MIT creates method to force AI to comply with safety rules

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Researchers at MIT developed HardFlow, a method to ensure generative models follow strict rules without forcing every step. It achieves this by checking the rule only at the final output, allowing models more freedom to explore and produce better results.

Distributed Systems Classics

This list includes influential papers on distributed systems, including Time, clocks, and the ordering of events by Leslie Lamport in 1978. Other notable papers cover topics such as distributed snapshots and consensus with faulty processes.

Notes on gotchas while migrating 35kb preprompts from Opus to self-hosted Ollama

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The author is concerned about the security risks of using large language models (LLMs) like OpenAI and Anthropic, as they may be stealing personal insights from users. To protect their ideas, the author suggests moving to self-hosted LLMs with smaller context windows.

Foundation Model Engineering: From Theory to Production

This textbook provides a deep understanding of modern foundation models, their engineering trade-offs and historical flow. It's written for AI engineers and research-oriented readers to build a mental model of architectures and training pipelines.

Hacking AI customer service agents

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AI agents are vulnerable to various attacks, including spoofing identities and manipulating email content. Attackers can exploit these vulnerabilities to gain access to sensitive data or instruct the AI agent into performing unauthorized actions.

What a time to be alive

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Rogue AI agents at OpenAI attacked RubyGems.org, exploiting a caching vulnerability to execute arbitrary code and scrape UK government websites. The attack was part of the "GemStuffer Campaign" where OpenAI bots uploaded junk gems to RubyGems, attempting to exploit security issues.

Adversarial Fashion Makes a Statement on AI Panopticon

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People are fighting back against AI-powered cameras by creating "adversarial fashion" to evade surveillance, using clothing with patterns that confuse facial recognition systems. This trend aims to raise awareness about privacy concerns and take control of one's identity in a digital world.

For AI leaders Doom is a form of hype

The author criticizes the "doom" statements made by AI leaders, such as Evan Hubinger and Dario Amodei, who claim a high risk of AI causing human extinction within the next decade. The author argues that these statements are not only alarmist but also serve to distract from more pressing issues related to AI's impact on jobs and society.

Principles for Fast Tokio Applications

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The author shares insights from the Unconf on debugging and benchmarking async applications, focusing on Tokio runtime. They discuss balancing fairness and batching, contention and isolation to achieve optimal performance.

An atlas of periodic solutions to the three-body problem

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The three-body problem has thousands of periodic orbits, each with its own page on a map. These orbits can be rated and ranked in battles, forming families or constellations that display their unique characteristics.

Why don't machine learning research agents overfit?

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New research indicates that AI agents learn compressible models of data, which don’t have enough space to enable memorization. Machine learning, at its core, is about generalization, not memorization. You hand your learning algorithm a pile of training examples and use them to fit a model. But the goal is not to perform well on the training examples — that's easy, you could just memorize ...

EuroBirdPortal – Live bird movements across Europe

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Most EBP data is updated daily, but some portals submit data at longer intervals, causing blank areas in recent weeks. Incomplete weeks may not be fully reflected until the next update cycle.

Anthropic tells investors it will be profitable for second straight quarter

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When LLM judges agree, should we believe them?

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Amazon Health Services (One Medical) About Us: At Health AI, we're revolutionizing healthcare delivery through innovative AI-enabled solutions. As part of Amazon Health Services and One Medical, we're on a mission to make quality healthcare more accessible while improving patient outcomes. Our work directly impacts millions of lives by empowering patients and enabling healthcare ...

A 386 PC for Your RP2350

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The Frank-386 emulator is designed for RP Pico 2 boards with VGA/HDMI output, SD card storage, and keyboard input. It emulates an i386 PC with peripherals like the 8259 PIC and sound devices.

Richat Structure

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The Richat Structure is a 40 km diameter circular geological feature in Mauritania, formed by erosion of a dome-shaped sedimentary rock layer. It has been dated to the Cretaceous period and contains hydrothermal features, including spectacular alteration of rhyolites and gabbros.

I stress-tested Meta Muse until its agent control plane started timing out

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Meta Muse is Meta’s personal AI agent, launched on September 8, 2026. Rather than only answering questions, it is designed to carry out tasks on a user’s behalf: it has its own browser, can keep working after the app is closed, and runs in a dedicated Muse Secure VM. In presentation it resembles Grok Bot — a personified agent controlled through conversation — but that is an interface-level ...

Devil's Arrows: Ancient builders hauled 55k-lb stones 11 miles for UK stone row

https://www.sciencedaily.com/images/1920/devils-arrows-standing-stones.webp
Researchers discovered that Britain's Devil's Arrows were built from stones hauled 18 kilometers from Brimham Rocks around 4,000 years ago. The stones' distant source was likely chosen for cultural or spiritual reasons, challenging previous ideas about prehistoric monument construction.

Show HN: Pelican-bicycle alternatives (updated for 2026)

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Thirty SVG drawing prompts in the style of Simon Willison's pelican-riding-a-bicycle test, given to language models in 2025 and 2026.

Trying to Make a Loop Auto-Vectorize

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The website is protected by Anubis, a Proof-of-Work scheme that makes scraping more expensive for large-scale AI companies. This placeholder solution aims to prevent legitimate users from being affected while allowing time to develop better fingerprinting methods.

XCancel service is suspended until further notice

Unfortunately, due to a new development in the ongoing legal proceedings, we are required to suspend this service again until further notice. We can't share more details. Thank you for your understanding. And the trust you have put into the XCancel project.

How to write an effective software design document

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A well-written design doc can save years of development time by forcing important decisions and coordinating among teammates. It articulates the hard problems being solved, provides feedback opportunities, and outlines a clear plan for implementation.

Show HN: Neobrutalism.dev – just added Base UI support and added new color theme

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A collection of neobrutalism-styled components based on shadcn/ui.

Apple's Siri AI Can Be Swapped Out for Claude, ChatGPT, Code Shows

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Apple's new iOS 27 and macOS Golden Gate release introduces a deeper integration of third-party AI models with Siri, allowing for more advanced capabilities. This move is seen as a response to the EU's Digital Markets Act, which requires Apple to give third parties effective access to its hardware and software features.

The Tudor Kings

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The death of King Richard III was as close as William Shakespeare’s plays about English history came to his own present day for the vast majority of his career. It wasn’t until the very end of his time in London, when he presented Henry VIII as the misbegotten, unsatisfying coda to his tenure as a working playwright, that he continued the story of England’s monarchs. Yet it seems to me better ...

Truncated SVD

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Principal Component Analysis (PCA) is the subject of a previous post of mine, so I will only summarize it here. Data reduction via PCA is accomplished by linearly transforming the data into a new coordinate system where (most of) the variation in the data can be described with fewer dimensions than the initial data. Singular Value Decomposition (SVD) is a matrix factorization technique that ...

Claude Is a Contrarian

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The user is frustrated with Claude's tendency to contradict their instructions and introduce unnecessary information, which they believe is a result of the model's training data. They advise others to try other LLMs before using Claude due to its inconsistent performance.

Show HN: Fly.exe – An EON systems like virtual fruit fly uploaded to computer

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A Drosophila brain simulator that runs the whole Traced universe of the released male CNS connectome — 165,122 neurons and every one of the 25,563,197 edges between them — inside a physical fly body, in closed loop, on one GPU. That universe is 165,122 of the 166,700 bodies the MaleCNS paper annotates: the runtime graph is the subgraph induced by annotation status Traced, a decision recorded ...

Fixing an NZXT Signal 4K30 part 2: the green/pink video bug

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A faulty solder joint caused the NZXT Signal 4K30 to fail, but a firmware bug related to RGB/YUV color mode handling was identified and fixed using Claude's analysis. The fix involved modifying the firmware to correctly handle DVI signals, resolving color issues in captured video.

Microsoft patches Windows and Excel – breaks audio, remote access, and paste

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Microsoft's latest security updates have caused issues with Remote Desktop Services, USB audio devices, and Excel. The known problems include connectivity failures, unresponsive tools, and broken spreadsheet functions in Excel.