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An Empirical Study: AI Agent Rules Need Context and Layered Enforcement

An Empirical Study: AI Agent Rules Need Context and Layered Enforcement

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πŸ’₯ Check out this awesome post from Hacker News πŸ“– πŸ“‚ **Category**: βœ… **What You’ll Learn**: A rule like "run the full test suite before committing" looks simple until an AI coding agent edits a source file after the last test run and then calls git commit. The kernel sees an ordinary process writing a commit object, while the harness sees one more tool call, yet the decision depends on which test result is still fresh, which edit invalidated it, and whether this commit is allowed now. The ActPlane paper measures the gap between the behavioral rules developers write and…
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Trent Park House of Secrets review – The bugged stately home where German prisoners gushed their secrets | Museums

Trent Park House of Secrets review – The bugged stately home where German prisoners gushed their secrets | Museums

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πŸš€ Discover this must-read post from Culture | The Guardian πŸ“– πŸ“‚ **Category**: Museums,Art and design,Culture,London,UK news,Second world war βœ… **What You’ll Learn**: History happened here. I mean history happens everywhere. But serious and important world-shaping history happened at Trent Park.Built on the grounds of Enfield Chase, an area of ​​the Hertfordshire countryside used as hunting grounds by royalty, this country house has lived many lives. It has been a Georgian retreat, a Victorian mansion, a post-Edwardian retreat, and then, during World War II, a place of secrets. It later became a university campus, before falling into disuse. Now it…
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Hyprland 0.55 is here and you don’t want to miss it!

Hyprland 0.55 is here and you don’t want to miss it!

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✨ Discover this trending post from Hacker News πŸ“– πŸ“‚ **Category**: πŸ“Œ **What You’ll Learn**: After quite a long while, Hyprland 0.55 is upon us! This is an enormous update by each measurable metric - commits, contributors, features and changes. Highlights With 0.55, there are tons of changes, let’s bring the highlights first. Lua configs As we’ve announced a while back, the Hyprland config is now done in Lua. This does not mean your hyprlang config is now broken - it will still work, for a few releases. The entire wiki has been updated to reflect new Lua configs and…
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Apple Crumble: A delicious Knives Out-inspired puzzle that lets you snoop on your family | games

Apple Crumble: A delicious Knives Out-inspired puzzle that lets you snoop on your family | games

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✨ Explore this awesome post from Culture | The Guardian πŸ“– πŸ“‚ **Category**: Games,Culture,PC πŸ’‘ **What You’ll Learn**: SSomeone wants to kill grandma. At this he took out the knives-Inspired puzzle game, each member of your family is suspicious in their own way: your uptight mother, your β€œuncle having a midlife crisis” and especially that stranger in your bedroom. Yikes!Although Apple Crumble remains a mystery, it is mechanically different from Happy Broccoli Games' previous game, Duck Detective, in which the player solves crimes in a small office. Here you are pretty much intruding into your family home. β€œI love the…
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Launch HN: Bloomy (YC S26) – AI-powered mastery learning for K-12

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✨ Explore this trending post from Hacker News πŸ“– πŸ“‚ **Category**: πŸ’‘ **What You’ll Learn**: Hi HN, I’m Alex Southmayd, the founder of Bloomy (https://bloomylearning.com) – an AI-powered mastery-learning platform for K-12 students. Bloomy provides students with an AI tutor alongside adaptive curriculum (right now Math, English Language Arts, and Writing).How it works: we diagnose students’ skill gaps, place them on personalized learning paths, and give them standards-aligned lessons and a Socratic AI tutor that scaffolds their learning without just giving away the answer.The goal is to solve the Bloom 2-sigma problem (https://en.wikipedia.org/wiki/Bloom%27s_2_sigma_problem) with AI.Short launch video: https://tinyurl.com/bloomylearningLonger product demo:…
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BBC beats ITV again in World Cup final viewing figures | BBC

BBC beats ITV again in World Cup final viewing figures | BBC

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πŸš€ Discover this must-read post from Culture | The Guardian πŸ“– πŸ“‚ **Category**: BBC,ITV,World Cup 2026,BBC One,ITV1,Television industry,Media,World Cup,Television,Football,Culture πŸ“Œ **What You’ll Learn**: Their World Cup studios have been scrutinized, and their pundit line-up has been analyzed almost as much as the matches. But when it came to the final match of the tournament, the outcome was clear: the public once again chose the BBC over ITV.Four times that number of people turned to the BBC to watch Spain's win over a combative Argentina, very similar to its win over ITV four years ago.The BBC enjoyed an average audience of…
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There Is No A.I. | The New Yorker

There Is No A.I. | The New Yorker

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πŸ’₯ Discover this awesome post from Hacker News πŸ“– πŸ“‚ **Category**: πŸ“Œ **What You’ll Learn**: The non-repeating nature of this process can make it feel lively. And there’s a sense in which it can make the new systems more human-centered. When you synthesize a new image with an A.I. tool, you may get a bunch of similar options and then have to choose from them; if you’re a student who uses an L.L.M. to cheat on an essay assignment, you might read options generated by the model and select one. A little human choice is demanded by a technology that…
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Ω…Ω‡Ψ±Ψ¬Ψ§Ω† ΨͺΩˆΨ±ΩˆΩ†Ψͺو Ψ§Ω„Ψ³ΩŠΩ†Ω…Ψ§Ψ¦ΩŠ: ΨͺΨ΄ΩƒΩŠΩ„Ψ© Ω‡ΩŠΩ„ΩŠΩ† Ω…ΩŠΨ±ΩŠΩ† ΩˆΩƒΨ±ΩŠΨ³ Ψ±ΩˆΩƒ وسيث Ψ±ΩˆΨ¬Ω† Ψ§Ω„Ψ±Ψ§Ψ¦Ψ―Ψ© | Toronto Film Festival

Ω…Ω‡Ψ±Ψ¬Ψ§Ω† ΨͺΩˆΨ±ΩˆΩ†Ψͺو Ψ§Ω„Ψ³ΩŠΩ†Ω…Ψ§Ψ¦ΩŠ: ΨͺΨ΄ΩƒΩŠΩ„Ψ© Ω‡ΩŠΩ„ΩŠΩ† Ω…ΩŠΨ±ΩŠΩ† ΩˆΩƒΨ±ΩŠΨ³ Ψ±ΩˆΩƒ وسيث Ψ±ΩˆΨ¬Ω† Ψ§Ω„Ψ±Ψ§Ψ¦Ψ―Ψ© | Toronto Film Festival

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πŸ”₯ Read this insightful post from Culture | The Guardian πŸ“– πŸ“‚ **Category**: Toronto film festival,Helen Mirren,US news,Culture,Taron Egerton,Festivals,Film,Chris Rock,Seth Rogen,Anna Kendrick πŸ“Œ **What You’ll Learn**: World premieres of films led by Helen Mirren, Seth Rogen and Chris Rock lead this year's Toronto Film Festival lineup.The September festival, which takes place after the Venice Film Festival, saw the premieres of Oscar-winning films such as Green Book, The Eyes of Tammy Faye, Still Alice, Dallas Buyers Club and Silver Linings Playbook.Mirren will play Patricia Highsmith in A Talent for Killing, a twisty thriller starring recent Tony Award winner Alden Ehrenreich, who…
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Perfection is not over-engineering β€” var0.xyz

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πŸ’₯ Explore this awesome post from Hacker News πŸ“– πŸ“‚ **Category**: πŸ’‘ **What You’ll Learn**: 2026-07-19 "We don't want to do perfect." "We don't want to build the perfect solution." I've heard versions of that line more times than I can count, delivered as if "perfect" were a dirty word. And I understand the caution β€” over-engineering burns teams, and people have learned to treat anything that smells like perfection as the same risk. It isn't. The industry has quietly conflated the two. Over-engineering is solving the wrong problem. That's the whole definition. Not "caring too much." Not "making it…
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Avengers: Doomsday reveals a star-studded Marvel adventure | Avengers: Doomsday

Avengers: Doomsday reveals a star-studded Marvel adventure | Avengers: Doomsday

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πŸ’₯ Explore this must-read post from Culture | The Guardian πŸ“– πŸ“‚ **Category**: Avengers: Doomsday,Film,Marvel,Superhero movies,US news,Culture,Robert Downey Jr πŸ“Œ **What You’ll Learn**: The first full trailer for Avengers: Doomsday has been released online giving a look at Marvel's big-budget hope.β€œThere's something coming, something we may not be able to stop,” is the first line heard in the new preview that continues to bring back multiple characters from different Marvel movies and universes.Returning Avengers featured in the trailer include Chris Hemsworth as Thor, Paul Rudd as Ant-Man, and Chris Evans as Captain America, while Fantastic Four's Pedro Pascal, X-Men's Patrick…
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