Texas is suing all of the big TV makers for spying on what you watch

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Texas Attorney General Ken Paxton is suing five TV makers for allegedly using Automatic Content Recognition to secretly record consumer viewing habits. The lawsuit claims Samsung, Sony, LG, Hisense, and TCL are part of a "mass surveillance system" for targeted advertising.

alpr.watch

US municipalities are adopting surveillance technologies with over 80,000 cameras tracking residents' movements and collecting data. A website allows users to track and report on these technologies.

Announcing the Beta release of ty

https://astral.sh/static/OpenGraph/Astral.jpg
Astral announces the Beta release of ty, a fast Python type checker and language server written in Rust. ty is designed for live updates and provides accurate feedback, balancing correctness with user experience.

Thin desires are eating life

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We're chasing thin desires that can be easily fulfilled, but leave us empty, while neglecting thick desires that require effort and bring lasting satisfaction. Pursuing the thick life, like baking bread, can be a way to find meaning and fulfillment without trying to change the world.

No Graphics API

https://images.squarespace-cdn.com/content/v1/6741ac845a0db27835868e3c/7411bc9f-22bc-4ca8-b664-78c2edaa6684/voodoo2.jpg
Sebastian Aaltonen, a 30-year graphics code veteran, discusses the evolution of graphics APIs and the need for a simplified API design tailored for modern GPUs. He proposes a new memory management system, combining CUDA's GPU malloc design with CPU-mapped GPU memory, to improve performance and simplify graphics programming.

8M users' AI conversations sold for profit by "privacy" extensions

https://cdn.prod.website-files.com/689ad8c5d13f40cf59df0e0c/693ff195f1d7b63502effd1e_Screenshot%202025-12-15%20at%2013.31.18.png
A Chrome extension called Urban VPN Proxy with 6 million users secretly harvested AI conversations from platforms like ChatGPT and Claude. The extension's data collection was enabled by default and operated independently of its VPN functionality.

AI will make formal verification go mainstream

https://martin.kleppmann.com/images/book-cover-small.png
AI will make formal verification cheaper and more accessible, allowing for widespread adoption in software development. This will be driven by AI-generated code needing formal verification to ensure its correctness and by AI's ability to assist in writing proof scripts.

Pricing Changes for GitHub Actions

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GitHub updated its pricing and product models for GitHub Actions, improving reliability and performance. The changes include reduced prices for GitHub-hosted runners and a new $0.002 per-minute Actions cloud platform charge.

This is not the future

The author criticizes tech enthusiasts for accepting new technologies without critical thinking, leading to user abuse and loss of control. They argue that consent and consumer needs are manufactured through marketing campaigns and that users have agency to choose a desirable future.

Mozilla appoints new CEO Anthony Enzor-Demeo

https://blog.mozilla.org/wp-content/blogs.dir/278/files/2025/12/Distilled_Header_Anthony-1000x563.png
As Mozilla's new CEO, I will focus on building a trusted software company by giving users agency over their data and AI, and growing through transparent monetization. We will measure progress against a double bottom line, advancing our mission and succeeding in the market over the next three years.

No AI* Here – A Response to Mozilla's Next Chapter

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Mozilla's new CEO plans to position the company as a trusted software company with AI at its center, but the author is skeptical about this approach. The author believes that large language models are untrustworthy and should not be integrated into browsers.

Children with cancer scammed out of millions fundraised for their treatment

https://ichef.bbci.co.uk/news/480/cpsprodpb/d92e/live/e946f5f0-d4e0-11f0-a892-01d657345866.jpg.webp
Desperate parents of sick children are being exploited by online scam campaigns that claim to raise funds for life-saving treatment. A BBC investigation found 15 families who received little to nothing of the $4m raised in their names.

GPT Image 1.5

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OpenAI introduces GPT-5.2 for professional knowledge work, improving economic value and state-of-the-art performance in tasks like spreadsheets, presentations, and code writing.

SHARP, an approach to photorealistic view synthesis from a single image

https://apple.github.io/ml-sharp/teaser.jpg
SHARP is a neural network that regresses a 3D Gaussian scene representation from a single image in under a second. It produces photorealistic images for nearby views with robust zero-shot generalization and state-of-the-art performance on multiple datasets.

40 percent of fMRI signals do not correspond to actual brain activity

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Researchers led by Valentin Riedl found that brain regions use oxygen more efficiently without increased blood flow during tasks. This challenges the interpretation of fMRI studies on brain disorders and suggests using quantitative measurements for more accurate results.

Quill OS: An open-source OS for Kobo's eReaders

https://quill-os.org/assets/screenshots/home-2.png
KoBox X11 features ePUB, PDF, and text display, with Wi-Fi, web browser, and encrypted storage. It offers a user-friendly experience with search, auto-suspend, and customizable options.

Coming soon: Simpler pricing and a better experience for GitHub Actions

https://github.blog/wp-content/themes/github-2021-child/dist/img/social-v3-new-releases.jpg
GitHub will lower GitHub-hosted runner prices by up to 39% on January 1, 2026, and introduce a $0.002 per minute charge for self-hosted runner usage on March 1, 2026. GitHub-hosted runner usage in public repositories remains free, and Enterprise Server customers will see no price changes.

Show HN: Picknplace.js, an alternative to drag-and-drop

https://jgthms.com/picknplace.js/images/facebook.png
You want a simpler drag and drop experience with a 2-step approach: pick an item first, then place it. This would reduce errors and improve usability, especially on mobile devices.

Show HN: Stop AI scrapers from hammering your self-hosted blog (using porn)

https://raw.githubusercontent.com/vivienhenz24/fuzzy-canary/main/public/banner.png
Fuzzy Canary is a tool that adds invisible links to your site's HTML to deter AI scrapers, but may harm SEO if used with static sites. It can be used server-side or client-side, with server-side being more effective.

Gemini 3 Pro vs. 2.5 Pro in Pokemon Crystal

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Prompt caching for cheaper LLM tokens

https://frontend-blog-ngrok.vercel.app/blog-assets/images/2025-12-16-prompt-caching/og.jpg
The user explains how prompt caching in LLMs reduces latency and cost by reusing cached matrices (K and V) instead of recalculating them, allowing providers to offer cheaper tokens and faster responses. The cached matrices are saved for 5-10 minutes and can be reused if a new request starts with the same prompt, with some providers offering more control over caching.

Sega Channel: VGHF Recovers over 100 Sega Channel ROMs (and More)

https://gamehistory.org/wp-content/uploads/2025/12/segachannel_menu-1024x768.png
A team has recovered over 100 new Sega Channel ROMs, including system data, exclusive games, and prototypes, and digitized internal paperwork and correspondence that reveals how Sega Channel operated. The recovered data includes nearly 100 unique system ROMs, dozens of previously undumped game variants, and Sega Channel exclusives, and accounts for almost all outstanding Sega Channel games.

I ported JustHTML from Python to JavaScript with Codex CLI and GPT-5.2 in hours

https://static.simonwillison.net/static/2025/justjshtml-playground.jpg
The user ported JustHTML, a Python HTML5 parser, to JavaScript using Codex CLI and GPT-5.2 in 4 hours. The new library, simonw/justjshtml, passes 9,200 tests from the html5lib-tests suite and has a similar API to the original library.

Japan to revise romanization rules for first time in 70 years

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The Japanese government is planning to replace its 70-year-old romanization system with the more widely used Hepburn-style spellings. The changes are expected to be approved and rolled out in textbooks and materials within the current fiscal year.

MIT professor shot at his Massachusetts home dies

https://ichef.bbci.co.uk/news/480/cpsprodpb/0bea/live/1563b920-dab8-11f0-b2d6-8b03c56348b7.jpg.webp
Professor Nuno F Gomes Loureiro, a 47-year-old nuclear science and engineering professor, was shot and killed at his Massachusetts home. Police are investigating the incident as an active and ongoing homicide.

Bonsai: A Voxel Engine, from scratch

https://raw.githubusercontent.com/scallyw4g/bonsai/master/screenshots/logo_256.png
Bonsai is a voxel engine that supports massive worlds and procedural terrain generation. It's a learning project that emphasizes simplicity and is currently in a large rewrite phase.

VS Code deactivates IntelliCode in favor of the paid Copilot

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Microsoft deactivated IntelliCode extension in VS Code 1.107, replacing it with Copilot which offers 2000 free suggestions before requiring a paid license. VS Code 1.107 also adds experimental support for TypeScript 7 and new chat-based agent control.

Meta Segment Anything Model Audio

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The GitHub Actions control plane is no longer free

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GitHub introduced a $0.002 per-minute platform fee for all GitHub Actions usage. This change makes self-hosting no longer free and aligns third-party runners like Blacksmith as ecosystem partners.

Rust GCC backend: Why and how

https://blog.guillaume-gomez.fr/blog/images/cat-in-tree.jpg
The Rust compiler uses different backends like LLVM and GCC to generate binary code for the target processor, with each backend receiving the Abstract Syntax Tree (AST) from the front-end and generating assembly code. The GCC backend is a bridge between the Rust compiler's AST and the codegen API, and can be used to generate binary code for older platforms that are not supported by LLVM.

Vibe coding creates fatigue?

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The author experiences fatigue from "vibe coding" with AI tools like Claude Code and Cursor, which generates code at a speed that their brain can't process. This leads to cognitive overload, stress, and the need for new rhythms and boundaries in coding.

ArkhamMirror: Airgapped investigation platform with CIA-style hypothesis testing

https://raw.githubusercontent.com/mantisfury/ArkhamMirror/main/docs/assets/banner.png
ArkhamMirror is a local AI-powered investigation platform for journalists and researchers. It runs 100% locally, providing powerful forensics without cloud costs or risks.

The World Happiness Report is beset with methodological problems

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The World Happiness Report is based on a flawed methodology using a single question about life satisfaction, which doesn't accurately measure happiness.

I've been writing ring buffers wrong all these years (2016)

https://www.snellman.net/blog/stc/images/rb-normal.png
The user discusses different implementations of a one-element ring buffer, comparing two-index and one-index plus length representations, and concludes that a two-index representation with wraparound on unsigned integer overflow is the most efficient and simple solution. This approach requires the capacity to be a power of two and the maximum capacity to be half the range of the index data ...

I'm a Tech Lead, and nobody listens to me. What should I do?

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The author, a Tech Lead, shares his experience of struggling to gain influence at mytaxi due to lack of trust, which he later learned was built through concrete actions solving real problems and being present when needed. He advises Tech Leads to focus on reducing toil, risk, or uncertainty and to change the conversation by starting with their own behavior.

A2UI: A Protocol for Agent-Driven Interfaces

https://a2ui.org/assets/end-to-end-data-flow.png
A2UI is a Google-created project allowing AI agents to safely send rich UIs across trust boundaries using declarative component descriptions. It enables incremental UI generation and rendering on various platforms like Angular, Flutter, and React.

Erdős Problem #1026

https://terrytao.wordpress.com/wp-content/uploads/2025/12/game.jpg
Erdős problem 1026 was solved through collaboration and AI tools, with multiple mathematicians contributing to the solution. The problem was eventually solved using a combination of existing literature, game theory, and AI-generated images.

New Quantum Antenna Reveals a Hidden Terahertz World

https://www.sciencedaily.com/images/1920/rubidium-atoms-frequency-comb-converted-into-light.webp
Researchers at the University of Warsaw have developed a method to detect and calibrate terahertz frequency combs using Rydberg atoms. This breakthrough enables precise measurements in the terahertz range, opening doors to sensitive spectroscopy and quantum sensors.

I Program on the Subway

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The author finds their NYC commute time-consuming but uses it to focus on side projects without distractions. They've adapted to the subway environment by using free WiFi and a small notebook for complex ideas.

Overconsumption is a spiritual problem

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The author reflects on materialism and its effects on life, comparing it to being "spirited away" like in the movie Spirited Away, where desires and greed consume one's identity.

Writing a blatant Telegram clone using Qt, QML and Rust. And C++

https://kemble.net/provoke/littlethingy.png
The user is working on a Qt-based application using Rust and QML, aiming to create a native-like experience. They're experimenting with different approaches to integrate Rust and Qt, including using qmetaobject-rs and cxx-qt.

AI is wiping out entry-level tech jobs, leaving graduates stranded

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Artificial intelligence has led to a decline in entry-level tech jobs, with fewer than 25% of students at Indian Institute of Information Technology securing job offers. Students are now expected to possess higher-level skills and adapt to industry demands, making traditional engineering degrees less relevant.

The biggest heat pumps

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A German energy company, MVV Energie, is building the world's most powerful heat pump modules in Mannheim, Germany, with a capacity of 162MW. The heat pumps will draw water from the River Rhine and supply around 40,000 homes via a district heating system.

Ideas aren't getting harder to find

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Productivity growth slowdown may not be due to lack of new ideas, but rather market inefficiencies preventing innovative firms from gaining market share. Focusing on improving market competitiveness and allocative efficiency could be key to restoring economic growth.

FVWM-95 (2001)

Fvwm95 is a Unix window manager emulating Windows-95 features for a familiar look and feel. It's useful for users switching between Unix and MS-World or wanting a simple, efficient alternative.

A brief history of Times New Roman

https://typographyforlawyers.com/images/tally-of-types.jpg
Times New Roman was created in 1929 for the Times of London newspaper and became popular due to its use in daily newspapers. It's now widely used but often seen as a default font lacking personality.

A linear-time alternative for Dimensionality Reduction and fast visualisation

https://miro.medium.com/v2/resize:fit:407/1*waPa-9E4u0Ze_875Chb4Yg.png
SLR is a deterministic, linear-time dimensionality reduction method for browsers, using trilateration against a fixed topological skeleton. It achieves real-time performance by comparing every point to a small set of landmarks, rather than every point to every other point.

Biscuit is a specialized PostgreSQL index for fast pattern matching LIKE queries

https://opengraph.githubassets.com/1bedbf4027f02a470f4d7ffc02607708bd03037bcca6c42a28af03795d8aacb8/CrystallineCore/Biscuit
Biscuit is a PostgreSQL index access method for fast pattern matching on LIKE and ILIKE queries. It improves performance on wildcard-heavy queries by eliminating recheck overhead.

Dafny: Verification-Aware Programming Language

https://dafny.org/images/dafny-logo.jpg
Dafny is a verification-aware language that empowers developers to write correct code with native support for specifications and a static verifier. It integrates with existing workflows and reduces costly late-stage bugs through rigorous verification.

Devs say Apple still flouting EU's Digital Markets Act six months on

https://regmedia.co.uk/2024/04/17/shutterstock_logo.jpg
Apple is accused of non-compliance with the EU's Digital Markets Act, imposing fees on transactions outside its App Store despite a ruling against it. Developers warn that weak enforcement risks turning the regulation into an expensive paper exercise.

Chat-tails: Throwback terminal chat, built on Tailscale

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Brian Scott created chat-tails, a private, terminal-based chat app for his kid and friends to play Minecraft safely. It uses Tailscale and tsnet for secure connections and is accessible through a terminal with features like /who and /quit commands.

The Bob Dylan concert for just one person

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Bob Dylan performed a private concert for one person, Fredrik Wikingsson, in a Philadelphia theater. Wikingsson, a huge Dylan fan, was chosen for the unusual performance, which featured 1950s covers, including Buddy Holly's "Heartbeat."

Chomsky and the Two Cultures of Statistical Learning (2011)

https://upload.wikimedia.org/wikipedia/commons/thumb/4/46/Noam_Chomsky_portrait_2017_retouched.jpg/500px-Noam_Chomsky_portrait_2017_retouched.jpg
Noam Chomsky criticized researchers using statistical methods in machine learning, but the author disagrees, arguing that statistical models can provide accurate simulations and are a necessary tool for representing facts about language. The author cites examples of successful applications of statistical models in language processing, including search engines, speech recognition, and machine ...

SoundCloud confirms breach after member data stolen, VPN access disrupted

https://www.bleepstatic.com/content/hl-images/2025/12/15/soundcloud.jpg
SoundCloud experienced a security breach where threat actors stole a database containing user information, but no sensitive data was accessed. The breach affects 28 million accounts, with users unable to access the site via VPN due to a configuration change.

Thomas Piketty: 'The reality is the US is losing control of the world'

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The US is losing control of the world due to its economic decline and rising debt. The country's unstable leadership and desperate policies, such as taxing foreign interest payments, are a result of its economic struggles.

The pitfalls of partitioning Postgres yourself

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Hatchet's partitioning system initially worked well but queries on partitioned tables became slower due to incorrect query statistics caused by autovacuum not running ANALYZE on partitioned tables. Manually running ANALYZE on the parent partition table fixed the issue, and the team learned to use DETACH PARTITION...CONCURRENTLY and run ANALYZE regularly on parent partition tables.

U.S. unemployment rose in November despite job gains

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Show HN: I built a fast RSS reader in Zig

https://raw.githubusercontent.com/superstarryeyes/hys/main/images/hys-icon.png
Hys is a lightweight terminal RSS reader that enforces a daily fetch limit to help you stay informed. It supports groups, OSC 8 hyperlinks, and customizable display settings.

TRELLIS.2: state-of-the-art large 3D generative model (4B)

https://raw.githubusercontent.com/microsoft/TRELLIS.2/main/assets/teaser.webp
TRELLIS.2 is a 4B-parameter 3D generative model for high-fidelity image-to-3D generation with complex topologies and PBR materials. It uses a novel O-Voxel structure and a Sparse 3D VAE for efficient encoding and rendering.

Letta Code

https://cdn.prod.website-files.com/66bb3d1f468f0f3848a20a84/69419caea50a5208e60e88d9_letta-code-blog-thumb.png
Letta Code is a memory-first coding agent that persists across sessions and improves with use. It learns from experience through context engineering, long-term memory, and skill learning, achieving comparable performance to provider-specific harnesses.

The <time> element should do something

https://nolanlawson.com/wp-content/uploads/2023/01/profile_17.jpg?w=300
The &lt;time&gt; element is used for semantic dates but has limited functionality in browsers and screen readers. It's mainly used by search engines for date snippets in search results, despite Google recommending Schema.org's date fields instead.

Creating custom yellow handshake emojis with zero-width joiners

https://blog.alexbeals.com/images/custom-yellow-handshake-emojis-with-zero-width-joiners/2.png
Apple added multi-skin tone handshake emojis in 2022, using Unicode codepoints. The emojis are composed of one or multiple codepoints, allowing for different skin tones and colors.

More than 100 rally against data centers at Michigan Capitol

Over 100 people protested at the Michigan state Capitol against proposed data centers citing concerns over electricity rate hikes, water usage, and lack of transparency. Michigan Attorney General Dana Nessel criticized a massive proposed project involving OpenAI and Oracle in Saline Township.

Linux computer designed with AI boots on first attempt

https://cdn.mos.cms.futurecdn.net/sS6PSzWqprKMArtPujYaP7-840-80.jpg
Quilter's AI designed a new Linux SBC in one week, using 843 parts and dual-PCBs, and successfully booted Debian. The AI-enhanced process could unlock a new generation of computer hardware makers by removing a bottleneck in system design.

Put a ring on it: a lock-free MPMC ring buffer

https://h4x0r.org/img/default-seo-image.png
A ring buffer is a fixed-size queue that drops old data when it fills up, making it suitable for busy Linux environments where performance is crucial. A scalable ring buffer can be implemented without locking, allowing multiple readers and writers to access it simultaneously, and can be designed to drop old data or new data depending on the situation.

CEOs to Keep Spending on AI, Despite Spotty Returns

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Ask HN: How are you LLM-coding in an established code base?

The startup uses LLMs to automate coding tasks, relying on GitHub, Copilot, and Cursor, and estimates that they get the equivalent of 1.5 junior/mid-level engineers per engineer for $1k/month. They have some pain points, such as inconsistent model quality and difficulty in manual verification, but overall find the setup to be manageable and effective.

I'm just having fun

https://jyn.dev/assets/Pasted%20image%2020251215042122.png
The user is uncomfortable with people feeling intimidated by their expertise in compilers and build systems, emphasizing that learning is possible through experimentation and hard work, not magic. They encourage others to learn by building their own tools and exploring existing projects, making it fun and motivating.

Four Million U.S. Children Had No Health Insurance in 2024

https://static.scientificamerican.com/dam/m/214bd7e15d40a965/original/uninsured-children_graphic_leadImage.png?m=1765562915.493&w=600
More than 4 million US children under 19 lack health insurance, a 20% increase since 2022, due to a fragmented healthcare system and bureaucratic issues. This gap in insurance coverage can lead to delayed medical care, worse cancer prognosis, and increased risk of death for children.

Mozilla's new CEO is doubling down on an AI future for Firefox

https://platform.theverge.com/wp-content/uploads/sites/2/chorus/author_profile_images/195807/DAVID_PIERCE.0.jpg?quality=90&strip=all&crop=0%2C0%2C100%2C100&w=2400
Mozilla's new CEO Anthony Enzor-DeMeo aims to make Firefox a trusted AI browser. He plans to integrate multiple AI models into Firefox, prioritizing user choice and trust.

X-59 3D Printing

https://assets.science.nasa.gov/dynamicimage/assets/science/missions/hubble/galaxies/spiral/Hubble_NGC4388_potw2550a.jpg?w=1024
The X-59 aircraft is a 100-foot long experimental plane designed to fly at Mach 1.4 and reduce sonic booms. It's part of the Quesst mission to gather data on human responses to supersonic flight sounds.

The new ChatGPT Images is here

https://images.ctfassets.net/kftzwdyauwt9/5cwVlwaPmq2DToD9aownyp/e96fe76cb42c7494970aa2228e0601e8/chatgpt-images-example-1-input-2.png?w=640&q=90&fm=webp
OpenAI introduces GPT-5.2 for professional knowledge work, improving economic value and state-of-the-art performance in tasks like spreadsheets, presentations, and code writing.

Reverse-engineering the RK3588 NPU: Hacking limits to run vision transformers

The author, an MS CS student, optimized the Rockchip RK3588 NPU to run a Vision Transformer model by manually tiling the graph and bypassing driver timeouts. They achieved a drastic improvement in performance by re-architecting the software to match the silicon's physical reality.

The uncertain origins of aspirin

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The history of aspirin is unclear, with many claims about its ancient origins based on incomplete or dubious evidence, and its actual development in the 18th and 19th centuries is more verifiable. The true story of aspirin's invention involves a chemist named Felix Hoffman at Bayer, but a Jewish chemist named Arthur Eichengrün also played a crucial role and was likely forced to remain quiet ...

AIsbom – open-source CLI to detect "Pickle Bombs" in PyTorch models

https://raw.githubusercontent.com/Lab700xOrg/aisbom/main/assets/aisbom_demo.gif
AIsbom performs Deep Binary Introspection on model files to detect malware risks and license violations. It generates a compliant sbom.json with SHA256 hashes and license data.

O'saasy License Agreement

https://osaasy.dev/assets/images/opengraph.png
This software is open-source and can be used freely with certain restrictions. It comes with no warranty and the authors are not liable for any damages.

Detailed balance in large language model-driven agents

https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png
Researchers propose a method to understand LLM dynamics using the least action principle, discovering a macroscopic physical law in LLM generative dynamics. This discovery aims to establish a theoretical framework for complex AI systems, elevating AI research from engineering practices to a science.

Should we fear Microsoft's monopoly?

https://www.cursor.tue.nl/fileadmin/_processed_/3/3/csm_iStock-496476627-Tomhoryn_e19ffd2178.jpg
TU/e is exploring alternatives to Microsoft due to US sanctions concerns, with some departments testing Nextcloud and SURF solutions. A comprehensive replacement is unlikely, but the university is collaborating with others to develop European alternatives.

Arduino UNO Q bridges high-performance computing with real-time control

https://www.arduino.cc/cdn-cgi/image/width=2048,quality=60,format=auto/https://www.datocms-assets.com/150482/1758558945-group-4552.png
Arduino UNO Q is a Linux-capable board combining real-time control and AI acceleration. It comes with Arduino App Lab, a development environment for coding and integrating sketches, Python scripts, and AI models.

Gh-actions-lockfile: generate and verify lockfiles for GitHub Actions

Generate and verify lockfiles for GitHub Actions dependencies. Pin all actions to exact commit SHAs with integrity hashes. gh-actions-lockfile creates a lockfile that pins every action (including transitive dependencies) to exact commit SHAs with integrity hashes.

Sharp: High performance Node.js image processing/optimization

https://repository-images.githubusercontent.com/12226786/cf816100-9a08-11ea-8fc1-7af9d4bcbf9e
This high speed Node-API module converts large images to smaller formats like JPEG, PNG, WebP, GIF, and AVIF, and supports resizing, rotation, and other operations. It uses libvips for speed and handles colour spaces, ICC profiles, and alpha channels correctly.

I don't think Lindley's paradox supports p-circling

https://vilgot-huhn.github.io/mywebsite/posts/20251206_p_circle_lindley/index_files/figure-html/unnamed-chunk-2-1.png
The author discusses the concept of p-value circling, where researchers are skeptical of results with p-values close to 0.05. They explore the idea that p-values are only valid if they're valid and can't handle questionable research practices. The author suggests that p-value circling might be justified if researchers assume that p-values are distorted by p-hacking, but this is not a strong ...

Show HN: Solving the ~95% legislative coverage gap using LLM's

https://lustra.news/splash/img/light-1x.png
Lustra provides transparent access to global legislation. Our bill summaries and voting records are presented in a concise, clear, and impartial way.

Show HN: My Tizen multiplayer drawing game flopped, but then hit 100M drawings

https://www.drawize.com/Content/Images/academy_demo.gif
Drawize is a free online drawing game for friends or groups, offering practice and guessing modes. It also includes CopyCatAI for AI feedback on drawing skills.

Show HN: TheAuditor v2.0 – A “Flight Computer” for AI Coding Agents

https://camo.githubusercontent.com/d00ab174a506ee83645de7e103a03068a2ef6b25d5f658bcb782dff48f520197/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f35313275714d615a6c54672f302e6a7067
TheAuditor is a database-first code intelligence platform that indexes codebases for fast security analysis. It uses incremental indexing and database queries for sub-second results.

Feast Your Eyes on Japan's Fake Food

https://media.newyorker.com/photos/6933581efe1e1d7bc0772ea6/master/w_2560%2Cc_limit/COLLINS-FAKE-FOOD-The-airbrushing-area-at-Iwasaki-Co._-Ltd_s-Sakai-Workshop.jpg
Japan's food replica industry, shokuhin sampuru, is a 90-million-dollar industry showcasing lifelike handmade food replicas. These replicas are used to communicate food options to customers and have become a beloved part of Japanese pop culture.

What I learned about deploying AV1 from two deployers

https://media.licdn.com/dms/image/v2/D5612AQGh_UmsCJp-eg/article-inline_image-shrink_1500_2232/B56ZsOCFQRJQAU-/0/1765466985948?e=1767225600&v=beta&t=zt1H_cyjTQ6yDC9eNAjtUij_bHmmoipju70TCaETk08
Meta and Evolution Gaming discussed their AV1 deployments, with Meta using it for VOD surfaces and Evolution for live casino channels. Both companies saw improved quality and comparable or higher bit rates compared to H.264.

Show HN: Autograd.c – a tiny ML framework built from scratch

https://opengraph.githubassets.com/9a2d224b413d02237386babecf2d33f2786fc84b5b6d355bbba023d6893a824d/sueszli/autograd.c
The user compiled a C autograd engine, downloaded CIFAR-10 data, and ran a model training process. The training process showed a test accuracy of 23.56% and a loss of 2.2941 at epoch 2.

Americans overestimate how many social media users post harmful content

Show HN: Zenflow – orchestrate coding agents without "you're right" loops

https://zencoder.ai/hs-fs/hubfs/Zenflow%20Steps%20-%201-2%20(1).webp?width=2800&height=1866&name=Zenflow%20Steps%20-%201-2%20(1).webp
Zenflow should build a workflow using the Auto feature, utilizing built-in templates and custom patterns for efficient code production. This workflow will enable automated verification, cross-agent review, and simultaneous task execution with isolated environments.

Show HN: Open-source Markdown research tool written in Rust – Ekphos

https://raw.githubusercontent.com/hanebox/ekphos/release/examples/ekphos-screenshot.png
Ekphos config file sets notes directory to ~/Documents/ekphos and uses catppuccin-mocha theme. It also enables floating cursor mode and shows empty directories.

A proof of concept of a semistable C++ vector container

https://raw.githubusercontent.com/joaquintides/semistable_vector/main/img/epoch_diagram_1.png
semistable::vector is a header-only library that provides a thread-safe, contiguous vector with iterator stability. It uses epoch descriptors to track changes and ensure iterator consistency.

Getting serial port output on modern Macs

Modalz Modalz Modalz (2018)

https://modalzmodalzmodalz.com/images/illu_nonmodal.svg
Use modeless elements like accordions and sliding sidebars to isolate interactions without losing navigation. Use inline "Undo" options or simple, accessible modals with clear close buttons instead of confirmation modals.

Maximizing Compression of Apple II Hi-Res Images

http://deater.net/weave/vmwprod/hgr_compress/kerrek1.png
You're trying to fit Apple II hi-res images into RAM and disk space by optimizing a ZX02 decoder for the Apple II. The current proof-of-concept is slow due to division by 40 on the 6502.

Show HN: Misata – synthetic data engine using LLM and Vectorized NumPy

https://opengraph.githubassets.com/5bc6e9934cc848996d77a504f5faf55c5d9ac0063638e646c80c2e1e44372854/rasinmuhammed/misata
The code uses Misata to generate data for various use cases, including a SaaS company and a fitness app, with options for LLM-powered generation and custom output. It also includes features for data customization, noise injection, and reproducibility.

How to Write a 21st Century Proof (2011) [pdf]

The author proposes a method of writing proofs that makes it harder to prove things that are not true by using hierarchical structuring. This method is simple and practical, and the author has 20 years of experience writing such proofs.

Luigi Pirandello's Broken Men

https://www.thenation.com/wp-content/uploads/2025/11/GettyImages-141566479.jpeg
Luigi Pirandello was a renowned Italian dramatist who won the Nobel Prize in Literature in 1934, but his fascist views and glorification of violence have diminished his appeal in North America. His novel "One, None, and a Hundred Grand" explores the fractured mentality of modern man and critiques the ideals that society fights for.

Show HN: Deterministic PCIe Diagnostics for GPUs on Linux

https://opengraph.githubassets.com/bac7e0a1d5fd2dbc3375f5fffde8a95d9539684589825695d257d079c44cfc82/parallelArchitect/gpu-pcie-diagnostic
This tool checks GPU PCIe link health and bandwidth, and can prove it's working as expected. It requires elevated privileges on some Linux systems and provides read-only AER counter inspection.

A tagging system for documentation review comments

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A tagging system for review comments helps contributors prioritize fixes and reduce debates. It categorizes comments as blockers, improvements, or optional, making reviews faster and more efficient.

Show HN: PasteClean – Desktop app to strip tracking parameters from clipboard

Remove analytics parameters, referrals, and trackers from your URLs instantly. Protect your privacy before you click. Runs quietly in the background. Copies clean links automatically as soon as you clean them. Reveal the true destination of bit.ly and tinyurl links before you click. No more surprises.

Show HN: CommerceTXT – An open standard for AI shopping context (like llms.txt)

CommerceTXT is a protocol for AI commerce that reduces carbon footprint by 99% and minimizes hallucinations through verified data. It uses a Fractal Architecture and Trust Score system to ensure accuracy and trust.

Parallelizing ClickHouse aggregation merge for fixed hash map

https://blog.incfly.org/content/images/2025/10/image.png
Fixed a ClickHouse aggregation performance issue caused by a race condition in memory allocation due to non-thread-safe Arena usage. Optimizations were made to disable parallel merge for trivial aggregation functions and fixed hash map optimizations to avoid race conditions.

I ported JustHTML from Python to JavaScript with Codex CLI and GPT-5.2 in 4.5hrs

https://static.simonwillison.net/static/2025/justjshtml-playground.jpg
The user ported JustHTML, a Python HTML5 parser, to JavaScript using Codex CLI and GPT-5.2 in 4 hours. The new library, simonw/justjshtml, passes 9,200 tests from the html5lib-tests suite and has a similar API to the original library.

I'm Just Having Fun

https://jyn.dev/assets/Pasted%20image%2020251215042122.png
The user is uncomfortable with people feeling intimidated by their expertise in compilers and build systems, emphasizing that learning is possible through experimentation and hard work, not magic. They encourage others to learn by building their own tools and exploring existing projects, making it fun and motivating.