Astra for Law

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OpenAI introduces Astra for Law, a foundation for law firms and legal technology companies to build AI products around their expertise. It combines GPT-6 with settings and tools tailored for professional legal work.

Hister: A private search engine for the pages you visit and the files you keep

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Hister is a private search engine that indexes web pages and local files for personal use. It allows searching from various interfaces, including the browser, terminal, and AI assistants, without relying on third-party providers or cloud services.

Everybody's Lost Their Minds

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The author is frustrated with the lack of regulation and oversight in the AI industry, which they believe prioritizes profits over safety and security. They argue that companies are exploiting intellectual property and concentrating power, leading to a proliferation of vulnerabilities and environmental damage.

Bend

The Bend system uses laws and proofs to ensure AI agents implement human intents correctly, verifying code changes in real-time. With LAWS.bend, developers can declare rules that AIs must follow, preventing bugs from being shipped into production.

Fujitsu launches made-in-Japan next-generation CPU FUJITSU-MONAKA

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Wax motor

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A wax motor is a device that converts thermal energy into mechanical energy using phase-change waxes, providing smooth and gentle operation. Wax motors are used in various applications such as aerospace, washing machines, and hydronic heating systems due to their reliability and cost advantages.

CrowdSec Source Code Leak

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A source code leak occurred in CrowdSec's GitHub repository in May 2026, but the leaked code is mostly outdated and does not pose a significant threat. The team is investigating the incident and monitoring for any abnormal activity.

Towards Self-Driving Codebases

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Agents can handle most software work, but current tools and environments hinder their effectiveness. Engineers need to focus on high-value tasks like creativity and problem-solving rather than low-level code maintenance.

Infinite-Parameter LLMs: Generating and Adapting Weights from Live Data

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A conventional model cannot learn from live interaction due to frozen weights, but an Infinite-Parameter LLM can by generating weights from run-time data. This is achieved through a compact hypernetwork that updates the effective weight online using Bayesian belief over the generator's latent code.

Rate limits on GitLab.com are changing

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GitLab.com is updating its rate limits to align with subscription tiers, starting October 19 for free accounts and January 2027 for premium and ultimate plans. Users can authenticate requests to access higher limits or upgrade to premium/ultimate plans.

André Weil and the Hodge Conjecture

André Weil doubted the Hodge conjecture after finding a counterexample to one possible proof strategy, which generalized into a possible counterexample to the conjecture itself. He began trying to construct a counterexample but ultimately failed, leaving the Hodge conjecture as one of the Millennium Prize Problems.

Why I didn’t sign the Fields medallists’ letter

The author reflects on the impact of AI on mathematics, disagreeing with a letter signed by 25 Fields medallists that emphasizes the importance of conceptual understanding over problem-solving. The author believes that both aspects are valuable and that a spectrum of attitudes exists among mathematicians.

The American Religion of Self-Storage Facilities

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The author recounts a road trip across the US, visiting various self-storage facilities and observing their operations. The industry has grown significantly since its inception in the 1970s, with over 90% of global capacity located in the US.

Running Ubuntu on the Lenovo IdeaPad Duet

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A Lenovo IdeaPad Duet Chromebook was successfully hacked to run Ubuntu, with the help of an AI agent that generated patches and code for various components, including U-Boot and a display driver. The process involved multiple attempts at debugging and refining the code, as well as testing on real hardware using a $15-$20 GLM-5.3-Flash device.

Zettascale (YC S24) Is Hiring ASIC/FPGA Engineers to Build Chips for ASI

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← Home We're always looking for exceptional people. Send a demo of something you've built that you're proud of to [email protected] and we'll talk if it's relevant.

How GLM built its own inference infrastructure

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TSMC revealing details about next gen A14 node

T. Rex Had a Body Temperature of 97 Degrees

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Canto: A speech model built for the real world

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Wispr's Canto model achieved the lowest word error rate among real-time dictation models, outperforming Google and OpenAI. The model was trained using a combination of supervised fine-tuning and reinforcement learning to handle challenging real-world conditions.

Launch HN: Skillsync (YC W26) – AI chat sessions made portable across agents

Skillsync is a tool that lets users move AI chat sessions across different coding agents, making them portable and searchable. It acts as a universal converter, allowing users to pick up where they left off on any agent without starting over.

One year of sponsored Servo development

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The Servo project's Josh Bowman-Matthews has been working part-time to improve the contributor experience, funded by monthly donations. He made significant contributions, including fixing test failures and rewriting the JS engine integration.

How do we prevent mathemathics from devolving into the Medieval Era of secrecy?

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Mathematicians are now facing a new era of secrecy due to the advent of large AI companies competing for solutions to famous problems, potentially stifling open science and collaboration. The shift in incentives may lead mathematicians to hold onto partial results, fearing that others will use powerful tools like AI to solve the problem before they can publish their work.

CCC invites all model citizens to 40C3

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The Chaos Computer Club is hosting 40C3, Europe's biggest hacker party and conference, from December 27-30, 2026. The event aims to promote a more combative spirit and community through talks, art, music and performances.

Don't Make Job Referrals Public

The author received unsolicited messages from multiple strangers after posting about their background on Hacker News, suggesting a public referral program has become a form of spam. The company's payment incentive for successful referrals is creating an unfair advantage for those who can easily match keywords with the candidate's profile.

Vibe Coding is the new Internet Dating?

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Dating apps have replaced traditional online dating methods, changing societal attitudes and perceptions. The terms "Internet dating" and "vibe coding" may become outdated as AI-assisted coding becomes the norm.

Show HN: Share your AI Setup, Learn from others

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The user is setting up a community to share AI-related tools, workflows, and systems with others. They aim to learn from others' setups and feel more comfortable with their own AI setup.

Grand MS-DOS Gaming General MIDI Showdown

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The author compares the Roland SC-55 and Yamaha MU80 sound modules, as well as their software recreations, to determine which one sounds "best" for DOS gaming. The author concludes that the hardware Yamaha MU80 is superior due to its lower noise floor, higher quality samples, and better chorus and reverb effects.

The Return of Sail Power: Cargo Ships Are Turning Back to the Wind

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Commercial shipping is adopting wind-assisted propulsion systems to reduce fuel consumption and emissions, with over 100 ships equipped and more in development. These modern systems work alongside conventional engines to harness the wind for efficiency gains whenever possible.

LLM Classification Is Feature Engineering

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The author discusses the limitations of using Large Language Models (LLMs) as classifiers, including hard labels and lack of calibration. However, by combining LLMs with logistic regression or other machine learning algorithms, they can achieve better performance and calibration.

Vinix – A modern operating system written in V

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Vinix is an independently developed, Unix-like operating system with its own kernel and drivers, targeting x86-64 and ARM64 architectures. It aims to provide a fast, open-source, minimal operating system for MacBooks.