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I've Been Disabled Since I Was a Child. Co-Writing Being Heumann Still Taught Me So Much
Published: 2026-10-28 13:13:09 | Created: 2026-10-28 13:19:59
Ruth Madeley stars as the titular character in 'Being Heumann' —Apple

The night before an airline lost my wheelchair was among the most dazzling of my life. I sat at a long table in the back of an L.A. movie theater as talented writers, actors, and creatives read aloud the draft of a movie script I’d co-written with Oscar-winning filmmaker Siân Heder. I felt the thrill of people laughing at just the right moments. I clocked cheeks shiny with tears. But more than anything, I marveled over the possibility that this movie might actually get made. When I was a newly paralyzed kid in the ’90s, with freshly fitted leg braces, I watched Forrest Gump overcome his disability by running so hard his own braces literally fell off. Months after I started college, I watched a recently disabled boxer ask her coach to end her life in Million Dollar Baby. In my formative years, the stories of disability I saw were scarce, unrecognizable, and often harmful.

Our script, Being Heumann, tells the real-life David and Goliath story of a standoff between the U.S. government and a group of scrappy disabled protesters that changed the course of American history. The fight revolved around Section 504 of the Rehabilitation Act, a tiny bit of legislation that reframed how we think about disability in our communities. Instead of positioning its embodiment as a personal tragedy that inevitably excludes people from society, the language of 504 suggested that our exclusion had been largely created and should be corrected. The law passed in 1973, but after years without any moves to implement it, Judy Heumann led over 100 disabled people and nondisabled allies in a sit-in at the Department of Health, Education, and Welfare in San Francisco. They lived in those halls for almost a month as the government tried to push them out, cutting off their water supply and phone lines. When it became clear that they weren’t going to buckle, the government relented, agreeing to implement 504. The very group that had been deemed expendable took on the most powerful and won. It still holds the place as the longest peaceful occupation of a federal building in U.S. history.

Section 504 paved the way for the Americans with Disabilities Act (ADA), the first civil rights law for disabled people in the world. Thanks in large part to disabled WW II vet and my Kansas Senator, Bob Dole, it passed in 1990 with nearly unanimous bipartisan support and was signed into law by President George H.W. Bush when I was 4 years old. Even if they’re not consistently or completely fulfilled, these laws changed our world in their insistence that physical and mental impairment alone should not and would not preclude us from participating in our communities—going to school; voting; receiving care in a hospital; being considered for a job for which we’re qualified; and accessing our libraries, post offices, public transit, housing, and more. In other words, Section 504 and the ADA protect every American citizen; if there is one thread that binds us together, it is that every single one of us will acquire a disability if we live long enough. Still, I, like most Americans, never heard a whisper of this history growing up.

It wasn’t until I worked on this script that my perspective considerably expanded. It was like putting on a pair of night-vision goggles: the curb cuts, accessible bathroom stalls, and ramps radiated a new story. Someone had fought for me to be here. It didn’t wipe out the inaccessibility and stigma that still exist in my life, but it enriched my understanding of the bigger story I was living inside. 

When I first joined the Being Heumann project, I was nervous about earning Judy’s trust. I remember sitting in my car, phone pressed against my sweaty ear, as she asked me questions about my life. “So you went to school with your siblings?” My attendance at the school down the street from my house was never a question, while Judy’s mother battled for years to get her daughter a spot in even a basement classroom. “And what was it like for you applying for teaching positions?” My wheelchair was never mentioned in job interviews, while Judy was denied a teaching license because her wheelchair was deemed a fire hazard. Recapping my life to The Judy Heumann, I saw more clearly than ever before how she and other activists had shaped it. Even as I’d sat on the edges of inaccessible playgrounds or been pushed out of unsustainable work cultures, the full life I live today would not exist if someone hadn’t fought hard for my inclusion before I was born. I wanted Judy to know that my outrage over the exclusion disabled people still face didn’t diminish my appreciation for the gifts she had granted us. I think I convinced her I could hold both stories as true.


Taussig at the Toronto International Film Festival on Sept. 10 —Arturo Holmes—Getty Images

While it didn’t make the final cut, one of the scenes performed at our table read told the story of the time Judy was forcibly removed from a plane when the airline insisted she needed a care attendant or a note from a doctor to fly. Someone expressed appreciation that airlines are now more accommodating to wheelchair travelers. Siân looked at me knowingly. “Well, they’re still not great,” she said.

And so when I flew home from the reading, I can’t say I was surprised to find upon landing that my wheelchair, which cost more than my car and is fully customized to prevent pain and pressure sores, was missing. In its absence, I was placed in an airport wheelchair—although, given that it was not self-propelling, it feels more apt to call it a cart. Because airplanes don’t have accessible bathrooms, I hadn’t peed in eight hours, but without wheels that I could push myself, I couldn’t get to a toilet without help. I almost always fly alone, but out of sheer luck, my husband had accompanied me on this trip. We watched the people from the last flights pour out the doors until the floor was empty. Over an hour later, the airline informed us they had no idea where the wheelchair was. I felt like I was being sent home with body parts missing.

The next day, as I sat at my kitchen table, calling the same customer-service numbers again and again, a -familiar feeling thumped in my chest. While we worked on the script, I wanted to capture the frantic helplessness that can come when your basic rights are not in your control. You can hold up a protest sign, put your body on the line, hurl your voice to the sky, write yet another email to legislators, and still, it often feels like you are entirely at the mercy of a few people at the top who aren’t even listening.

Two days later, my husband found the frame of my wheelchair dropped off on our doorstep, scratches across the front, two parts dangling. They never found the wheels. A replacement pair arrived three weeks later. 

While I recounted the ordeal to Siân, we marveled at the irony. Here we were, telling the story of a woman who took on the airlines for disabled passengers to have equal access to travel, and 50 years later disabled travelers still take the very real risk of our lives being upended every time we fly. We have come so far. We have so far to go. I saw the dichotomy everywhere. It was my generation’s job, I thought, to build on the progress Judy’s had fought for. What I didn’t realize at the time, however, is that we wouldn’t just be advancing it—we’d be defending it as well.


Almost a year to the date of that hopeful, disastrous flight home, I found out that Apple Studios had greenlighted the making of Being Heumann. I texted Siân gleeful curse words in disbelief. In the coming months, I saw a big film studio prioritize authentic disability casting for more roles than I could count on my hands and ask good questions about how to make the filming process accessible for them. I think I stopped breathing while I watched Ruth Madeley channel Judy’s chutzpah on her audition tape. Every time I thought of my younger self getting the chance to watch this story with these characters, my eyes welled. There is no way to quantify what it would have meant to see bodies like mine do something as ordinary as get dressed, go to work, or receive care, let alone hook up, party, fight, cry and win together. To see the world reflected back to me as I experienced it—pushed out by stairs and curbs, racing wheelchairs down hallways, sitting eye level with butts.

'Being Heumann' tells the story of how a group of protesters, including Heumann, fought for the implementation of Section 504 of the Rehabilitation Act, a federal civil rights law —Apple

It was right in the middle of this dreamy bubble that I first learned about a new lawsuit, Texas v. Becerra, filed by the attorneys general in 17 states, seeking to make Section 504 unconstitutional or dismantle all of the detailed protections that it lays out. I scoured the internet for any reporting from mainstream news outlets. The silence stunned me. I went directly to the lawsuit itself, and as I squinted into the legalese, I recognized arguments that sounded identical to the ones posed in the 1970s. We’d written these sentiments into the mouths of our most skeptical characters: disabled people are a burden on the rest of us; we shouldn’t be forced to integrate them into our communities. 

Over the course of two years, the lawsuit evolved; it was updated as Texas v. Kennedy, the people made noise, and many states dropped out. Then in June, the Justice Department’s Office of Legal Counsel issued a memo asserting that Section 504 and the ADA don’t actually mandate that states support disabled people to remain integrated in their communities. Instead, this memo claims, sending people to live in institutions—away from their families, friends, and beds—is an acceptable option. This position is in direct conflict with the way disability-rights law has been interpreted by courts for decades. And, in addition to the human cost, it doesn’t make fiscal sense. For example, according to the Kansas Department for Aging and Disability Services and the Disability Rights Center of Kansas, sending one person with an intellectual or developmental disability (I/DD) to live in an institution can easily cost well over $310,000 a year. Providing home- and community-based services with an I/DD waiver for this same person would cost, on average, $70,000 a year. The discrepancy is similarly steep for someone with a physical disability. So at least in this case, it costs less to include us. 

Even so, that memo set the foundation for a joint proposal from the Department of Justice and the five remaining states that ultimately ended the case. They asked the court to vacate critical language about integration, and in September the judge agreed. Now the law remains on the books—only Congress can change the legislation itself—but it’s been utterly gutted, despite the loud outcry from disability advocates across the country and the way it had been applied since the protesters won their fight in 1977. It’s hard not to interpret this move as anything other than a profound disregard for the value of disabled life.


And yet, even as the lawsuit and memo wound their way through the government, the Toronto International Film Festival welcomed Being Heumann as its opening-night film. I rolled across the red carpet in my black sequined dress and scratched-up wheelchair frame, taking in the wide expanse of our embodied disabilities, each of us glammed out and feted for our talents. It felt like living inside two timelines: one where my government undercuts the foundations of laws that have long protected all of us, the other where the hubs of culture celebrate the incredible story behind the passing of those same laws. As Judy’s life’s work is threatened, audiences around the world are learning her name. The past is asserting itself into the present, the future is teetering toward the past, all inside one surreal moment. I’m trying to hold onto the contradiction, never allowing the significance of one reality to eclipse the other. 

I wish Judy were here to give us our marching orders—to make the monster lurking around the corner feel a little smaller with the force of her voice. I wish she could take in the wild power of her own story moving across a screen and witness this outpouring of recognition, gratitude, and celebration. She died unexpectedly while we were working on the film. In fact, many of the 504 leaders have passed away—Brad Lomax, Ed Roberts, Kitty Cone, Ron Washington, Hale Zukas. Their generation came of age in a world where doctors routinely told parents they should send their disabled children away to live out their lives in institutions, but their activism fundamentally changed the lives of all of us coming up behind them. Now that we are the adults in the room, what legacy will we leave behind?

I find myself thinking a lot about the work culture can do where legislation drops off. As we continue to fight for the laws Judy and her peers helped make real, I wonder about the ripples of an entertaining movie that isn’t here to force a lesson but bring to life a vivid story of disability as a dynamic, nuanced, deeply human experience. I wonder if one film might beget more. Perhaps this kind of authentic representation of disabled life could be a fixture that younger generations will one day take for granted. Maybe storytelling can insist on our shared humanity in the ways legislation can’t.

Because, even as I see now more than ever how essential laws can be, I don’t want just laws; I also want a society that values disabled people enough to implement them meaningfully and fully. I want whole communities invested in the great, ongoing project of building a world for all of us. I think Judy would co-sign my enormous appetite. I no longer believe human evolution inevitably bends toward including more of us, but if she taught us anything, it’s that we don’t show up because the outcome is guaranteed; we show up because it isn’t. 

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Chancellor takes to the despatch box
Published: 2026-10-28 13:13:17 | Created: 2026-10-28 13:18:57
The chancellor begins his speech by calling it a Budget for the "working people of Britain, for British businesses big and small."
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Israel's election results are unclear. Here's what comes next.
Published: 2026-10-28 13:07:45 | Created: 2026-10-28 13:16:57
The vote count is still underway in Israel's elections, but no clear winner has emerged. CBS News' Dov Lieber reports.
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No official winner yet in Israeli election as votes continue to be counted
Published: 2026-10-28 13:09:27 | Created: 2026-10-28 13:16:57
Votes are still being counted in the Israeli election between front-runners Prime Minister Benjamin Netanyahu and Gadi Eisenkot with neither likely to obtain a majority. Matt Gutman reports.
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Выборы в Израиле: гонка без победителя?
Published: 2026-10-28 00:00:00 | Created: 2026-10-28 13:15:57
Кто определит состав нового правительства?
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Танцы магнитного поля: Солнце задаёт ритм Земле
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 13:11:33 | Created: 2026-10-28 13:12:58

Чувствовали ли Вы когда-нибудь недомогания из-за вспышек на Солнце? К сожалению, в последнее время эта тема стала неадекватно популярной, и многие новостные сообщества пытаются продвинуться на ней, то ли предупреждая, то ли запугивая народ – не понятно.

Может ли человек чувствовать изменения в магнитном поле Земли, возникающие во время магнитных бурь? Этим вопросом периодически задавались многие учёные, давайте посмотрим, что они говорят по этому поводу.

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What's gone up even faster than gas or rent? The cost of caregiving
Feed: NPR Topics: News (https://feeds.npr.org/1001/rss.xml)
Published: 2026-10-28 13:05:33 | Created: 2026-10-28 13:10:58
Cookie Jones, left, quit her job to provide care to her mother who has Alzheimer

A new study from AARP shows caregivers' out-of-pocket costs rose about 60% in the last five years.

(Image credit: Tyler Russell)

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U.K. Budget Keeps Government on Track to Stay Within Rules
Published: 2026-10-28 14:59:00 | Created: 2026-10-28 13:09:59
The U.K. government set out new plans for spending and taxation intended to keep it on track to narrow its budget deficit, but at a slower pace than previously hoped for.
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Chocolate chilli tortillas, date sugar bars and dipped figs – upgrade your seasonal treats
Published: 2026-10-28 13:00:03 | Created: 2026-10-28 13:09:03

Unexpected flavour combos and luxury versions of old favourites are this month’s cocoa tips

Never in a million years did I expect to like chocolate tortillas, and yet here I am recommending this Frankenstein’s monster: M&S’s Dark Chocolate Chilli Tortillas. I don’t know what subversive minds thought of this across the boardroom table, but they work. While you’re there, and if you like mint and chocolate, M&S’s Peppermint and Mint Chocolate Rolls are worth squirrelling away in your basket for eating while you write your Christmas cards (early mention).

If you like super-creamy milk chocolate but are trying to buy better quality, give Zotter’s Squaring the Circle 50% Milk with Date Sugar a go. It’s one of the creamiest milks I’ve tasted in recent times, and date sugar is still sugar, but we can all pretend it’s healthy. Once you’re on the Cocoa Runners site looking at Zotter, its Butter Caramel Filled bar is rightfully a bestseller: creamy, chewy, caramelly and buttery – just what you need for colder autumn days.

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How to turn excess custard into a fruity treat – recipe
Published: 2026-10-28 13:00:04 | Created: 2026-10-28 13:09:03

A fool is absurdly simple – just fruit stirred through custard or yoghurt with. maybe a bit of cream – and you can then add whatever bits and bobs you fancy from the fridge

Fool is one of my go-to desserts for two reasons: first, its pure simplicity – it’s little more than custard or yoghurt mixed with whipped cream and pureed fruit – and, second, its adaptability to the seasons. Gooseberry, rhubarb and strawberry are traditionally the most foolish fruits, but just about any fruit goes. British blackberries are still available and apples are in their prime right now, so I’ve gone for those, but use whatever you’ve got in store.

I usually make fool with yoghurt, not least because it’s much less work than making custard from scratch, but I’ve got lots of leftover custard from this week’s Food Filter taste test, so I’m going for a custard base here. I’m always looking for ways to use up small amounts of bits and pieces in the fridge, such as the end of a pot of custard or yoghurt, then add a few other ingredients to elevate remnants into regalia.

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Dream say WNBA finals concerns went unheeded as teams prepare for 12.30pm Thursday start
Published: 2026-10-28 12:24:50 | Created: 2026-10-28 13:09:01
  • Crucial Game 6 will take place on Thursday afternoon

  • Game moved to larger State Farm Arena in Atlanta

  • Hawks’ NBA game on same day could not be moved

The Atlanta Dream say their concerns about finding a suitable home venue for the WNBA finals went unheeded as they prepare to play the Golden State Valkyries in a crucial Game 6 on Thursday.

The Dream’s normal home, Gateway Center Arena, has a capacity of about 3,500 people. To accommodate the increased interest in the team during the finals, the Dream have played their two home games so far at the Atlanta Hawks’ State Farm Arena, which can seat more than 17,000 fans.

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‘You have to believe’: Qwan’tez Stiggers, the New York Jets player who went from delivery driver to the NFL
Published: 2026-10-28 13:00:03 | Created: 2026-10-28 13:09:01

When Stiggers’ father died, he dropped out of college to help his mother and 12 siblings. He thought his football dream had ended but made it in the end

Qwan’tez Stiggers had only been in college for a few days when his world fell apart. Seven months after the car crash that put him in a coma, Stiggers’ father died. Stiggers quit college and returned home to support his mother, Kwanna, and 12 siblings. It was a huge blow to the 18-year-old. His partner, Cheyenne, was also processing a tragedy after her teenage sister had been killed by a stray bullet. Over the last six years, Cheyenne and Qwan’tez have helped each other off the bottom of an emotional well.

Working as a delivery driver and washing trucks while his old teammates progressed in their football careers could have driven him off the rails. “I wouldn’t necessarily say I was envious but I wanted better for myself,” says Stiggers. “I had a child, was living with my wife – my girlfriend at the time – and got those late-night delivery jobs to pay the bills.

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Kylian Mbappé’s China crisis shows how sensitive Mao’s legacy remains | Rebecca Bailey
Published: 2026-10-28 10:00:04 | Created: 2026-10-28 13:09:01

Real Madrid forward was dropped by brands for comments Chinese media generally steered clear of outlining

It’s been a bad start to the week for the Kylian Mbappé. The France forward missed out on joining the elite roster of Ballon d’Or winners and instead became the latest high-profile addition to a far less illustrious list – that of foreign brands and individuals charged with “hurting the feelings of the Chinese people”.

The saga began when a video of the Real Madrid player making light of a meme involving him and China’s former leader Mao Zedong began spreading.

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Mark Carney is celebrated abroad – while consolidating power at home | Shiri Pasternak
Published: 2026-10-28 13:00:04 | Created: 2026-10-28 13:09:00

The Canadian prime minister’s reckoning with Trumpism in Davos clashes with his attacks on environmental, Indigenous and labour rights

The Canadian prime minister is a hero around the world for his Davos speech that reckoned with a reconfiguration of power in the shadow of Donald Trump.

But at home, Mark Carney is mirroring the US president by radically centralizing power within his office and cabinet and taking a hatchet to dozens of laws protecting environmental, Indigenous and labour rights, all in order to enact his economic agenda.

Shiri Pasternak is an associate professor in criminology at Toronto Metropolitan University and a member of the Infrastructure Beyond Extractivism research team, a collaboration between critical scholars and Indigenous land defenders across North America

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Junie Eco Mode
Feed: The JetBrains Blog (https://blog.jetbrains.com/feed/)
Published: 2026-10-28 12:56:31 | Created: 2026-10-28 13:06:58

Not every step of a coding task needs the smartest model in the world.

Junie Eco Mode uses your selected model to investigate a coding task and create a plan, then hands implementation and testing to a lower-cost model. In two internal benchmarks, this approach reduced average model cost per task by 48% and 57%, while average resolve rates changed by less than one percentage point.

Watch any AI coding agent work on a task and you’ll see it moves in small steps. It opens a file, searches the project, makes an edit, runs the tests, reads an error message, fixes a missing line, runs the tests again. That’s simply what writing software looks like, and experienced engineers work the same way. Only a handful of those steps call for hard judgment, understanding the request, finding the right place in the code, deciding on an approach. The rest is execution, carrying out a decision that has already been made.

Yet, coding agents usually run one AI model for the whole task. If that’s the smartest, most expensive model available, you pay its premium price for every single step, including the twentieth “run the tests again”.

Think about how a building gets built. You hire an architect to design it, not to lay every brick. The architect makes the hard decisions, writes them down, and a construction crew does the building.

Eco mode brings that idea to Junie. The model you chose (Opus, Fable, Grok, GPT) acts as the architect, it studies the code and writes a plan. A much cheaper model acts as the builder, it takes the plan and does the actual work. In our latest internal benchmarks, Eco mode cut average model cost per task by about half: 57% on benchmark B and 48% on benchmark A. Average resolve rates across the tested configurations changed by less than one percentage point.

Eco mode is currently available to JetBrains Air EAP users in IDEs: in IntelliJ IDEA 2026.3 Beta, with other IDEs’ Betas to follow, and in 2026.2 versions of JetBrains IDEs. It is generally available in the Junie CLI starting with version 26.10.20. Eco mode is on by default for supported model-and-effort configurations.

How Junie Eco mode works

Eco mode splits a coding task into two parts and gives each part to the model that suits it best.

Step 1: the architect makes a plan. When you ask Junie to change your code, it first hands the task to the model you chose, at the effort level you chose. In this phase the model is only allowed to look: it reads and searches the code but doesn’t change anything. (The one exception: if you reported a bug, it may write a small test that shows the bug happening.) It already knows everything you’ve discussed with Junie so far, so you never have to repeat yourself. It’s built to be quick, usually about 15 steps, and it stops as soon as it knows what to change and how.

The result is a short plan with a fixed structure:

  • Goal: what the change should achieve
  • Scope: what is in and what is out
  • Where to change: the specific files and parts of the code
  • Approach: how to make the change
  • Tests: how to check that it works
  • Risks and corner cases: what could go wrong

Step 2: the builder follows the plan. Junie then hands the same conversation, plan included, to a much cheaper model (currently GPT-6 Luna). The builder does the long, hands-on part: it edits files, runs the build and the tests, fixes what breaks, and finishes the task.

Junie investigates with your selected model, then hands the conversation and structured plan to a lower-cost model for implementation.

This works because of how the cost of a task adds up. Planning takes only a few steps, but it needs good judgment. Building takes many steps, and most of them just follow the plan. With Eco mode, you pay premium prices only for the part that needs premium judgment.

Why not just pick a model for each task?

The obvious alternative is to look at each request and guess up front whether it’s hard (use the expensive model) or easy (use the cheap one). We don’t think that works well:

  • You can’t tell how hard a task is from the request alone. “Fix the test that sometimes fails” might be a one-line fix or a week-long investigation. Guessing up front means deciding before anyone has looked at the code. Eco mode has the smart model look first.
  • Every task still gets top-quality thinking. The cheap model never decides what to build. It only carries out decisions the smart model has already made.
  • The handoff is a written plan, not a guess. Because the plan always has the same structure, the builder starts out knowing which files to touch, how to test the change, and what to watch out for.

One handoff per task

Some tools let a cheap model “call a smarter friend” for advice whenever it gets stuck. Each of those calls means re-sending a big chunk of the conversation to the expensive model, and that adds up quickly. Eco mode hands off once, from architect to builder, and never switches back and forth. That keeps things simple and cheap.

When Eco mode stays out of the way

Eco mode only steps in where it’s likely to help:

  • Only for tasks that require code changes. The planning step runs only when your task calls for a code change you intend to keep. Questions, explanations, setting up a project, “run this and tell me what happens”, all of these stay with your chosen model from start to finish.
  • Off where it doesn’t save money. Eco mode is unavailable in /remote sessions and with certain model-and-effort combinations, including Opus 5.5 at low effort and Sonnet 5.5.

Benchmark results

For each tested model-and-effort configuration, we ran the same tasks with Eco off and on. Our latest evaluation covered two internal benchmarks: benchmark B (29 paired configurations) and benchmark A (21 paired configurations). These are configuration counts, not task counts. Each pair compares Eco with the same model-and-effort baseline.

Both benchmarks consist entirely of real-world tasks of varying complexity drawn from private repositories. Benchmark B covers a broad range of private repositories of different sizes and project contexts. Benchmark A includes tasks from very large repositories, whose scale makes many tasks significantly more challenging.

Resolve rate is the share of benchmark tasks marked as successfully resolved by the evaluation. We report model cost per task and resolve rate averaged across the tested configurations.

Model cost and resolve rate

Latest internal evaluation. Averages across 29 model-and-effort pairs on benchmark B and 21 on benchmark A. Results vary by model and workload.

On benchmark B, average model cost per task fell from \$2.61 to \$1.11 (57.3%), while the average resolve rate moved from 49.1% to 48.5%, a decrease of 0.6 percentage points.

On benchmark A, average model cost per task fell from \$2.51 to \$1.30 (48.1%). Average resolve rates round to 32.1% both with and without Eco.

Individual configurations can show larger changes in resolve rate. The percentages for cost reduction are calculated from the more precise values shown in the chart; dollar amounts in the text are rounded to cents.

Examples from evaluation

The following examples come from an evaluation on 100 real coding tasks from benchmark B. In that evaluation, Eco reduced the model cost per task by approximately 63% for Opus 5.5 at max effort.

SetupResolve rateModel cost per task
Opus 5.5 (max)55%$4.91
Opus 5.5 (max) + Eco56%$1.81
Fable 5.1 (high)53%$3.17
Fable 5.1 (high) + Eco52%$1.38
Grok 4.7 (high)46%$3.37
Grok 4.7 (high) + Eco52%$1.70
Opus 5.5 (xhigh)55%$1.80
Opus 5.5 (xhigh) + Eco53%$0.70
GPT-5.6 Sol (high)43%$1.16
GPT-5.6 Sol (high) + Eco42%$0.58

Try it

Eco mode is available in:

  • JetBrains Air in IDEs: In 2026.2 versions of JetBrains IDEs and in IntelliJ IDEA 2026.3 EAP starting with the Beta build, with other IDEs’ 2026.3 EAP builds to follow.
  • Junie CLI: Generally available in version 26.10.20 and later.

In these environments, Eco mode is on by default for Opus 5, Opus 5.5 (medium effort and above), Fable 5.1, Grok 4.5 / 4.6 / 4.7, GPT-5.6 Sol, GPT-6 Sol, GPT-5.6 Terra, and GPT-6 Astra. You can turn Eco off whenever you want one model to handle the entire task.

Use the model picker to turn Eco on or off. Pick the model you trust to do the thinking, and Eco mode will take care of the rest.

One model per task is becoming a thing of the past

The smartest AI models keep getting better, but still come at a higher cost. Meanwhile, cheap models have quietly become good enough to do most of the hands-on work, as long as someone tells them exactly what to do. We don’t think the future of AI coding assistants is a single model, or a system that guesses one model up front. It’s a team where each part of the job goes to the model best suited for it.

Eco mode is our first step in that direction. Try it on your real work and tell us where it works well and where it falls short.

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Trump slams Talarico during Texas rally for Paxton
Published: 2026-10-28 12:53:27 | Created: 2026-10-28 13:06:57
President Trump was back in Texas on Tuesday for the third time this month to rally voters, slamming Democratic Senate candidate James Talarico while campaigning for Ken Paxton. Wiejia Jiang and Major Garrett have more.
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High tides break records in California
Published: 2026-10-28 13:01:08 | Created: 2026-10-28 13:06:57
Extreme tides, known as "King Tides," are slamming the Southern California coast. Carter Evans reports.
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[Перевод] Мы могли бы изобрести трансформеры из памяти
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 13:01:21 | Created: 2026-10-28 13:02:58

Современные языковые модели могут запоминать нишевые факты из всех уголков мира. Недавно я опаздывал на вечер настолок у друзей, поэтому попросил Astra напомнить мне правила игры Dune: Imperium. Она с готовностью продиктовала мне их, пока я вёл машину, и это помогло мне вспомнить правила настолько, чтобы сыграть снова. Мы так привыкли спрашивать модели обо всём, что воспринимаем их обширные знания как нечто само собой разумеющееся.

Но как же модели запоминают такие объёмы информации? И какой объём они могут хранить?

В этом посте я понятным языком расскажу о линейных отображениях, MLP и самовнимании как о типах хранения памяти. Из этого понимания мы сможем вывести эвристики о том, какой объём памяти может храниться в каждом из слоёв.

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[Перевод] Ловушка декогеренции
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 13:01:24 | Created: 2026-10-28 13:02:58

В этом эссе я ввожу понятие декогеренции, то есть накопления в системе моделей, которые по отдельности вполне работоспособны, но несовместимы друг с другом или дублируют друг друга. В такой системе основные затраты на изменения приходятся на согласование этих моделей и предотвращение непредвиденных побочных эффектов.

Иными словами, это то, что происходит, когда низкопробная мешанина заглушает полезный сигнал в бескрайнем море шума.

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‘Don’t be stinky’: recruitment a ‘huge issue’ facing Aukus submarine program
Feed: World news | The Guardian (https://www.theguardian.com/world/rss)
Published: 2026-10-28 12:46:36 | Created: 2026-10-28 13:02:58

As USS Colorado showcases the program in Perth, retired admiral Peter Briggs says personnel is one of the ‘huge issues’ it faces

Australia faces an uphill battle to recruit and train enough naval personnel to serve on submarines planned for the future fleet of nuclear-powered vessels under the controversial $368bn Aukus deal, a retired admiral has warned.

As the Virginia-class submarine USS Colorado arrived at HMAS Stirling south of Perth on Tuesday for a month of routine maintenance and to help build Australian expertise, retired admiral Peter Briggs said more people needed to be enrolled in the navy’s submarine program.

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Amazon Kindle Paperwhite (2026) and Colorsoft (2026) Review: Best for Accessories
Published: 2026-10-28 13:01:00 | Created: 2026-10-28 13:02:01
The latest generation of Kindle’s 7-inch e-readers have a new look and new accessories. But are they worth the upgrade given Amazon’s new Kindle prices?
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Разведка, Pentest и причем тут контейнеры?
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 13:00:23 | Created: 2026-10-28 13:01:58

Как использовать мощь BlackArch и Kali Linux, оставаясь на чистой домашней системе и не ломая ее? Рассказываю историю создания Open Source проекта VoidSec — модульного менеджера, который автоматизирует менеджмент пентест‑утилит в изолированных Podman‑контейнерах, избавляя от боли от поломанных зависимостей раз и навсегда.

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7 days until TechCrunch Founder Summit: Save up to $100 on your pass before doors open
Published: 2026-10-28 13:00:00 | Created: 2026-10-28 13:01:03
In just 7 days, TechCrunch Founder Summit takes over Boston’s SoWa Power Station on November 4. Your chance to save up to $100 on tickets is running out, and the opportunity to learn and connect directly with experienced founders, investors, and startup leaders is almost here.
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Kodiak lands first commercial deal to supply driverless trucks for public highways
Published: 2026-10-28 13:00:00 | Created: 2026-10-28 13:01:03
The deal with DTL Transport puts it on a path to become an an asset-light tech supplier, rather than owner and operator.
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Armbian x Eltay RM66
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:59:17 | Created: 2026-10-28 13:01:00

В статье рассказываю о своём проекте по портированию Armbian на российский компьютерный модуль Eltay RM66 на базе Rockchip RK3566. Начну с краткого напоминания о том, зачем железу нужна ОС, почему я выбрал именно Armbian. Если тема заинтересует, в следующей статье разберу техническую сторону портирования, Device Tree, загрузчики и интеграцию в Open Source.

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Тулпар: компилируемый язык с казахским синтаксисом, написанный с нуля (без LLVM, без libc, без C-компилятора)
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:58:41 | Created: 2026-10-28 12:59:58

Рассказываю про Тулпар (Тұлпар) — язык программирования с казахскими ключевыми словами и синтаксисом в стиле Python, который компилируется в нативный код x86-64. Компилятор и рантайм написаны на Rust с нуля: без LLVM и без libc, с собственным аллокатором регистров и сборщиком мусора. Разбираю конвейер компиляции, устройство GC, замеры против C, Rust и Python, а также то, чего в языке пока нет.

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Fernandes tells Carrick he is committed to turning season around in clear-the-air talks
Published: 2026-10-28 12:47:26 | Created: 2026-10-28 12:58:59
  • Manchester United captain expected to return to lineup

  • Squad have positive meeting with under-pressure coach

Michael Carrick and Bruno Fernandes held clear-the-air talks on Tuesday after the Manchester United captain criticised the head coach’s tactics last week, with the player now expected to start at Chelsea on Saturday.

Carrick and Fernandes met before training on Tuesday morning at United’s Carrington training base. The 32-year-old captain, it is understood, offered assurances that he is fully committed and intent on trying to turn the team’s season around. There was also a squad meeting with Carrick at which the rest of the players made the same vow.

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SIGILL при старте: как AOT-кэш JDK уронил Axelix в Docker
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:51:02 | Created: 2026-10-28 12:52:59

Почему AOT-кэш JDK 25, собранный на одном процессоре, падает с SIGILL на другом (AOTAdapterCaching, JDK-8388703), как это исправляют JDK 25.0.5 и JDK 27 и как собрать переносимый multi-arch Docker-образ с AOT- кэшем.

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Три недели смотрел, какие хостинги открываются из России: 403 и таймаут это не одно и то же
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:51:18 | Created: 2026-10-28 12:52:58

Я руковожу digital‑агентством в Израиле. Мы делаем сайты и рекламу, и клиенты регулярно спрашивают, где их сайт лучше разместить. Один из вопросов звучит так: «а этот хостинг вообще открывается у людей в России и на Украине?» Универсального ответа я не нашёл, поэтому решил не гадать, а измерить. С 6 октября 2026 года скрипт каждый день проверяет 17 адресов из девяти точек в шести странах и сохраняет результат в файл. В статье разбор первых трёх недель: сколько проверок прошло, как именно они заканчивались неудачей и чем отличаются отказы с кодом 403 от таймаутов.

Сразу о границах. Это не рейтинг хостингов и не оценка качества. Это срез того, как один внешний сервис проверки видит главные страницы сайтов. Что из этого следует и чего не следует, я разберу отдельно.

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Dozens dead as two trains collide in Spain
Published: 2026-10-28 12:40:08 | Created: 2026-10-28 12:51:57
A high-speed train crashed into a stopped train in Spain, causing at least 30 deaths. Leigh Kiniry reports.
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Budget 2026: key points at a glance
Feed: World news | The Guardian (https://www.theguardian.com/world/rss)
Published: 2026-10-28 12:40:45 | Created: 2026-10-28 12:47:59

John Healey is announcing his financial update – here are the main points, with political analysis

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GSK shares dive as weaker vaccine sales unnerve investors
Feed: World news | The Guardian (https://www.theguardian.com/world/rss)
Published: 2026-10-28 15:34:56 | Created: 2026-10-28 12:47:59

British pharma company one of biggest fallers on FTSE 100 despite better than expected financial results

Shares in GSK slid on Wednesday despite the UK drugmaker reporting better than expected financial results, as investors were unnerved by weaker sales of its respiratory syncytial virus (RSV) and shingles vaccines and recently launched medications.

Britain’s second-biggest pharmaceutical company reported a 19% decline in pre-tax profit to £1.9bn in the July to September quarter and £318m of restructuring charges, with more to come. Core operating profit and core earnings per share rose 5% and 1% respectively, however, beating analysts’ expectations.

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Suspects accused of vandalising Trump Turnberry golf resort to stand trial
Feed: The Latest News from the UK and Around the World | Sky News (https://feeds.skynews.com/feeds/rss/home.xml)
Published: 2026-10-28 11:40:00 | Created: 2026-10-28 12:47:59
A group of suspects charged with maliciously damaging a Scottish golf course owned by US President Donald Trump - an alleged offence prosecutors will argue had a "terrorist connection" - will stand trial in 2028.
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Stephen Kovacevich - a pianist who risked oblivion to know what it’s like out on the edge
Published: 2026-10-28 12:34:21 | Created: 2026-10-28 12:45:03

The death of Stephen Kovacevich, aged 86, was announced yesterday. Tom Service pays tribute to a pianist whose performances were full of beauty, clarity – and danger

And, here, in a piece published on Kovacevich’s 75th birthday, Andrew Clements picks his favourite recordings.

It was just a couple of weeks ago that Stephen Kovacevich and I were last in contact. He was in hospital, recovering from a hip operation, and we were talking about Hiromi, and where the latest generation of pianists were coming from. The players who had the brilliance, fire and commitment to the moment that his favourite players had: Vladimir Horowitz, Sergei Rachmaninov – his greatest of the greats – and his friend and occasional mentee, Yuja Wang.

Among other things, he told me about a Charles Munch performance of Berlioz’s Symphonie Fantastique he had discovered on YouTube that made him exclaim: “How the hell did he get an orchestra to play like that?” Conversation with Stephen was always like that: utterly intense, totally opinionated, with the feeling that the spirits he was talking about, whether performers or composers from Chopin to Beethoven to Brahms to Mozart to Bach, were in the room with you, conjured into being as real, passionate people and presences.

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Можно ли навайбкодить операционную систему как Linux, только быструю?
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:41:10 | Created: 2026-10-28 12:42:58

Наступила эпоха, когда любая домохозяйка за несколько промптов поднимает себе CRM: фронтенд на JS, бэкенд на Go, данные в Postgres. И при этом не понимает ни слова из того, что я сейчас написал.

А куда заведёт кривая гика, который пятнадцать лет отдал коммерческой разработке ещё в доLLMную эпоху?

Дело было вечером, подписка на Claude Code простаивала, мысли вертелись. Перебирая прожитые годы, я вспомнил детскую мечту: написать свою операционную систему. Хорошую, чтобы всех радовала и приносила людям пользу. Как Windows, только лучше.

Windows из списка хороших систем я вычеркнул ещё в школе, вместе с синим экраном. Да и Linux перестал казаться идеалом, когда я начал считать микросекунды.

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'Relax, I love Kane and Lamine Yamal' - Henry defends his Ballon d'Or hosting
Published: 2026-10-28 12:13:23 | Created: 2026-10-28 12:42:57
Former Arsenal forward Thierry Henry responds to criticism of a number of comments he made during Monday's Ballon d'Or ceremony and claims they were "jokes".
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Как я разблокировал нативный бинауральный движок Apple HRTFHQ для любых наушников в macOS
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:38:53 | Created: 2026-10-28 12:39:58

Вот пользуюсь я своим старым макбук про 2017 на интеле и наушниками AirPods и не понимаю почему на айфоне есть пространственное стерео, а на ноуте нет. В поисках готовых решений ничего не нашел (может плохо искал). Решил написать сам (код писать не умею), под рукой был Google Antigravity на актуальном тогда Gemini 3.8 Flash (high). За день работы с несколькими правками и исправлениями косяков родилось SpatialAudio. Но модель flash как известно инструмент довольно примитивный (но заморачиваться с другими моделями желания не было) и продукт получался сырым, с периодическими всплывающими косяками, с которыми он в решении ходил по кругу, но все это как то работало. С выходом Argon 4 провел рефакторинг и допилил старые проблемы, сделал перевод и документацию, выложил на гитхаб в открытый доступ. Сам не делал ничего, только направлял Gemini и ставил задачи. Вроде получилось, работает. Статья написана Gemini 4 Argon без правок. Если честно я не вникал и не понимаю сути работы проги, но результатом доволен. В статье рассказывается технический путь реализации пространственного стерео для любого источника звука для MacOS на intel и arm.

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West Ham’s Viviane Asseyi: ‘When I was four I said I wanted to be like Zidane’
Published: 2026-10-28 12:26:55 | Created: 2026-10-28 12:38:06

French forward on how the 1998 World Cup inspired her football dream, her Gabonese background and finding a new family in east London

On Saturday, once West Ham’s Viviane Asseyi was home from the match, she picked up her phone and called her mum. It has become almost ritualistic for them to speak after a game.

On the other end came a familiar sound. “She was just laughing,” says Asseyi. “She was like: ‘Oh, you were so bad!’ She was laughing but that helped me. She knows that she can tell me anything and everything, I’m good, I’m not good. I will just keep going and working to be better.”

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DIY: Российский одноплатник Eltay RM66 в карманном компьютере
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:34:37 | Created: 2026-10-28 12:35:59

Подарок любителю Linux или Как я «поженил» PocketTerm35 с русским одноплатным ПК Eltay RM66.

Есть у меня знакомый врач. Он очень хороший врач, но и второе его увлечение — Linux!

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Читать свои книги без подписок и DRM: как устроена Readora
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:31:32 | Created: 2026-10-28 12:32:59

У многих дома лежит папка с сотнями книг в FB2 — и почти ни одного удобного способа читать их где угодно. Десктопные читалки не синхронизируют прогресс, онлайн-сервисы требуют подписку и не принимают «свои» файлы, а связка Calibre с облаком — конструктор для энтузиаста. Рассказываем, как эту проблему решили браузером, PostgreSQL и открытым кодом — и почему в итоге всё свелось к скучному и предсказуемому стеку.

Но обо всём по порядку.

Погнали
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Arsenal to appeal against Dowman red card
Published: 2026-10-28 11:55:21 | Created: 2026-10-28 12:32:58
Arsenal will appeal against Max Dowman's sending-off during Tuesday's Carabao Cup defeat at Fleetwood Town.
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Carrick and Fernandes hold clear-the-air talks
Published: 2026-10-28 11:48:28 | Created: 2026-10-28 12:32:58
Manchester United head coach Michael Carrick and captain Bruno Fernandes hold clear-the-air talks at the club's training ground.
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Four investigations Democrats could launch if they win control of Congress
Published: 2026-10-28 11:00:12 | Created: 2026-10-28 12:32:58
Democrats have promised a wave of probes into the Trump administration if they win back the House.
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Могут ли языковые модели чувствовать боль: обзор популярного исследования
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:27:18 | Created: 2026-10-28 12:29:58

Представьте, что вы купили робота-пылесоса. Он исправно убирает квартиру, объезжает препятствия и по команде возвращается на зарядную станцию. Однажды вы решаете покопаться в его начинке и находите в ней загадочный переключатель. Стоит его активировать — и робот начинает биться о мебель, разбрасывать мусор и предпринимать попытки сброситься с балкона.

Звучит как начало фантастического рассказа, но ученые обнаружили у языковых моделей похожий механизм. В сентябре 2026 года вышло исследование The Pain Axis: LLMs Represent Self-Directed Harm and Act on It, авторы которого нашли у нейросетей некую «ось боли». 

Если искусственно усилить ее, LLM превращаются в настоящих дед-инсайдов: жалуются на жизнь, проявляют тягу к саморазрушению, а в некоторых случаях даже норовят нарушить первый закон робототехники и навредить пользователю.

В этом материале  разберемся, что именно открыли ученые, как проходил эксперимент, зачем вообще искать негативные эмоции у генеративных моделей, а главное — как это может помочь разработчикам ИИ. 

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Шаткое доверие: восприятие человеком «сознания» и «осознанности» ИИ
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:25:06 | Created: 2026-10-28 12:26:59

В наши дни и шагу нельзя ступить, чтобы не врезаться в какой-то ИИ продукт. Смешные (по мнению некоторых) котики, делающие далеко не кошачьи вещи, бабульки-скейтбордистки и говорящий суповой набор — это, к сожалению, далеко не самый яркий и вопиющий пример использования ИИ в нашем цифровом мире. Хотите выбрать товар? ИИ поможет. Хотите пройти собеседование? ИИ проведет его вместо потенциального начальства. Хотите знать о чем то или иное исследование? ИИ все суммирует и подытожит. Эта двухбуквенная аббревиатура просочилась практически во все аспекты жизни человека, хотим мы того или нет. И все равно вопрос доверия к ИИ и ему подобным остается далеким от решенного. Ученые из Мюнхенского университета (Германия) провели объемное исследование, в ходе которого установили, что уровень доверия к ИИ продолжает оставаться очень низким, даже если его поведение будет идентичным человеческому. Как ИИ в исследование пытался имитировать создание человека, что его выдало, и почему люди все же недоверчиво относятся к сущности, которая точно, ни в коем случае, нет-нет, не уничтожит наш вид? Ответы на эти вопросы мы найдем в докладе ученых.

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What we know so far about deadly crash
Published: 2026-10-28 15:36:11 | Created: 2026-10-28 12:25:57
More than 500 passengers were on board the trains when the incident occurred in the province of Toledo, south of Madrid.
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Overturned carriages and makeshift medical tents at crash site
Published: 2026-10-28 11:13:55 | Created: 2026-10-28 12:25:57
Dozens of people are feared dead after a high-speed train collided with another train south of Madrid.
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[Перевод] Автоматизация моего процесса сканирования 35-миллиметровых плёнок
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:23:17 | Created: 2026-10-28 12:24:58

Я люблю фотографию. Есть что‑то волнующее в наблюдении за изображением через объектив, выстраивании кадра для получения композиции и работы над получившимся фото. Я менял зеркальные и беззеркальные камеры, пока, наконец, не влюбился в Canon AE-1P — аналоговую зеркалку, с которой мой отец путешествовал по миру, пока, наконец, не обосновался в Штатах.

Фотосъёмка на плёнку проста, но специфична: отражённый свет падает на пластмассовую плёнку, выжигая в ней химическое изображение. Сочетание освещения, типа плёнки и объектива создаёт волшебно‑уникальные композиции.

Долгие годы мой процесс работы выглядел так: я заправляю плёнку и делаю фотографии, отправляю плёнку в лабораторию и жду проявки, забираю плёнку, разрезаю негативы на полосы, вставляю их в держатель, сканирую негатив каждого кадра специальным сканером, открываю каждый файл в Darktable, инвертирую вручную, вношу правки, а затем решаю, где хранить и/или публиковать экспортированное изображение. Поначалу этот процесс казался мне восхитительным, но чем больше я снимал плёнок, тем больше времени уходило на обработку всех 36 её кадров.

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Will ‘prairie populism’ defeat Republicans in the midterms? | Politics Weekly America
Published: 2026-10-28 12:15:02 | Created: 2026-10-28 12:23:00

Adam Hamilton in Kansas, Dan Osborn in Nebraska, Joshua Turek in Iowa. They’re all hoping to flip ruby-red states in the midterm elections next Tuesday.

Jonathan Freedland speaks to Rachel Leingang about her reporting across the midwest, where she has charted the renaissance of progressive populism

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Как устроена архитектура ПО базовой станции Huawei
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-10-28 12:20:40 | Created: 2026-10-28 12:20:59

Представьте, что в одной коробке высотой 2U нужно одновременно запустить четыре поколения мобильной связи — 2G, 3G, 4G и 5G, — да так, чтобы они делили между собой процессор, транспорт, радио и антенну, и не роняли друг друга при огромной нагрузке, поддерживали зоопарк из разных плат и плюсом поколений этих плат. Примерно это и есть базовая станция Huawei серии 3900/5900.

Снаружи это модульный «конструктор» из шасси и плат. Внутри — многоуровневая программная платформа на ARM-процессоре, которая абстрагирует железо и раздаёт его «сервисам» разных стандартов связи.

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