mountain Pass mine and processing plants, in California, are the only large-scale rare-earth production facilities in the United States.David McNew/Getty ImagesSeveral developments combined to shift rare-earths production from monazite to bastnaesite. In 1949, a vast deposit of bastnaesite ore was discovered at Mountain Pass in California. By the early 1960s, bastnaesite had eclipsed monazite as the primary rare-earth ore. In the 1990s, with rare-earth production shifting to China, the move toward bastnaesite continued with the exploitation of massive deposits in that country, such as those at Maoniuping, that were either entirely or mostly bastnaesite.Now, though, any resurgence of rare-earth production outside of China may hinge on a monazite renaissance, and some observers are taking a hard look at the strict regulations that control the handling of thorium and other by-products of monazite processing. Those regulations, Kennedy insists, will throttle the rare-earth ambitions of the world outside China, unless governments take action now.“You rationalize the regulations around thorium and you will end the rare-earth crisis in the U.S.,” he declares. “You’ll turn rare earths from something that’s always scarce to something that is common and just naturally flows out of other mining.”How to Scale Rare-Earth Processing Using “Waste”A prime example of Kennedy’s vision already exists at Energy Fuels, based in Lakewood, Colo. It’s the only company in the U.S. licensed to process, handle, and store compounds of uranium, and among the very few licensed to store radioactive materials of any kind. Those permits give Energy Fuels the distinction of being the only U.S. entity allowed to process monazite ore for its rare earths. “Supersacks” containing a tonne of neodymium-praseodymium oxides were loaded on pallets at Energy Fuels’ White Mesa Mill.Energy FuelsThe company is moving aggressively to capitalize on that distinction. Energy Fuels’ main business is still uranium—last year it produced nearly 500 tonnes of it. But it has already started selling rare-earth oxides, following a modest $22 million investment in a small rare-earth processing facility at White Mesa Mill in Utah, where it also processes uranium. In September 2025, the company announced that it had sold 1.2 tonnes of neodymium-praseodymium oxide to South Korea–based POSCO International Corp., a leading maker of permanent-magnet assemblies for EV motors. Around the same time, Energy Fuels disclosed that it had raised a further $700 million.In December 2025, the company announced it had produced small quantities of dysprosium oxide. Tiny amounts of dysprosium are needed for motor magnets to ensure they keep functioning at high temperatures. Today, essentially all of the world’s dysprosium comes from China.Energy Fuels says it can produce 1,000 tonnes of rare-earth oxide a year at White Mesa Mill. But its rare-earth production there currently shares facilities with the uranium operations, so they cannot both be produced at the same time. Its monazite comes from the chemical company Chemours, which mines heavy mineral sands in Florida and Georgia to produce titanium and zirconium. The monazite ore sold to Energy Fuels is what remains after Chemours strips out the minerals it needs, namely ilmenite and zircon. The chemical company Chemours mines heavy mineral sands at sites in the U.S. states of Georgia [seen here] and Florida. Monazite extracted from the sands is sold to Lakewood, Colo.-based Energy Fuels, which processes the ore into rare-earth oxides.Chemours“Effectively, monazites are waste,” Karayannopoulos points out. “So you don’t have to dig another mine” to produce them.Chemours and Energy Fuels have agreements under which Chemours ships 500 tonnes of monazite annually to White Mesa Mill. Energy Fuels is also negotiating or already has deals that would give it access to enormous reserves of monazite ore in Australia, Brazil, and Madagascar. These will be essential for its ambitions to become a world-class supplier of rare-earth oxides. Mark Chalmers, former CEO of Energy Fuels, led the uranium company’s entrance into the rare-earths business.Jesse Rieser/The New York Times/Redux“We’re playing a long game,” says Mark Chalmers, who recently retired as Energy Fuels’ CEO and is now a consultant to the company. “We’re doing the engineering right now on a larger facility that will have the capacity to produce up to 6,000 tonnes per year” of rare-earth oxide, he said in an interview. For comparison, Lynas Rare Earths produced around 12,000 tonnes of rare-earth oxide in its most recent fiscal year.In announcing the $725 million conditional loan commitment with Energy Fuels, the U.S. Defense Department’s Office of Strategic Capital said the deal would help Energy Fuels scale up its output of rare-earth oxides and also help realize the company’s plans to turn the oxides into metals, a key step preceding the fabrication of magnets.What Are the Risks in the Rare-Earth Supply Chain?To see what can go wrong with a monazite project, consider the project in Saskatoon, Canada, where the Saskatchewan Research Council (SRC) has built and demonstrated a pilot plant to produce rare-earth oxides from monazite ore. It’s the only rare-earth extraction and separation plant in the country. In an email, a spokesperson said the plant “is scheduled to be commissioned by year’s end and after a production ramp-up phase, operational within the calendar year 2027.” When in “full operation,” at a time not specified by the spokesperson, the plant will have a capacity somewhere between 400 and 600 tonnes of rare-earth metal per year.But even that relatively modest output will depend on a reliable supply or “feedstock” of monazite. In an industry small enough that many of the top people are on a first-name basis, SRC’s inability to secure such a supply is an open secret. “Their problem is they haven’t got enough feedstock to run on a continuous basis, so they’re making sample runs,” a well-connected industry observer told IEEE Spectrum. (SRC declined to make an official available for this story.)In April 2024, SRC announced it had reached agreements with a Vietnamese organization, the Hung Thinh Group, for 3,000 tonnes of rare-earth carbonate per year for five years. It’s unclear how much of that feedstock has made it to the SRC facility. Vietnamese government restrictions on the export of monazite and bastnaesite have been in effect since 2022 and became law this past January.But the real twist here is that one of the largest, highest-grade monazite deposits in the world is just 800 kilometers from Saskatoon, near Alces Lake in Saskatchewan. It’s likely that the SRC facility was conceived and built with that monazite deposit in mind. After all, as a government-owned entity, SRC says its mission is “to help the people of Saskatchewan strengthen the economy with quality jobs and a secure environment.”The Alces Lake deposit is owned by Appia Rare Earths & Uranium Corp. In an interview, Appia’s CEO, Tom Drivas, talked up the possibility of a link between SRC and Appia. “SRC would be our logical option because, you know, it’s in the same area, same province. They need the monazite. And if we can supply the monazite, that’s sort of a natural, right?”It probably won’t happen, though. The logic of rare-earth mining is utterly different from the logic of mining a commodity like, say, copper. Multiple experts contacted by Spectrum suggested that the cost of developing a monazite mine at Alces Lake, including such necessary infrastructure as roadways, electricity, and water, would be in the hundreds of millions of dollars. Such costs, and the mercurial exigencies of the rare-earths market, make it unlikely that the government of Saskatchewan would commit that kind of money, even with help from the Canadian federal government. These factors help explain why Canada, which has some of the most attractive deposits of rare-earth ores on the planet, along with impressive mining companies and resources, has no operating mines for rare earths.Meanwhile, SRC is pursuing other options. Under a deal announced in May with REalloys, in Euclid, Ohio, REalloys will spend $20.6 million for upgrades to SRC’s Saskatoon facility, while SRC develops technology to produce rare-earth metals from rare-earth oxides. The deal also gives REalloys the right to purchase up to 80 percent of the SRC plant’s output. Where will the feedstock come from? Hard to say, but REalloys also struck a deal with U.S. Critical Materials Corp. for 10 percent of the hypothetical output of a proposed mine at Sheep Creek, in Montana. Sheep Creek reportedly has substantial amounts of hard-rock monazite that’s unusually low in thorium. But it’s far from certain that those deposits will ever be mined. The proposal for developing a mine there, in a breathtakingly scenic area near the headwaters of the Bitterroot River, has attracted fierce opposition from environmental groups, outdoor enthusiasts, and local officials.Taken together, SRC’s recent moves have left industry veterans nonplussed. “I’m not sure what their business model is,” said one. “They say, ‘we’re a research institute. Our mandate is to help industry.’ The reality is, they’re competing with industry.”SRC has also drawn scrutiny for some questionable business practices. In 2022, SRC board member Dennis Fitzpatrick was fired after raising concerns about the qualifications of an engineer hired to manage and direct operations at SRC’s Saskatoon plant. The president and CEO of SRC at the time, Mike Crabtree, was responsible for the hire. A subsequent investigation of Fitzpatrick’s claims by the Canadian Broadcasting Corp. detailed a troubling web of relationships and practices surrounding the SRC’s rare-earths initiative. (Fitzpatrick did not respond to multiple emails.) For example, past business associates of Crabtree’s were reportedly appointed to positions of authority without any other candidates being considered and without their connections to Crabtree being made public.In one case, in 2021, Crabtree disclosed that he was offering a venture capital firm, Westbridge Capital, an opportunity to invest in the rare-earths plant. But according to Fitzpatrick, Crabtree never mentioned that the VC firm was run by an SRC board member who also happened to be one of Crabtree’s business associates—or that Crabtree himself was a trustee of Westbridge and an investor in the company, as well as a paid advisor.Crabtree remains as SRC’s CEO.Managing Toxic By-products From Rare Earths Putting aside SRC’s missteps, the organization does have one advantage: It holds multiple licenses from the Canadian Nuclear Safety Commission to handle, process, and manage radioactive materials. And that’s huge.Most of the radioactive burden associated with processing monazite ore comes from substances produced during processing. In one of the early steps, pulverized, powdery ore is dried and then leached in strong acids—a process called cracking—to produce a rare-earth concentrate. Waste products of this step include a slurry containing thorium hydroxide and much smaller amounts of uranium hydroxide. The rare-earth concentrate then undergoes an extraction process to isolate specific rare earths, such as neodymium or dysprosium. More thorium and also radium are produced during these steps. Waste barrels were photographed in 2024 at Energy Fuels’ White Mesa Mill, where ores containing uranium and rare-earths are processed and refined.Jesse Rieser/The New York Times/ReduxThe thorium hydroxide slurry, meanwhile, is typically deposited in heavily regulated waste cells, called tailings impoundments or tailings ponds. The thorium hydroxide, either in the form of a slurry or a powder, must be stored in isolation from the environment indefinitely. Energy Fuels stores waste from its longstanding uranium production operations, as well as its new rare-earth operations, in tailings impoundments at its White Mesa Mill facility. The impoundments are just 10 kilometers from the community center of the Ute Mountain Ute Tribe, a group of Indigenous people, which has vigorously opposed operations at White Mesa Mill for more than 20 years.Virtually all of the thorium is the isotope thorium-232, which is only weakly radioactive. Its radiation is alpha particles, which cannot penetrate human skin. Nevertheless, improper storage can have serious consequences, particularly if the thorium is inhaled or ingested.“Have a look at the gravitational separation of HMS [heavy mineral sands] in Nigeria,” Thomas Kruemmer, a rare-earth consultant and analyst, wrote in an email. “There is lots of dust in the Nigerian processing sites, which the workers inevitably breathe in. And inside your respiratory system there isn’t any protective skin, so alpha radiation develops its full potential. This is something many people do not consider.” In 2012, protestors in Malaysia [top] rallied against the Lynas rare earths processing facility [above], then under construction near Kuantan. Left: AFP/Getty Images; Right: Goh Seng Chong/Bloomberg/Getty ImagesMoreover, adds Kruemmer, “it is not thorium itself. It is the decay isotopes of thorium that are highly radioactive.” One decay product of thorium is polonium, he points out, “the preferred poison for [killing] Russian dissidents.”In 1982, a company called Asia Rare Earth, a subsidiary of Mitsubishi Chemical, began extracting yttrium from monazite ore in Perak, Malaysia. Local residents soon began complaining of various illnesses. With the consent of the Malaysian government, the company had built a waste channel to a nearby disposal site, where the waste was stored in open steel barrels and in an unlined waste pond. The waste overflowed from the pond whenever it rained heavily. In 1984, a Japanese professor measured radiation levels at and near the pond and found them to be, in the most extreme cases, hundreds of times higher than internationally accepted maximums. A subsequent investigation found extremely high levels of birth defects and eight cases of leukemia in the small community near the waste dump. In 2011, at age 69, Lai Kwan prepared to bathe her 29-year-old son, Cheah Kok Leong [top]. Cheah Kok was born with severe mental disabilities that Lai Kwan believed were caused by exposure to radiation that she received while working at a rare earths processing plant in Bukit Merah, Malaysia [bottom, photographed during its disassembly].Rahman Roslan/The New York Times/ReduxA protracted legal fight among local residents and Asia Rare Earth and the Malaysian government culminated in the closure of the plant in 1992. By that time, so much radioactive material had been carelessly dumped that cleanup took more than two decades and cost Mitsubishi an estimated $100 million. The episode still haunts the rare-earths industry in Malaysia, where Lynas now processes monazite concentrate at the largest rare earths processing facility in the world. That plant, in Kuantan in the state of Pahang, has been the subject of organized and active local opposition that began even before its commissioning in 2012. The Malaysian government has sporadically tightened its regulations on the plant, stipulating that, for example, radioactive wastes be shipped out of Malaysia or that the processing stages that create radioactive residues be accomplished outside of Malaysia.Kennedy notes that if monazite ore is to become a major source of rare earths, much larger quantities of thorium will need to be disposed, probably more than could be economically accommodated in lined and isolated tailings ponds.One of the very few options for using such large amounts of thorium involves nuclear power. Years ago, countries including the U.S., Canada, Norway, and Germany had thorium-reactor research programs, and India has had a slow-moving program for decades. But today, the only operating thorium power reactor is in China. The Shanghai Institute of Applied Physics of the Chinese Academy of Sciences has been operating, since 2023, a 2-megawatt molten-salt-cooled reactor that is thorium-fueled. The world’s only operating thorium reactor is a 2-megawatt unit at the Shanghai Institute of Applied Physics of the Chinese Academy of Sciences. In October 2025, technicians used mechanical arms to analyze samples of the reactor’s molten-salt fuel.Jin Liwang/Xinhua/Getty ImagesA couple of Western startups are keeping the thorium reactor dream alive. A Franco-Dutch company called Thorizon says it has designed a reactor that would be fueled by a mixture of thorium and spent nuclear fuel. Startup Copenhagen Atomics is working on a 1-MW reactor that’s a prototype for a 100-MW, mass-manufacturable, molten-salt reactor.Processing of monazite ore could provide fuel for an enormous number of thorium reactors far into the future. Consider a single large facility producing 5,000 tonnes of rare-earth oxide a year. If the monazite contains 7 percent thorium, the plant would also be producing roughly 700 tonnes of thorium a year. According to Rusty Towell, a professor at Abilene Christian University in Texas who directs an advanced-reactor project there, a tonne of thorium would be sufficient to generate about 350 MW (electric) for a year. So the large processing facility alone would be throwing off enough thorium annually to keep 2,450 100-MW reactors operating for a year.That amount of power—245 gigawatts—is about half of all the generating capacity growth forecast for the United States over the next decade, a period during which analysts expect accelerating electricity growth due to increasing numbers of data centers and electric vehicles.What Could Strangle Rare-Earth Supply Chains? Virtually all rare-earths experts foresee a growing role for monazite. But given the problems with thorium, local opposition to some projects, and political instabilities connected to others, some have muted expectations. “The sole and single monazite hope rests with Iluka’s expensive project in Australia, IMHO,” writes Kruemmer. Iluka Resources, based in Perth, is now building a massive rare-earths refining facility at Eneabba, 275 km north of Perth. It will process a million-tonne monazite stockpile that accumulated over decades from the company’s other mining operations. The cost of the project is estimated at AU $1.8 billion (about US $1.3 billion). In a US $1.3 billion project, Iluka Resources is building a massive facility in Eneabba, Australia, to extract and separate rare earths from a million-tonne stockpile of monazite, visible in the background of this photo.Iluka ResourcesFor other experts, though, the biggest challenges facing monazite projects isn’t thorium, or radiation, or regulations. It’s the blend of quirks, misconceptions, and self-dealing that dog the entire rare-earths industry.“The rare-earth mining business is the Afghanistan of mining,” quips Kennedy. It’s a place where people and companies go with grand ideas, only to become ensnared in quagmires.One fundamental problem is the highly speculative nature of almost every aspect of the rare-earths business, which lends itself to backroom deals. In particular, the industry is plagued by speculators who buy stakes in a project with no intention of staying with the project through completion; they cash out as soon as they can profit from any future favorable news—a technique known as “pump and dump.”Consider the Trump administration’s decision to take a 10 percent stake in USA Rare Earth in exchange for $277 million and to provide a $1.3 billion secured loan to the company. USA Rare Earth has the rights to a deposit called Round Top near Sierra Blanca, Texas. The company hired the Wall Street firm Cantor Fitzgerald to raise $1 billion in equity financing for the deal. Cantor Fitzgerald, as it happens, is run by the sons of Howard Lutnick, Donald Trump’s Commerce Secretary.Meanwhile, there is no rare-earths mine at Round Top, and it’s a distinct possibility that there never will be.“The current administration consistently fails to seek expert advice and is recklessly pouring billions of taxpayer dollars into speculative [rare-earth element] processes and projects, like Round Top, that have little chance of commercial success,” says Terry McNulty, a mining consultant based in Tucson.Geoff Atkins, vice president of business development of the Canadian rare-earths firm Ucore Rare Metals, had advice for his colleagues at a convention of the Critical Minerals Institute in 2022. “Instead of focusing on your speculative value,” he said, “instead of being able to say we’ve got the biggest project in the world, instead of, ‘we’ve got a [net present value] of $3 billion or $4 billion,’ how about you say, ‘we’ve got a project which is going to get into operation, and this operation is going to provide the greatest value to our shareholders in the long term, not just in the short term when we can pump this up and, you know, the [early] investors can sell out.“Because unless there is that shift,” he warned, “we’re not going to have any hope of getting the volumes we need to give the certainty to the downstream supply chain.”In short, the rare-earths industry outside of China needs to grow up. And sooner rather than later. This article appears in the November 2026 print issue as “Can a Radioactive Ore Break China’s Grip on Rare Earths?”

15.10.2026 14:53:02

Technologie a věda
8 dní
Technologie a věda
10 dní

If you’ve ever wondered how Claude and similar AI agents can answer complex questions in seconds and where they get the information, you’re not alone.Gurmeet Saran works to find that answer every day as an engineer at Anthropic in San Francisco, the AI research company behind Claude. The IEEE senior member is developing an infrastructure to understand the mechanics behind the chatbot’s behavior and to ensure its underlying architecture produces reliable outputs.Gurmeet SaranEmployer Anthropic in San FranciscoTitle Member of technical staffMember grade IEEE senior memberAlma maters University of Kalyani, in India; Birla Institute of Technology and Science, in Pilani, India “My job is to make sure the data is accurate, structured, and trustworthy, and that private data stays private,” he says. “As I learned earlier in my career, privacy can’t be a layer you bolt on—it has to be part of the architecture from the start.” If you can’t trust the logic, he adds, you can’t make reliable claims about the behavior, and that has real safety implications.Safety is a priority for Anthropic, he says. According to Claude’s mission statement, the company wants the AI agent to be “genuinely helpful to the people it works with or on behalf of, as well as to society, while avoiding actions that are unsafe, unethical, or deceptive.” Crucial to the mission is ensuring that researchers can observe and understand how AI models behave, a challenge that is especially acute for large language models, Saran says.“We have decent tools to monitor databases and web services,” he says, “but for LLMs, we’re still figuring it out.”Solving data quality problems at Yahoo, Intuit, and MetaSaran’s interest in computing systems dates back to his childhood in Kolkata, where he logged as much time as he could in the school computer lab.“I remember the first time I used one of the computers,” he says. “What struck me was that you could write instructions, and the machine would follow them exactly. No ambiguity.“That felt magical to me.”After graduating from high school in 1999, he stayed in India to pursue advanced degrees. He earned a bachelor’s degree in electronics and telecommunication engineering in 2004 at the University of Kalyani. In 2010, he earned a master’s degree in software engineering from the Birla Institute of Technology and Science in Pilani.While a graduate student, he began his career in 2007 at Yahoo as a technical lead of the data team in Bengaluru, India. While there, he encountered the project that shaped his career trajectory: working on web analytics and business intelligence reporting solutions.“We kept running into a frustrating problem,” he recalls. “Different teams would calculate the same website metric—something like daily active site users—using slightly different logic, and end up with conflicting answers. It sounds like a small issue, but when leadership is making decisions about resource allocation and product development using that data, not knowing which number is correct becomes a problem.”The team built a central data repository with defined metrics, essentially serving as a single source of truth. Saran created a model that defined what “daily active site users” means, breaking down which events counted, how to handle edge cases (or when standard code fails), and more.With the new model, data teams across the company could rely on a standard method to determine the number of daily active users for the projects and sites they were responsible for and obtain comparable results using the same logic.From there, Saran and his team built Yahoo! Digits, an internal web analytics tool used for all the company’s products.Saran left Yahoo in 2010 to join Intuit as a staff engineer in Mountain View, Calif. He helped build the analytics infrastructure that unified data across the company’s products, including TurboTax and QuickBooks accounting software. During his tenure, Intuit developed a feature that detected fraudulent tax filings in real time. It required Saran and other engineers to build a system to protect taxpayer data while adhering to strict U.S. Internal Revenue Service policies.“IEEE operates in a lot of countries where engineers don’t have easy pathways into the global professional community. That kind of connection matters as AI development spreads beyond a handful of organizations.”“This taught me that privacy and governance can’t be layers you bolt onto software after the fact,” he says. “They have to be part of the architecture from the start.”Saran joined Meta (known as Facebook at the time) in 2016 as a lead software engineer in Menlo Park, Calif. The company was facing controversy over its video metrics: Meta publicly acknowledged an error that caused it to overstate the number of views for posted videos.“This wasn’t a coding bug; it was an architectural problem,” Saran says. He built a system that worked similarly to what he had developed at Intuit, whereby one single truth was defined to govern all video view metrics across the site.That system, Metric360, eventually became part of the site’s architecture. By the time he left Meta in 2021, he says, Metric360 was being used across the company to calculate video metrics.He left the company to become a principal software engineer at Wealthfront, a financial services company in Palo Alto, Calif. He helped build the company’s data infrastructure.Building trustworthy AI systems at AnthropicSaran joined Anthropic in 2025 as a member of the technical staff.To describe the implications of his work, he uses a medical analogy: “Imagine a doctor is monitoring a patient’s vital signs and making treatment decisions based on those numbers. What if one or a few of the medical devices used were slightly miscalibrated? Even if most readings are fine, it’s a serious problem because the difficult decisions happen in the margins.“It’s the same with AI systems. My job is essentially to make sure the instruments are giving accurate readings—that the data means what it says it means.”His job comes with high stakes and complex problems to solve.“AI agents are especially tricky to observe,” he says. “When a system is taking sequences of actions [generating conversational responses with different users], you need a way to capture what it did, what information it was working from, and whether outcomes matched what the end user expected. And you have to do all of that without exposing anyone’s private information—the systems are designed to recognize sensitive data and keep it protected as it flows through. It’s a much more demanding observability problem than anything I’ve worked on before.”Solving for system reliability while AI is still in its early days of adoption is both Saran’s passion and the problem that keeps him up at night, he says.“I think making AI systems genuinely auditable and transparent is one of the more important engineering problems of the next decade,” he says, “and it doesn’t get talked about as much as model capabilities do.”IEEE can play a role in shaping AI developmentSaran joined IEEE in March 2025.“After more than 20 years of building data infrastructure across organizations like Yahoo, Intuit, Meta, and Wealthfront,” he says, “I wanted to contribute back to the technical community through peer review, publishing, and engaging with the broader engineering research ecosystem.”He says he believes IEEE can play an essential role in shaping the future of AI through its standards work.“We have standards for everything, from building codes to software testing,” he says. “AI infrastructure needs something similar, and IEEE has the credibility and the reach to do that.”Another problem that IEEE can solve for, he says, is access: “IEEE operates in a lot of countries where engineers don’t have easy pathways into the global professional community. That kind of connection matters, especially as AI development spreads beyond a handful of organizations in a few cities.”

12.10.2026 18:00:02

Technologie a věda
10 dní

This article was originally published by Canary Media.The geothermal startup Fervo Energy is now selling power to the grid from its Cape Station project in Utah—marking the first time a utility-scale, next-generation geothermal facility has achieved such a feat worldwide. The Houston-based firm turned on an initial 33-megawatt unit late last week and has been testing and ramping up output since. On Thursday, Fervo will officially begin commercial operations, supplying carbon-free electricity to Shell Energy, a retail power provider in California. Cape Station, a $2 billion project that will eventually be 500 MW, is unique among the world’s commercial geothermal plants. While other facilities draw on naturally occurring hot water and steam, Fervo has engineered its own geothermal resource deep underground. The startup uses drilling techniques from the oil and gas industry to create reservoirs in hot, dry rocks that generate steam to produce electricity. “Traditional geothermal would have never been done in southern Utah,” says Dawn Owens, Fervo’s senior vice president and head of development and commercial markets. With the first unit online, Fervo says it is working to commission two more 33-MW power blocks by 1 January, 2027. The project’s remaining 400 MW—which is supported by a new agreement with Google—is under construction and slated to come online in 2028. Fervo’s Next-Generation Geothermal JourneyFervo already operates a 3.5-MW commercial pilot plant in Nevada, which went online in late 2023. Owens says the pilot, called Project Red, was important for demonstrating the technology itself. But firing up Cape Station proves that Fervo’s approach can achieve utility scale and export power to wider markets. “This is massive for both Fervo and the geothermal industry at large,” she says. Fervo, which went public in May, is leading the fast-growing movement to develop clean, always-on geothermal power to meet soaring demand from data centers and balance growing supplies of intermittent solar and wind energy. Next-generation geothermal firms have raised billions of dollars in private capital in recent years to develop and deploy technologies that can harness energy in harsh, deep environments. Drilling continues at Fervo Energy’s Cape Station geothermal plant in Beaver County, Utah, where the company plans to ramp up production to 500 MW. Fervo EnergyToday, geothermal represents just 0.4 percent of total U.S. electricity generation every year. Expanding geothermal’s share of the mix will require not just building more projects like Cape Station but also tackling high upfront drilling costs and other economic and regulatory barriers—all while working to limit potential impacts on communities and the environment, experts say. “Fervo’s first power achievement shows investors the size and scale of the opportunity to fuel many more such milestones across developers and sites in the future,” says Mitchell Smith, who serves as grid lead for the Mountain West Geothermal Consortium. The bipartisan initiative is calling for increased public and private financing “to help bring more projects online responsibly and at the speed of demand,” he added. Enhanced Geothermal Energy Gets CheaperFervo has declined to disclose the terms of its power purchase agreements for in-progress and future development, which together represent about 1,000 MW, or enough to power roughly 1 million U.S. homes every year. Phase 1 of Cape Station is set to deliver power at $7,000 per kilowatt, while Phase 2 should come at $5,500 per kilowatt, the company previously told Canary Media. (By comparison, the average cost to build a natural gas–fired power plant was $2,157 per kilowatt in 2025.) Along with slashing drilling costs, enhanced geothermal projects could improve their economics by delivering power when it’s most valuable to utilities, according to researchers. While geothermal plants traditionally provide around-the-clock, baseload power, next-generation facilities might operate flexibly during certain periods—like in the evening, when solar output declines—to reduce overall grid costs. Geothermal plants could also operate “behind the meter” to directly power data centers so that the costs of adding new electricity capacity aren’t passed on to utility customers, Owens says. “We’ve been saying all along that our technology makes geothermal more scalable and affordable in more places,” she says. On Cape Station’s powering-up, she adds, “That’s just something no next-generation geothermal company has ever been able to do before.”

12.10.2026 13:00:02

Technologie a věda
13 dní

Today’s engineers face an unprecedented acceleration in AI hardware complexity, as explained in the recent research article “Revisiting Edge AI: Opportunities and Challenges.” The article examines the rapid growth of edge AI and the challenges it creates, including resource constraints, model architecture limitations, and network demands across edge-AI deployments.The acceleration is driven by a fundamental shift in how modern AI models are built and scaled. As the models have become much larger and more complex, they are computationally more demanding because they contain more parameters and require more calculations.To meet the demands of scaling deep neural networks, the industry is increasingly developing AI chips that are designed for specific tasks.One major reason is that moving data between memory and the processor has become a major limitation on AI performance.The movement to confront the hardware bottleneck—the AI memory wall—has altered the trajectory of semiconductor innovation, shifting architectural priorities toward domain-specific accelerator platforms.No longer can engineers evaluate systems statically; they must master joint hardware design and network-algorithm co-optimization to navigate the critical trade‑offs between throughput, latency, and operational efficiency.The challenges are addressed in the new AI Processor Architecture, Design Principles, and Performance program, developed by IEEE Educational Activities with support from the IEEE Computer Society.Topics coveredThe five-course program provides a structured exploration of AI processor technologies, from fundamental design principles to advanced architectures and real-world deployment.The topics are:Fundamental principles of design and functionality.Practical insights into advanced architectures.Understanding neural processing units for industry deployment.Emerging trends and evolving architectures.Designing for edge, cloud, quantum, and the Internet of Things (IoT).The program addresses the needs of professionals across the AI hardware ecosystem, including hardware architects, chip designers, embedded systems developers, data‑center hardware engineers, and innovators exploring next‑generation processor ecosystems.It is also valuable for those transitioning into AI chip design or seeking to understand the architectural forces shaping modern machine learning acceleration. For many, it provides the bridge between theoretical knowledge and the collaborative, cross‑disciplinary reasoning required in engineering environments.The program is designed to explore how modern AI processors are conceived, structured, and optimized. The architectural layers that define contemporary AI hardware will be covered, including compute units, memory hierarchies, dataflows, and the performance characteristics that emerge from design decisions. The curriculum bridges theory and application, enabling participants to interpret architectural foundations, analyze trade‑offs, and understand how hardware structures shape computational efficiency across diverse environments.By the end of the courses, learners will be able to evaluate processor behavior with the analytical precision expected of professionals working at the frontier of AI hardware design.AI-generated avatars explain conceptsThe program also uses a dialogue‑driven learning approach. Learners view conversations between AI-generated avatars that engage in scenario‑based dialogues. The avatars represent engineers tackling the same problems from various perspectives based on their different roles. The simulated storytelling and dialogues make advanced engineering concepts approachable without sacrificing depth or interactivity, because the user is occasionally challenged to decide the correct answer that leads to the best course of action.A hardware engineer might push back against a systems engineer’s demands, for example, revealing the friction between physical constraints and algorithmic ambition. A computational validation specialist might interrogate a chip performance engineer’s optimism, exposing the gap between theoretical throughput and real‑world behavior. A heterogeneous systems architect could debate a multiprocessor coordination specialist about synchronization overheads, while a standards development engineer discusses regulatory implications with a technology strategy and compliance architect.In the final course, an IoT systems architect and an embedded AI optimization engineer dissect the realities of deploying AI in constrained environments.By the end of the course, learners will be able to evaluate processor behavior with the analytical precision expected of professionals working at the frontier of AI hardware design.The avatar-driven learning environment creates a psychologically safer environment for learners, who might feel intimidated by traditional expert‑led videos. Research published in 2024 in IEEE Transactions on Learning Technologies showed that avatar‑based instruction can increase a learner’s confidence by up to 25 percent and improve retention of complex technical material.Each course concludes with a module in which the two experts from different disciplines debate, question, and challenge each other’s assumptions.Modeling expert reasoning through dialogueThe cross‑disciplinary conversations can do more than explain concepts; they can model how experts think. They can reveal the negotiations behind architectural choices, the competing priorities that shape system design, and the analytical rigor required to balance performance, efficiency, scalability, and compliance.Learners observe engineering discourse, gaining insight into the reasoning patterns that drive innovation in AI processor development.The program goes further by interrupting the dialogue at key moments and inviting the learner to step in. Instead of passively absorbing information, the learner decides how to resolve a trade‑off, predict the outcome of a design choice, or select the most defensible engineering path. The experience can feel less like a course and more like an apprenticeship inside an engineering team.A new standard for advanced engineering educationBy merging rigorous technical content with an innovative, dialogue‑driven delivery model, the program sets a standard for teaching advanced engineering. It captures the complexity of real‑world problem‑solving, humanizes the learning experience, and challenges participants to think like the engineers who are defining the future of AI hardware. It is not simply a new course; it is a new way of learning.For individual access, visit the IEEE Learning Network.For customized organizational options, contact a content specialist to discuss volume pricing.

09.10.2026 18:00:02

Technologie a věda
13 dní

In mid-September, Anthropic CEO Dario Amodei joined a growing group of researchers calling for the AI industry to slow down. While some have questioned these researchers’ motivation for voicing concerns about the rapid pace of development, the plea highlighted a key tension between safety and speed. The underlying problem is not simply a technical error, but a sociotechnical failure: Pressure to move quickly has made it hard for engineers to fully assess and manage new risks of increasingly powerful AI systems. It is a clear warning that responsible engineering requires more than technical expertise; engineers must also understand workplace pressures, moral and ethical rules, and the social consequences rooted in the systems they create.Cases like this, alongside invasive surveillance technologies and biased AI tools, have exposed serious shortcomings in how engineers recognize and address the ethical and social implications of their work. While the need to educate graduates in ethics and social responsibility is widely recognized, a persistent gap remains—these topics are too often treated as afterthoughts, disconnected from the technical content of engineering coursework. This siloed approach leaves graduates ill-equipped to address real-world challenges; indeed, only about a third of engineering professionals in the United States report having received training on their public welfare responsibilities during their formal engineering education.We are working to bridge this gap by designing two complementary instructional approaches, one that integrates social issues directly into foundation technical coursework and a second that prepares students to act as “public welfare watchdogs” through a standalone engineering course. By embedding ethics and social responsibility training directly into the core of undergraduate engineering coursework, we equip future professionals with the agency they will need to protect the public good.The gap in instruction about ethics and social responsibilityAcross the engineering profession, there is a persistent belief that technical skill-building is central to engineering, while ethical, social, and public welfare concerns are peripheral or distracting. This technical/social dualism is evident even in the evaluation of scholarly research. For instance, we recently submitted an academic position paper discussing this ethics education gap to a leading peer-reviewed engineering journal. It was dismissed by reviewers along the very same dualism it described. One reviewer warned that it would be “highly irresponsible” to challenge technical skill-building as “the foundation of any kind of engineering” by adding ethics and social responsibility training into engineering classrooms. Another reviewer objected that integrating these considerations into foundational courses risks “distracting the students from fully absorbing the technology.” These comments miss the core argument of our work: that ethics and social responsibility are integral to responsible technical practice.Today, accreditation agencies like ABET (formerly known as the Accreditation Board for Engineering and Technology) and professional licensing bodies like the National Society of Professional Engineers mandate student outcomes related to social and public welfare consequences. But these curriculum requirements tend to be unhelpfully generic and minimally enforced. As a result, engineering students often receive ethics instruction through introductory or non-engineering coursework, where the focus is on codes of conduct and academic integrity, rather than deeper topics of social responsibility. This instruction is almost always disconnected from the complex real-world dilemmas engineers face. Indeed, we find that only ethics instruction in actual engineering courses (not in other parts of the curriculum) can effectively instill ethical awareness as professionals. Concerningly, only about 4 in 10 engineers in the United States recall receiving this kind of training, and 3 in 10 report never receiving training on their public welfare responsibilities at any point in their careers. This leaves most of the profession underprepared to handle the complex challenges of engineering practice.A new approach: Integrating technical and social dimensionsTo advance a new paradigm—one that embeds ethics and social responsibility issues within the undergraduate engineering curriculum—we’ve designed two innovative course-based approaches: a library of one-hour sociotechnical modules for foundational circuits courses (described here and here) and a new engineering course dedicated to public welfare responsibilities.The first approach integrates discussions about relevant social issues directly into foundational engineering courses, where students begin to form their identities as engineers. “Introduction to Circuits” is typically the first course in the electrical engineering major and is a requirement for many other engineering disciplines, making it a powerful site for introducing social content and ethical reasoning. We designed several one-hour modules for this course, where social issues provide context for a technical topic, offering a manageable entry point for faculty who may feel ill-prepared to teach about ethics and social responsibility.While many engineering faculty recognize the importance of teaching students about these topics, they struggle to integrate them into their courses amid heavy teaching and research demands. To overcome these challenges, each module provides ready-to-use materials, including lecture slides with scripts and homework and exam problems. Integrating these modules directly into the course signals to students that sociotechnical awareness is not an “add-on,” but a required professional competency.Our module on hospital power prioritization, for instance, connects the technical topics of power and equivalent circuits to the ethical challenges of healthcare infrastructure. Students learn about the reality of “red outlets” in medical settings, debating the power needs of specific wards (e.g., the intensive care unit, operating rooms, and physiotherapy rooms) to decide which branches should receive emergency power during a hypothetical outage.Our conflict minerals module connects the technical topic of capacitors to the global tantalum supply chain. Students calculate the amount of tantalum used in cell phones and identify mining locations in regions like the Democratic Republic of the Congo, where revenue often fuels armed conflict and human rights abuses. Students research the conflict-mineral policies of major companies such as Apple and Samsung and reflect on their future roles as ethical designers and consumers.Student responses to these modules have been overwhelmingly positive. In interviews, students told us that the content helped them get away from the “stigma that engineers only worry about math” and made the work more meaningful. We plan to share the modules widely to help circuits instructors across the globe bridge the technical-social divide.Beyond these integrated modules, our second approach is a standalone engineering course—Public Welfare Responsibilities in Engineering (PWRE)—that helps round out students’ sociotechnical education by preparing them to fulfill their professional obligations as engineers. While most dedicated ethics courses end by introducing engineers’ abstract responsibilities, PWRE helps students recognize specific public welfare concerns, enhances their motivation to act when they encounter them, and teaches concrete, practical intervention strategies.In addition to teaching students about professional codes, such as the IEEE Code of Ethics, PWRE engages students in discussion of where these formal definitions may fall short, and how structural barriers such as workplace culture can hinder engineers from fulfilling these responsibilities. Then, the course equips students with intervention strategies. Students learn about their rights and responsibilities as whistleblowers, review tactics for seeking advice from professional societies, and practice writing op-eds to raise the alarm about ethical issues to the broader public. Our research shows that the course produces notable shifts in students’ ethical agency, strengthening their ability to serve as “public welfare watchdogs” in the modern workplace.Ethical engineers for the futureToday’s engineering graduates face complex sociotechnical challenges beyond AI expansion, including climate change and global supply chains; they need tools to navigate ambiguity and act ethically in uncertain contexts. To meet these evolving demands, engineering education must move beyond outdated modes of instruction that focus only on building technical skills—some of which may soon be outsourced to AI. We must fundamentally reimagine the role of ethics and social responsibility, embedding them across the engineering curriculum and throughout the professional formation of engineers.All engineers learn to solve problems, but ethical engineers can also discern which problems are worth solving and anticipate the consequences of innovation for society. By centering ethics and social responsibility as core priorities of the profession, we can prepare engineers to be stewards of technology and trusted voices in public discourse.As one student reflected after participating in our modules, “We are a part of the issue if we don’t decide to fix it.”

09.10.2026 12:00:02

Zahrádkaření

Zprava i zleva

Zprava i zleva
dnes

Politici všech pěti opozičních stran se nebudou účastnit mediálních debat s poslancem za SPD Miroslavem Ševčíkem, dokud se veřejně neomluví za středeční výroky v poslanecké sněmovně. Hrubost a agresivita, kterou tím podle nich vládní poslanec projevil, nesmějí být běžnou součástí politické diskuse. Šéfové poslaneckých klubů ODS, STAN, Pirátů, KDU-ČSL a TOP 09 to uvedli ve společném prohlášení, které ve čtvrtek večer zaslali ČTK. Opozice pobouřilo Ševčíkovo vyjádření o menopauze, které ve středu pozdě večer po žádosti předsedkyně poslanců STAN Michaely Šebelové o pauzu na jednání frakce vyvolalo v jednacím sále silné emoce a ostrou výměnu názorů mezi vládním a opozičním táborem. Starostové se kvůli tomu v pátek obrátí na mandátový a imunitní výbor dolní parlamentní komory. Ševčík novinářům řekl, že svými slovy nikoho nenapadl a nebyla určena Šebelové. "Slovo menopauza není sprosté ani vulgární, vztahuje se pouze k opakování pauzy a opakování pauzy tam (na plénu) bylo opakovaně vyhlášeno," uvedl vládní poslanec. "Poslankyně a poslanci ODS, STAN, Pirátů, KDU-ČSL a TOP 09 důrazně odmítají vulgární chování, osobní urážky a slovní útoky na půdě poslanecké sněmovny. Hrubost a agresivita nesmějí být běžnou součástí politické diskuse a další snižování politické kultury nelze přehlížet. V reakci na včerejší nepřijatelné výroky poslance Miroslava Ševčíka se proto opoziční strany společně rozhodly, že se jejich zástupkyně a zástupci nebudou účastnit mediálních debat, v nichž bude tento poslanec vystupovat, dokud se za své výroky veřejně neomluví," shodli se opoziční poslanci. Nejde podle nich o odmítání politické diskuse, ale o jasné vymezení hranic slušnosti.

22.10.2026 19:42:58

Zprava i zleva
dnes

Od nevhodného výroku poslance Miroslava Ševčíka (za SPD) se sněmovní debata ve čtvrtek nečekaně stočila k duševnímu zdraví, umělé inteligenci a zamilovaným veverkám. Premiér Andrej Babiš (ANO) totiž při interpelacích vysvětloval, jak se vyrovnává s prostředím plným nenávisti a co pro něj znamená video dvou animovaných hlodavců, které dříve sdílel na svém instagramovém účtu. „Tam je ta láska, víte?“ prohlásil s úsměvem. Původně přitom odpovídal na otázku, zda souhlasí s urážkami žen ve sněmovně. Pirátská poslankyně Olga Richterová se na premiéra obrátila kvůli středečnímu incidentu, při kterém Miroslav Ševčík pokřikoval na poslankyni Michaelu Šebelovou (STAN), aby si místo pauzy vzala menopauzu. Richterová upozornila, že „tohle hulvátství“ má mnohem širší dopad – nejen na ženy ve veřejném životě, ale také na mladé lidi a na ochotu veřejnosti zapojovat se do politiky. „Sama o tom také něco vím. A mám proto otázku přímo na vás jako na předsedu vlády této země. Vy tohle chcete? Vy chcete, aby váš koaliční partner urážel ženy tím nejhulvátštějším způsobem a pak se neomluvil?“ vyzvala Babiše. „Já samozřejmě s tím nesouhlasím. Určitě se mi to nelíbí,“ odpověděl Babiš. „Tak co na to mám říkat? Každý si dělá svoji image a je to jako jejich věc. Možná někomu se to líbí, někomu nelíbí. Mně se to nelíbí,“ podotkl. Vzápětí však začal připomínat, že on sám bývá terčem urážek. „V podstatě je potřeba ale samozřejmě se na to podívat u všech. Takže nevím, jestli vůbec vy si pamatujete v minulosti, co všechno vlastně jste říkali o mně. Jak jste…

22.10.2026 18:53:33

Zprava i zleva
dnes

Český prezident Petr Pavel zkritizoval dohodu amerického prezidenta Donalda Trumpa s Ruskem o dodávkách nafty do Spojených států. Podle něj krok oslabuje tlak západních sankcí na Moskvu a komplikuje vyhlídky na příměří ve válce na Ukrajině. Rusko díky tomuto „dealu“ podle Pavla získává novou naději, že se mu podaří vyjednat podmínky ukončení války přímo s Washingtonem. Pavel to uvedl v rozhovoru pro mezinárodní novinářskou síť Axel Springer Global Reporters Network, z níž cituje uznávaný server POLITICO. Český prezident považuje dohodu za chybu, která může zkomplikovat dosavadní diplomatické úsilí. „Příměří bylo poměrně blízko,“ uvedl Pavel s tím, že vývoj v posledních dnech může jeho dosažení ztížit. Podle českého prezidenta koordinované sankce Spojených států a evropských zemí přispívaly k rostoucímu tlaku na ruskou ekonomiku, zejména na ropný průmysl a oligarchy napojené na Putinův režim. Dohoda o dodávkách nafty však podle něj tento tlak oslabuje. Moskva navíc může krok Washingtonu vnímat jako signál, že její vztahy se Spojenými státy lze obnovovat i navzdory pokračující agresivní válce. Pavel se zároveň zastal ukrajinského prezidenta Volodymyra Zelenského, který se opakovaně dostává do sporů s Trumpem. Připomněl, že Ukrajina je obětí ruské agrese a válku nezačala. Trump podle Pavla přistupuje k Rusku jinak než většina evropských lídrů a ve vztazích s Moskvou klade větší důraz na ekonomické zájmy Spojených států než na širší střet demokratických a autoritářských režimů.

22.10.2026 18:36:17

Zprava i zleva
dnes

Investigativní reportér Seznam Zpráv zveřejnil v tomto týdnu článek o tom, že ministr zahraničí Petr Macinka se nepřipojil k finské iniciativě, která by omezila vstup Rusů do členských států EU. Na pondělní tiskové konferenci se do novináře nevybíravě opřel Petr Macinka, který jej nepřímo nazval „blbem“. Nyní Lukáš Valášek publikoval další článek. V něm píše, že kvůli střetu zájmů poradkyně ministra Aleše Juchelky (ANO) nelze dětské skupiny financovat z evropských dotací, a jejich provoz tak zaplatí stát. Manažerkou těchto projektů se pak nově stala dcera místopředsedy ANO Roberta Králíčka. To rozhořčilo poslance Pavla Růžičku (ANO), který Valáška označil za „morální maják z Temu“. Na Růžičku reagovali nejen europoslanec Tomáš Zdechovský, ale také novinář Tomáš Etzler a „ostrou palbu“ mu vrátili. Investigativní reportér Seznam Zpráv Valášek tento týden upozornil na to, že ministr zahraničí Petr Macinka odmítl podpořit finskou iniciativu zaměřenou na omezení vstupu ruských občanů do zemí EU. Nyní Valášek přišel s dalším zjištěním: kvůli střetu zájmů poradkyně ministra Aleše Juchelky (ANO) nebude možné financovat některé dětské skupiny z evropských dotací, takže náklady ponese český stát. Manažerkou těchto projektů se navíc stala dcera místopředsedy ANO Roberta Králíčka. Ten je dlouholetým poslancem hnutí ANO, který se specializuje na obranu a bezpečnost. Na jeho obhajobu přispěchal jeho stranický kolega Pavel Růžička: „Vy jste, Lukáši Valášku, takový morální majáček z Temu. U Karla Řehky vám nevadí, že bydlí v domě lobbisty s vazbami na armádní byznys. Zato na pětadvacetiletou holku si…

22.10.2026 17:13:51

Zprava i zleva
dnes

Ukrajinské úřady ve čtvrtek nařídily povinnou evakuaci rodin s dětmi z Kramatorska a Slovjanska, dvou měst, která Ukrajinci stále ovládají v průmyslovém regionu Donbas na východě země. Tato města představují poslední bašty ukrajinské armády v regionu, který se Kreml snaží celý dobýt, píše agentura AFP. "Bezpečnostní situace se neustále zhoršuje. Ruské jednotky každý den útočí na Kramatorsk a Slovjansk. Zasahují obytné čtvrti, civilní dopravu i místa, kde se shromažďují lidé. Zůstávat zde s dětmi představuje neospravedlnitelné riziko," napsal šéf správy Doněcké oblasti Vadym Filaškin na sociální síti, aniž by upřesnil, kolika lidí se evakuace týká. Julija Ryžakovová, která v regionální správě vede odbor péče o děti, v polovině října informovala, že v oblastech Kramatorska a Slovjanska stále žije téměř 350 dětí. Uvedla také, že v Ukrajinou ovládané části Doněcké oblasti žije více než 70.000 civilistů, včetně přibližně 3000 dětí. Ruské jednotky se k oběma městům pomalu přibližují už měsíce. Místní úřady již dříve nařídily povinnou evakuaci v několika částech aglomerace, která zahrnuje obě města a okolní vesnice. Ruské jednotky se nyní - podle lišících se údajů různých zdrojů - nalézají pět až 15 kilometrů od Kramatorska a Slovjanska a jejich útoky mají značný dopad na každodenní život. Ruské ostřelování v úterý zabilo v Kramatorsku čtyři lidi, o dva týdny dříve ve městě po zásahu dvou autobusů leteckou pumou přišlo o život 30 lidí, napsala AFP. Ukrajinské velení se snaží zastavit ruskou ofenzivu v bitvě o Donbas na přístupech ke Kramatorsku a Slovjansku, a tak vytvořilo dvě…

22.10.2026 17:13:30

Zprava i zleva
dnes

Velmi malé děti by neměly zůstávat samy doma z bezpečnostních důvodů. Rizika však nedošla rodičům v čínském městě Čang-pching. Zatímco matka byla v obchodě nakupovat jídlo a otec odešel do práce, dívence šlo o život. Tragédii se snažili odvrátit sousedé. Zvídavost mohla stát tříletou holčičku z Číny život. V době nepřítomnosti obou rodičů se totiž protáhla okenní mříží a hlava jí uvízla mezi kovovými tyčemi. Zbytek tělíčka pak visel venku. Incident se podle dostupných informací odehrál v sobotu 17. října kolem 7:48 ráno. Nikdo zprvu netušil, že se v bytě ve 12. patře výškového domu odehrává takto dramatický moment, pak ale někdo dal na sousedský skupinový chat fotografie dívenky, která byla evidentně v ohrožení života. Muži okamžitě přispěchali na pomoc – byli mezi nimi obyvatelé domu, členové ostrahy i pracovníci správy domu. Kdosi celou situaci také natočil. Na záznamech je patrné, jak se dva muži vyklánějí z oken bytu o podlaží níž a drží pod dívenkou bílou stoličku jako provizorní oporu. Mezitím na místo spěchali záchranáři. „Zdálo se, že se skupina sousedů v držení stoličky střídá,“ popsal také záběry server News.com.au. Hasiči nakonec násilím otevřeli dveře bytu a dívenku vysvobodili. Naštěstí se jí nic vážného nestalo, preventivně ji ale odvezli zdravotníci do nemocnice na vyšetření. Otec, který byl v době incidentu v práci, následně poděkoval sousedům i správě domu za pomoc při záchraně dcery.

22.10.2026 16:38:25

Zprava i zleva
dnes

Premiér Andrej Babiš (ANO) ve sněmovně při dnešních interpelacích hájil rozšíření frakce Patrioti pro Evropu Evropského parlamentu (EP), do které patří i europoslanci ANO, o českou europoslankyni Kateřinu Konečnou (za Stačilo!). Uvedl, že ačkoli se s ní neshodne na některých záležitostech mezinárodního charakteru i v České republice, Konečná má s Patrioty stejné názory na Evropu suverénních států, boj proti současné podobě Green Dealu a nelegální migraci. Uvedl také, že díky ANO se komunisté nedostali dvakrát do sněmovny, a to v roce 2021 jako KSČM a loni v uskupení Stačilo! „Vy jste spolupracovali, my jsme je porazili, žádnou komunistickou stranu už nepotřebujeme, jsme catch-all,“ řekl Babiš na dotaz předsedy ODS Martina Kupky ohledně spolupráce ANO s členkou strany, která se neodřízla od předchozího režimu. Poznamenal také, že Patrioti ještě budou o vstupu Konečné hlasovat. „Komunisti nás vydírali,“ postěžoval si později Babiš s tím, že jeho tehdejší menšinovou vládu vydírala právě Konečná. Vydírání se týkalo výdajů na obranu ze státního rozpočtu. Kupka si pak do Babiše rýpl v souvislosti v souvislosti s oslavami 17. listopadu, když předpokládá, že premiér půjde na Národní třídu. „Tak nevím, jestli to povede k tomu, že si definitivně vyoperujete páteř,“ řekl předseda ODS. Patrioti pro Evropu jsou třetí největší politickou frakcí v EP. Z českých europoslanců je v Patriotech sedm poslanců ze hnutí ANO a Antonín Staněk (za Přísahu). Konečná byla dosud nezařazená v Evropském parlamentu, ve středu oznámila, že vstoupila k Patriotům pro Evropu. S frakcí se podle svých slov dosud nejvíce shodovala při hlasování. Podle…

22.10.2026 16:06:33

Zprava i zleva
dnes

Když si v letadle zaplatíte za konkrétní sedadlo, počítáte s tím, že ho také dostanete. Cestovatelská blogerka Tomiko Harvey si vybrala na desetihodinový let místo u uličky a také na něj dosedla. Pak ji ale cizí žena požádala o výměnu. Její odmítnutí překvapivě vyvolalo silné emoce. Dlouhý let z Istanbulu do Washingtonu se pro Američanku Tomiko Harvey proměnil ve velmi nepříjemný zážitek. Čekala, že během deseti hodin ve vzduchu bude moci v klidu relaxovat a těšit se do cíle, jenže jí to znemožnila jiná pasažérka, která seděla vedle ní na prostředním sedadle. Po čase totiž blogerku poprosila, zda by si nevyměnila místo s jejím manželem, jenž seděl také uprostřed – ale o dvě řady vpředu. Tomiko by v ten moment přišla o sedadlo u uličky, které si cíleně vybrala. Nakonec bez těžkého srdce odmítla. „Řekla jsem ne. Tři hodiny plakala, zatímco její manžel většinu té doby prospal se sluchátky na uších,“ popsala následně Tomiko reakci ženy na svém blogu Passports & Grub. Nakonec se sousedky zeptala, zda jí někdo nezemřel. Podle jejího vyprávění žena odpověděla, že ne: stýskalo se jí prý po manželovi a chtěla si položit hlavu na jeho rameno. https://www.youtube.com/shorts/CJWTHnSnE3s Blogerka přitom sama prožívala ztrátu otce. Jak vysvětlila, vracela se z Kazachstánu po jeho úmrtí a doufala, že během cesty najde chvíli klidu. Poněkud hysterické sousedce, která nedokázala pochopit její odmítnutí, však o svém zármutku neřekla. Po přistání si pak Tomiko neodpustila směrem k citově rozervané pasažérce ironickou poznámku: „Výborně. Podívejte, zvládla jste deset hodin bez…

22.10.2026 16:04:00

Zprava i zleva
dnes

Práce ve zdravotnictví je jistě záslužná, mnohdy ale dokáže dost vyčerpat. Své o tom ví i osmačtyřicetiletá zdravotní sestra Cami Lane, která tomuto povolání zasvětila čtvrt století svého života. Nakonec původní zaměstnání opustila a vrhla se do činnosti, která ji mnohem více naplňuje a finančně lépe zabezpečuje. Když ještě Cami sloužila v nemocnici, myšlenkami stále častěji „utíkala“ k domovu, kde měla starý nábytek k renovaci. „V práci zdravotní sestry jsem se cítila vyhořelá a pořád jsem myslela na kusy, které na mě čekají doma,“ svěřila se. Původně to měl být pouhý přivýdělek, nakonec se z něj ale stala plnohodnotná kariéra. Úplně poprvé začala probouzet k novému životu komodu do dětského pokoje, kterou jí její dcera svěřila. Ačkoliv měla zkušenosti s domácími úpravami, do renovací nábytku se tehdy teprve ponořovala. Cami tedy nakonec pátrala i na internetu, kde natrefila na úspěšné podnikatele v tomto oboru. Zveřejňovali výdělky z prodeje opravených kousků, což ji zaujalo natolik, že se to rozhodla také vyzkoušet. Později se jí podařil skutečný majstrštyk. Z druhé ruky koupila asi za 20 dolarů dva noční stolky a zrenovovala je. Následně je prodala za neuvěřitelných 275 dolarů a rozhodla se po úspěchu pokračovat. Nejprve však renovovala asi jeden kus nábytku týdně, přičemž dál pracovala jako zdravotní sestra. Cami byla natolik šikovná, že jí mohli zákazníci ruce utrhnout. Jakmile tedy příjmy z prodeje renovovaného nábytku začaly převyšovat její výdělek ze zaměstnání, dala zdravotnictví sbohem – stalo se tak po půl roce. Nový byznys ovšem vyžadoval kvalitní zázemí, proto si z rodinné…

22.10.2026 16:03:00

Zprava i zleva
dnes

Za sobotními nepokoji stály rozvratné ultralevicové skupiny, které plánovaly svrhnout republiku. Po schůzce zástupců vlády a tajných služeb to ve čtvrtek podle francouzských médií prohlásil francouzský prezident Emmanuel Macron. Francie v příštích dnech zakáže "nelegitimní" protesty, oznámil také prezident. Demonstracím organizovaných skupin, jako jsou odbory, budou podle něj nabídnuty alternativní cesty pro protestní průvody, aby byly ochráněny živnosti. Protesty minulý víkend v řadě francouzských měst provázely násilnosti, rabování i střety s policií. Francouzští politici už v minulých dnech obvinili ze zneužití demonstrací k podněcování nepokojů krajní levici. Macron ve čtvrtek prohlásil, že za nepokoji a rabováním po celé Francii minulou sobotu stály ultralevicové skupiny a vandalové. Prezident odsoudil podvratné činy, jichž se podle něj dopustily "organizované skupiny krajní levice, které usilují o svržení republiky". Šéf Elysejského paláce připustil "nedostatky v předvídání situace". Justice však podle něj naplno pracuje, přičemž několik tisíc lidí bylo vzato do policejní vazby a několik stovek jedinců bylo uvězněno. Dva dny před dalšími plánovanými demonstracemi se francouzská vláda snaží zmírnit napětí a reagovat na kritiku, která zazněla po chaotických událostech ze 17. října. V samotném hlavním městě Paříži se v sobotu má konat protestní průvod vedoucí z náměstí Bastily na náměstí Place de la Nation, organizovaný odbory. Policie potvrdila, že další dva samostatné protesty, navržené studentským sdružením Interfac a protestujícími z takzvaného hnutí žlutých vest budou zakázány. Francouzské úřady v několika městech zakázaly i protesty plánované na čtvrtek. V některých částech francouzské metropole a dalších městech - v Paříži, Lyonu, Lille a Grenoblu - se už…

22.10.2026 14:00:12

Zprava i zleva
dnes

Jmenoval se Bond. James Bond. Měl pronikavě modré oči, nebezpečně napumpované svaly a povolení zabíjet. Jenže pak se nechal sestřelit na opuštěném ostrově. A zůstalo po něm jen prázdno. Kdo převezme štafetu po Danielu Craigovi? Tak zní otázka, kterou si filmoví fanoušci pokládají už od roku 2021, kdy britský herec oblékl slušivý smoking naposledy. Od té doby se na seznamu možných kandidátů vystřídala pěkná řada hollywoodských krasavců. A zatímco veřejnost nadšeně tipovala, sem tam se v diskuzích pořádně pohádala, tvůrci nové bondovky mlčeli jako zařezaní. Nyní to ale vypadá, že čekání se chýlí ke konci. Podle hollywoodského novináře Jeffa Sneidera, který se specializuje na zákulisní informace z filmového průmyslu, se výběr nového představitele zúžil na tři kandidáty. Dva z nich mají jméno i tvář. Identita třetího je stále tajemstvím. Prvním z favoritů je devětadvacetiletý australský herec Jacob Elordi. Čeští diváci ho mohou znát především ze seriálu Euforie nebo filmového Frankensteina. Vysoký, charismatický a mezi mladými diváky mimořádně populární herec by mohl slavné sérii dodat zcela novou energii. Právě on by podle Sneidera mohl být nejpravděpodobnějším vítězem. Režisér připravované bondovky Denis Villeneuve totiž podle novináře rád spolupracuje s výraznými mladými hvězdami. Sám Elordi navíc o roli podle zákulisních informací velice stojí.  Druhým kandidátem je šestatřicetiletý skotský herec Jack Lowden, nazrzavělá hvězda, která má se světem špionáže bohaté zkušenosti. V populárním seriálu Slow Horses totiž hraje agenta britské kontrarozvědky MI5. Do role charizmatického Bonda by tak přicházel už značně připravený. Má to však jeden háček.

22.10.2026 13:51:51

Zprava i zleva
dnes

Požáry v kuchyni nejsou rozhodně ojedinělé. K jednomu takovému došlo 17. října ve městě Mohali v indickém státě Paňdžáb. V domácnosti lékařky Shivangi Joshi vzplanula pánev, protože ale byla nejspíš v šoku, nedokázala oheň uhasit. Pomohl naštěstí hrdinný kurýr, jenž jí zrovna doručoval balíček. Shivangi Joshi spěchala v sobotu 17. října ke dveřím poté, co kurýr se zásilkou zazvonil na zvonek. Na sporáku však ponechala pánev, z níž se po chvíli začalo kouřit. Nakonec z ní vyšlehly plameny a hrozil rozsáhlý požár. Celou dramatickou situaci zaznamenala také bezpečnostní kamera. Na záznamu je vidět, jak žena s kurýrem hovoří a přebírá balíček. Po chvíli se ale vrací do kuchyně, kde spatří plameny šlehající z rozpálené pánve na sporáku. Místo aby se snažila požár uhasit, stojí před ním jako opařená. V ten moment naštěstí skvěle zareagoval duchapřítomný kurýr. Sama lékařka se k tomu také vyjádřila na sociálních sítích: „Když v mé kuchyni vypukl požár, vůbec jsem nevěděla, jak ho dostat pod kontrolu. On jednoduše zasáhl, bez váhání mi pomohl a připomněl mi, že lidskost stále existuje.“ Kurýrova pomoc ji tedy hluboce dojala. Ve svém poděkování upozornila také na to, jak snadno lidé druhé posuzují podle vzhledu nebo zaměstnání. Profese přitom podle ní nevypovídá o odvaze ani ochotě pomáhat ostatním. „Možná nenajdu ta správná slova, abych mu poděkovala, ale nikdy nezapomenu, co udělal. Někteří lidé doručují balíčky. Jiní přinášejí naději ve chvíli, kdy ji nejvíc potřebujete,“ svěřila se žena. Podle NDTV mělo video v době vydání článku přes 7,4 milionu zhlédnutí.

22.10.2026 13:22:46

Zprava i zleva
dnes

Vyjednávací tým hnutí STAN bude pracovat na variantě koalice se SPOLU (ODS, TOP 09) a Prahou sobě. Po jednání zastupitelského klubu STAN to novinářům řekl lídr hnutí Petr Hlaváček. Předseda Prahy sobě Adam Scheinherr podle něj na nabídku spolupráce odpověděl, že je ochoten jednat, aniž by uvedl další podrobnosti. Piráti podle Hlaváčka odmítli nabídku na jedno místo v radě, STAN jim tedy ještě zkusí nabídnout jiné akceptovatelné řešení. "Dohodli jsme se, že náš vyjednávací tým má dál pokračovat v jednání s Prahou sobě, která má zájem jednat," řekl Hlaváček. Se zástupci Prahy sobě chce STAN jednat od příštího týdne společně se SPOLU. "Jednání už budou dohromady," řekl. Na schůzkách chtějí řešit mimo jiné finance a programové priority v dopravě, bydlení a školství. Piráti podle Hlaváčka odmítli nabídku na jedno místo v radě v případě, že by se do koalice zapojili. Chtěli dvě místa. Podle Hlaváčka navýšení počtu radních není možné, jednání však budou pokračovat. STAN chce s Piráty ještě jednat o důvodech jejich odmítnutí a zkusí Pirátům nabídnout jiné akceptovatelné řešení. Hlaváček nevyloučil, že Piráti mohou svůj postoj změnit, dokud nebude koalice uzavřená. Hlaváček také uvedl, že pokud by povolební vyjednávání trvala příliš dlouho, je připraven začít řídit město v koalici se SPOLU. "Cíl je mít co nejširší koalici i ke vztahu k voličům, ale určitě děláme všechny kroky pro to, abychom případně nastartovali koalici ve 34 (zastupitelích, pozn.red.), aby to město mohlo fungovat," řekl. Mezitím by mohla pokračovat vyjednávání s Prahou sobě případně s Piráty. V žádném případě není…

22.10.2026 13:20:03

Zprava i zleva
dnes

Opoziční poslanci budou Ústavní soud žádat o předběžné opatření kvůli brzké účinnosti novely, která ruší pravomoc prezidenta republiky pověřovat a odvolávat vedoucí stálých misí u mezinárodních organizací. Novinářům to ve čtvrtek ve sněmovně řekl místopředseda hnutí STAN Karel Dvořák. Zrušení ustanovení budou u ÚS navrhovat poslanci i senátoři, podpisy se podle Dvořáka již sbírají. Zrušení pravomoci prezidenta pověřovat a odvolávat vedoucí stálých misí u mezinárodních organizací schválila napotřetí sněmovna minulý týden díky vládní většině. Omezení prosadili poslanci ANO, SPD a Motoristů nejprve počátkem července, v září přehlasovali senátní veto a v říjnu i veto hlavy státu. Úprava je součástí osmi desítek novel souvisejících s kontroverzním zákonem o státních úřednících, jehož senátní a prezidentská veta sněmovna hlasy koaliční většiny rovněž přehlasovala. Podle prezidenta Petra Pavla je změna zjevně protiústavní a v rozporu s ustálenou ústavní praxí. Kritici ji označují za koaliční pomstu Pavlovi za to, že odmítl jmenovat do vlády Filipa Turka (za Motoristy) a vynutil si účast na červencovém summitu NATO. Ústavní stížnost na soubornou novelu se rozhodli iniciovat mimo jiné zástupci STAN, Pirátů i kritici z řad senátorů, kteří normě vytýkají terminologický chaos nebo zavedení pětiletého funkčního období pro tajemníky obecních úřadů. Změna, která má platit od 1. listopadu, má podle kritiků usnadnit na obcích povolební výměnu úředníků. Kvůli brzké účinnosti zákona podle Dvořáka hrozí nebezpečí z prodlení. "Dohodli jsme se, že požádáme ÚS, aby posoudil, jestli není namístě vyslovit předběžné opatření," řekl. Kvůli hrozbě, že by už na začátku listopadu mohli skončit všichni vedoucí misí, by měl podle…

22.10.2026 12:59:58

Zprava i zleva
dnes

Ministr zahraničí Petr Macinka (Motoristé) poprvé udělil ceny Gratias agit za šíření dobrého jména České republiky v zahraničí. Letošní výběr třinácti laureátů kombinuje experty s mezinárodním renomé s osobnostmi, které na domácí scéně budí kontroverze. Největší debaty vzbuzuje ocenění herního tvůrce Daniela Vávry. Jako autor celosvětově úspěšných titulů Mafia a středověké série Kingdom Come: Deliverance, které se prodalo přes 16 milionů kopií, prokazatelně přilákal k české historii i turistice mezinárodní publikum. V domácím prostředí je však Vávra vnímán především jako radikální glosátor vystupující proti médiím, progresivismu a domnělé cenzuře. Vávra je rovněž spoluzakladatelem Společnosti pro obranu svobody projevu (SOSP). Tento spolek, s nímž otevřeně sympatizuje jak sám ministr Macinka, tak poslanci jeho strany, čelí výtkám z napojení na dezinformační scénu a šíření proruských narativů. Samotná organizace tato nařčení odmítá a vede kvůli nim soudní spor s ministerstvem vnitra. Druhým výrazným polarizujícím laureátem je filmový režisér a vyslanec dobré vůle Jiří Strach, tvůrce pohádek Anděl Páně či úspěšných kriminálních sérií jako Labyrint a Docent. Strach se dlouhodobě prezentuje silně konzervativními a katolickými názory, vymezuje se proti „kleci politické korektnosti“ a v minulosti vzbudil nevoli například veřejnou provokací v tričku s nápisem „Je suis Weinstein“ na začátku hnutí #MeToo, za což se později omluvil s vysvětlením, že chtěl bránit presumpci neviny. Vedle těchto polarizujících jmen diplomacie ocenila také řadu nezpochybnitelných autorit. Mezi nimi dominuje v Kanadě působící vědec a emeritní profesor Václav Smil, jehož knihy o globální energetice a technologiích pravidelně citují osobnosti jako Bill Gates nebo Mark Zuckerberg.

22.10.2026 12:34:24

Zprava i zleva
dnes

Zvláštní vyslanec amerického prezidenta Steve Witkoff vyvolal pobouření mezi americkými zákonodárci napříč politickými stranami, když při jednání s Vladimirem Putinem označil ruského prezidenta za humanistu. Viceprezident J. D. Vance a prezident Donald Trump se naopak Witkoffa zastali. Ukrajinský prezident Volodymyr Zelenskyj mezitím po ruském útoku na Kyjev ironicky hovořil o ruských „humanistech“. Witkoff se s Putinem setkal 21. října v Petrohradu, kde jednali o ukončení války na Ukrajině. Ruský prezident na začátku schůzky oznámil propuštění amerického občana Stephena Hubbarda, který si v Rusku odpykával trest v souvislosti s účastí v ukrajinských ozbrojených silách. Witkoff na to reagoval slovy: „Tolik mluvíte o tom, že prezident Trump je humanista. Vy jste také humanista, pane, a já vám za to musím poděkovat.“ Republikánský senátor Thom Tillis reagoval na sociální síti X mimořádně ostře. „Co to sakra je, Steve? Vyhledej si definici slova ‚humanista‘. To je ostudné a skandální prohlášení,“ napsal. Witkoffovi také doporučil, aby se vrátil na Ukrajinu a zeptal se rodin dětí, které podle něj Putin unesl a zavraždil, zda s takovým označením souhlasí. Podobně se vyjádřila republikánská senátorka Joni Ernstová. „Vladimir Putin není náš přítel a rozhodně není humanista. Jeho neúnavné útoky na nevinné civilisty na Ukrajině dokazují jeho naprostou neúctu k lidskému životu,“ napsala. Dodala, že válku neukončí ústupky, nýbrž tlak. Republikánský senátor John Cornyn označil Putina za „chladnokrevného vraha“. Demokratická senátorka Jeanne Shaheenová pak napsala, že ruský prezident je…

22.10.2026 12:33:20

Zprava i zleva
dnes
Zprava i zleva
dnes

Evropské vlády si stále více uvědomují, že by brzy mohlo být nutné vybrat zástupce, který bude moct vést přímá jednání s ruským prezidentem Vladimirem Putinem ohledně rusko-ukrajinského konfliktu. Otázkou však zůstává, kdo by to měl být, informoval server Politico. Podle serveru je jedním z možných kandidátů nynější prezident Finska Alexander Stubb. "Prezident Putin nepovažuje Evropskou unii za autoritu," komentoval podle serveru český prezident Petr Pavel skutečnost, že Putin odmítá mluvit s nynějšími evropskými představiteli, například předsedkyní Evropské komise Ursulou von der Leyenovou nebo francouzským prezidentem Emmanuelem Macronem. Pavel uvedl, že by si EU měla vybrat jednoho zástupce, případně skupinu vyjednavačů, kteří za ni budou mluvit. Podle něj se nemusí nutně jednat o zástupce EU nebo NATO. Jedním z důvodů, který opětovně rozproudil debatu na toto téma, je skutečnost, že šéf Bílého domu Donald Trump v posledních dnech s Moskvou jedná za zády evropských spojenců, připomíná server. Evropa si proto uvědomuje, že aby mohla hájit vlastní zájmy a posílit schopnost Kyjeva bránit se, potřebuje s Kremlem přímý diplomatický styk. Politico uvádí, že existují dva hlavní důvody, proč by jako zástupce Evropy pro vyjednávání s Putinem mohl být vybrán finský prezident. Stubb je podle serveru evropským lídrem, který má zřejmě nejlepší vztahy s Trumpem. Finsko má zároveň s Ruskem historické zkušenosti. Země sdílejí 1340 kilometrů dlouhou hranici, v minulosti proti sobě vedly války. Ukrajina se ruské invazi brání od února 2022. I přes protiruské sankce Trump nedávno nečekaně oznámil, že s Putinem dohodl okamžité dodávky ruské nafty na…

22.10.2026 11:59:27

Zprava i zleva
dnes

NÁZOR / Že by to už byl nácvik na nové časy, až budou veřejnoprávní média plně podřízena prostému lidu, kterého budou zastupovat výlučně dnešní vládní strany? V takovém případě by to byl nácvik důkladný. Česká televize v úterý odvysílala devatenáctý díl pořadu Rozpleteno, věnovaný původu covidové pandemie. Jako hosty si pozvala molekulární genetičku Soňu Pekovou, epidemiologa Jiřího Berana a jako jediného politika Jindřicha Rajchla. Nejde o to, že by ve veřejnoprávním médiu nesměly zaznívat disentní hlasy z vědecké komunity. Menšinový názor kolegy s publikacemi a daty do diskuse patří. Je ale rozdíl mezi vědcem, který se s argumenty staví proti většině, a člověkem, jehož tvrzení se opakovaně ukázala jako nesmysl. Pseudověda je jiný žánr a v publicistice veřejné služby nemá co dělat. Životní oblouk Soni Pekové je pozoruhodný a smutný. Na začátku pandemie patřila k lidem ochotným se vyjadřovat. Po takových byla poptávka. Záhy ale sklidila kritiku za přinejmenším neověřená tvrzení a virologové a imunologové z Akademie věd i univerzit nad jejími výroky kroutili hlavou a vyvraceli je. V roce 2021 tvrdila, že jednotlivé vlny způsobovaly odlišné viry SARS-CoV-2 až SARS-CoV-5. Odborníci to označili za nesmysl a spolek Sisyfos jí za to udělil Zlatého bludného koviďáka. V dubnu 2022 vyzvala v rozhovoru pro Svobodné rádio k modlitbě za zdraví Vladimira Putina. Proč ta duchovní péče o válečného zločince? Protože Peková zřejmě uvěřila povídačkám o tajných amerických biolaboratořích na Ukrajině, které Vladimir Vladimirovič obětavě rozbombardoval. V roce…

22.10.2026 11:48:28

Zprava i zleva
dnes

Najít peníze jen tak na ulici se moc nepoštěstí, a když už, jde třeba jen o desetikorunu, kterou si člověk schová pro štěstí. V Plzni se ale nedávno stalo něco velice netradičního – čtyřiačtyřicetiletý popelář dělal jen svou práci, když v kontejneru náhodně objevil tašku s malým jměním. Jeho reakce všechny překvapila. Měla to být běžná páteční směna, změnila se ale v zážitek na celý život. Pracovník svozové služby v Plzni si v jednom z plzeňských kontejnerů všiml podezřelé tašky, a tak ji otevřel. Skrývala nečekaný obsah – v plastovém obalu bylo 20 tisíc eur (v přepočtu asi 485 522 Kč), doklady a také nějaké platební karty. Kdekoho by lákalo si takový obnos peněz nechat, popelář ale projevil nevídanou poctivost. Peníze totiž předal policii, jak dodala policejní mluvčí Dagmar Mifková podle serveru Plzeň.cz: „Ke služebnímu vozidlu policistů na Klatovské třídě přišel 44letý muž s tím, že jezdí jako popelář a v jednom z kontejnerů našel větší obnos peněz, které chce odevzdat.“ Policisté následně podle dokladů v tašce prověřili, komu hotovost a platební karty patří. Bohužel se dopátrali toho, že majitelem byl nedávno zesnulý sedmapadesátiletý muž. Otázkou však zůstávalo, jak se peníze dostaly do kontejneru. Vysvětlení přišlo až se svědectvím dcer zesnulého. Když totiž vyklízely byt otce a zbavovaly se starých věcí, omylem tašku s cennostmi vyhodily. Nevšimly si totiž jejího obsahu. Peníze, platební karty a doklady tak nakonec převzaly dcery zemřelého muže v rámci řádného dědického řízení. Policejní mluvčí dále dodala: „Nálezci patří velký respekt a poděkování za jeho…

22.10.2026 11:46:51

Zprava i zleva
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Zprava i zleva
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Israeli settlers backed by IDF soldiers brutally assaulted Palestinian olive farmers in the village of Abu Falah, northeast of Ramallah, on Friday. Witnesses say dozens of masked Israeli settlers armed with clubs, sticks, slingshots and guns hurled rocks at Palestinian farmers, set olive trees ablaze and drove people from their fields. Veteran Washington Post photojournalist Heidi Levine, a 64-year-old American, was documenting the attack when settlers began beating her. She suffered stab wounds, a broken rib, four broken vertebrae and a severe hand injury. Levine was wearing a clearly marked press vest and a helmet at the time of the attack. According to the Israeli human rights group Yesh Din, Israeli settlers have carried out at least 170 attacks against Palestinians in the occupied West Bank since September 27, which marked the start of this year’s olive harvest. “It looked like they were killing her,” says independent American journalist Jasper Nathaniel, who witnessed the attack on Levine and helped intervene. “The Palestinian youth, the shabab, stepped up. They ran out ahead, and they started beating the settlers back by throwing stones at them, which is the only thing that allowed me to then run out front and grab Heidi.” As the journalists and Palestinians retreated into Abu Falah, “The Israeli military jeep that had been standing by the settlers who were attacking us then drives into the village itself, … and they start firing into crowds of Palestinian people.”

19.10.2026 08:35:06

Zprava i zleva
10 dní
Zprava i zleva
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Zprava i zleva
13 dní

Protests have erupted in New York City after a federal immigration agent shot and wounded a man in the Bronx on Thursday afternoon. As masked agents reportedly posing as construction workers attempted to arrest 28-year-old Oscar Belgal, they opened fire on his car. Belgal was shot in the neck. His 5-year-old child, who was in the back seat, was physically unharmed. Belgal was taken to a local hospital, where hundreds, including our guests, Democratic congressional candidate Darializa Avila Chevalier and New York City Councilmember Carmen De La Rosa, gathered to demand his release. “What we saw yesterday was a prime example of why [ICE] is a terror to our communities, why it should not exist,” says Avila Chevalier. She was among multiple people assaulted by officers with the NYPD unit that specializes in protest policing, known as the Strategic Response Group (SRG). Four others were arrested at Thursday evening’s protest. Avila Chevalier, who was knocked down to the ground by officers, says, “This is why we also must demand that we get rid of and disband the SRG, because this type of response should have never happened for folks who were just simply trying to protect their neighbor.” “I personally witnessed the NYPD escalating aggressively towards our community, barricading the community in … I also witnessed NYPD helping the ICE vehicles whisk away our neighbors and come in and out of the hospital,” adds De La Rosa. “We have become less safe with the presence of ICE, and we need to make sure that we are actually upholding the sanctuary policies of the city. There is no reason why NYPD should be collaborating this way,” says Avila Chevalier.

09.10.2026 08:16:32

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