Mistral OCR

https://cms.mistral.ai/assets/3aa243eb-f883-4676-b23a-f69f5227375c.png?width=1546&height=1999
Mistral OCR is an Optical Character Recognition API that accurately extracts content from documents, including text, images, tables, and equations. It enables deeper understanding of rich documents and is available for use in various industries, including science, customer service, and education.

Differentiable Logic Cellular Automata

Imagine trying to reverse-engineer the complex, often unexpected patterns and behaviors that emerge from simple rules. This challenge has inspired researchers and enthusiasts that work with cellular automata for decades. In cellular automata, we generally approach things from the bottom-up. We choose local rules, then investigate the resulting emergent patterns. What if we could create ...

How to distrust a CA without any certificate errors

https://dadrian.io/img/david4.jpg
A distrust in the Web PKI occurs when a certification authority is removed from a root store due to security, compliance, or trust issues, causing certificate errors in browsers. The SCTNotAfter mechanism allows for forward-looking distrusts, enabling existing certificates to continue working without errors while preventing new certificates from being issued by the distrusted CA.

Succinct Data Structures

The user discovered succinct data structures, which store data in a compact form while maintaining useful properties, and found them to be useful in systems programming, particularly in Rust. They discussed various succinct data structures, including rank/select bit vectors, wavelet matrices, and FM-indices, and shared their experience with Rust libraries such as vers and sucds.

Show HN: Rust Vector and Quaternion Lib

https://opengraph.githubassets.com/7121eb074def61a7917121580662ea884cce939c0107bec4ba5cf6636657da62/David-OConnor/lin-alg
To use this code, add the no_std feature for embedded targets, computer_graphics for graphics functionality, and the encode feature for bincode. Do not run cargo fmt due to macro issues.

Anime fans stumbled upon a mathematical proof

https://static.scientificamerican.com/dam/m/2de9aff25131692e/original/-Anime_Japan-2014.jpg?m=1740758177.232&w=600
An anonymous 4chan user estimated the minimum number of episodes to watch to see all possible orders of a 14-episode anime series, leading to a new area of mathematical study called superpermutations. The user's estimate was later confirmed and expanded upon by mathematicians, setting a range for the size of a superpermutation that would allow efficient viewing of the series.

Using GRPO to Beat o1, o3-mini and R1 at "Temporal Clue"

https://framerusercontent.com/images/XbGE2sLW99jyy3eDz6naY1UFHE.png
We trained smaller, open-weight language models using reinforcement learning to achieve frontier-level deductive reasoning on Temporal Clue puzzles, surpassing R1 and coming close to Sonnet 3.7. Our models were over 100x cheaper to run at inference time.

Rayhunter – Rust tool to detect cell site simulators on an orbic mobile hotspot

https://camo.githubusercontent.com/9f49b5fbd88a547902f070f4d2fd25a48d4f39023e2d059c487a1d8c0e998e8b/68747470733a2f2f7777772e6566662e6f72672f66696c65732f7374796c65732f6d656469615f62726f777365725f707265766965772f7075626c69632f62616e6e65725f6c6962726172792f72617968756e7465722d62616e6e65722e706e67
This code is a proof of concept for the Orbic RC400L mobile hotspot and may work on other Orbic devices. It serves a web UI for controlling and analyzing recordings, but use at your own risk due to potential legal liabilities.

50 Years in Filesystems: 1984

https://blog.koehntopp.info/assets/img/background/rijksmuseum.jpg
BSD FFS improved Unix filesystem performance by optimizing disk I/O, reducing fragmentation, and increasing file size limits. It introduced features like soft links, quotas, and advisory file locking, and achieved a 22-47% increase in throughput compared to traditional Unix filesystems.

Show HN: Shelgon: A Framework for Building Interactive REPL Shells in Rust

https://camo.githubusercontent.com/08d57aea49b14624ab0bb3cb13284f4881eb98c3630676167591a818c54ff373/68747470733a2f2f696d672e706f6b656d6f6e64622e6e65742f617274776f726b2f766563746f722f7368656c676f6e2e706e67
Shelgon is a Rust framework for building interactive REPL applications with terminal UI capabilities. It provides a type-safe foundation for command execution and custom shells.

Words for the Heart: A treasury of emotions from classical India

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Show HN: CodeTracer – A new time-traveling debugger implemented in Nim and Rust

https://camo.githubusercontent.com/579ce66477a6c9253101d6ac952c56903dcf4b4aff5b14c83a3503d1f95eb61b/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f785a734a35354a56716d552f6d617872657364656661756c742e6a7067
CodeTracer is a user-friendly time-traveling debugger for various programming languages that records program execution into sharable trace files. It helps track down bugs by showing the origin of any value in the program and allows navigation through the execution history.

Show HN: Open-source, native audio turn detection model

https://raw.githubusercontent.com/pipecat-ai/smart-turn/main/docs/static/confusion_matrix_test_1360_b0d85b27b14cc7bd6a0d.png
The project aims to build a state-of-the-art turn detection model that matches human expectations more closely than current voice activity detection (VAD) based approaches. The model is based on Meta AI's Wav2Vec2-BERT backbone and currently supports English, with plans to expand to additional languages and improve performance through data collection and model architecture experimentation.

An equation of state for dense nuclear matter such as neutron stars

https://scx1.b-cdn.net/csz/news/800a/2025/an-equation-of-state-f-1.jpg
Researchers used lattice quantum chromodynamics to study neutron stars, obtaining a new maximum bound for the speed of sound inside the star and a better understanding of its properties. This new approach has determined new, rigorous constraints on the interior of neutron stars, potentially allowing them to grow more massive than previously thought.

Warewulf is a stateless and diskless container OS provisioning system

https://raw.githubusercontent.com/warewulf/warewulf/main/warewulf-logo.png
Warewulf is a stateless and diskless container operating system provisioning system for large clusters of bare metal and/or virtual systems. - warewulf/warewulf

InstantStyle: Free Lunch Towards Style-Preserving in Text-to-Image Generation

https://raw.githubusercontent.com/instantX-research/InstantStyle/main/assets/page0.png
InstantStyle is a framework that employs two techniques to disentangle style and content from reference images, allowing for effective style transfer and content preservation. It is built on IP-Adapter and can be used for text-to-image generation with high-resolution image output.

Why I find diffusion models interesting?

https://rnikhil.com/assets/files/inceptionlabs.png
Inception Labs' Diffusion LLM outperforms traditional LLMs in code generation by validating generated text before continuing. This approach reduces hallucinations and enables coherent multi-step planning in agents.

Koko (YC W22) Is Hiring a CTO / Lead Engineer

https://bookface-images.s3.amazonaws.com/small_logos/851c2db0b6d2e4ddec0b13728274015c8b0c279c.png
Koko is a mental health tech nonprofit building scalable AI systems to save lives by providing online support to young people. We're seeking a technical leader to drive AI innovation while ensuring safety, efficacy, and user outcomes.

Some Thoughts on Autoregressive Models

Most generative AI models nowadays are autoregressive. That means they’re following the concept of next token prediction, and the transformer architecture is the current implementation that has been used for years now thanks to its computational efficiency. This is a rather simple concept that’s easy to understand - as long as you aren’t interested in the details - everything can be tokenized ...

A brief meditation on formal systems and lying goblins

https://the-nerve-blog.ghost.io/content/images/2025/02/labyrinth7.webp
A classic logic puzzle from the movie Labyrinth was solved using boolean algebra, where the goal is to determine which door leads to the castle by asking a goblin one question. The solution involves asking the goblin if the other goblin would say the left door leads to the castle, and then inverting the answer to determine the correct door.

Launch HN: Cenote (YC W25) – Back Office Automation for Medical Clinics

Kofi, Kristy, and Ajani co-founded Cenote to automate medical clinic workflows with AI, reducing time-consuming referral intake processes. Cenote uses LLMs, OCR, and RPA to extract and validate referral data, check for medical necessity, and initiate insurance verification in minutes.

Bcvi – run vi over a 'back-channel' (2010)

https://sshmenu.sourceforge.net/articles/bcvi/example-1.jpg
bcvi is a command-line tool that works with SSH to send commands from a server back to a workstation. It provides a back-channel for launching GUI apps and running commands on the workstation.

Reintroductions of beavers into the wild in several parts of England

https://www.wildlifetrusts.org/sites/default/files/TWT_LOGO_PRIMARY_COLOUR%20%284%29.png
Beavers to return to England's rivers, helping create wetlands and reduce flood peaks.

How the Index Card Cataloged the World (2017)

https://cdn.theatlantic.com/thumbor/kwsUgPawmtbPGiOD-MqEpvq85bE=/0x32:2112x1220/960x540/media/img/mt/2017/12/IndexHistory/original.jpg
Carl Linnaeus, a Swedish botanist, invented the index card to manage his research, but it had unexpected implications for categorizing people and prejudice. Linnaeus's paper slips, a product of the Enlightenment, were later used for bibliographical records and even cataloging enemies in regimes like the Nazi party.

More thoughts on the 1670 modem's weird noises

Palm phytoliths in subarctic Canada imply ice-free winters 48M years ago

https://oup.silverchair-cdn.com/data/SiteBuilderAssets/Live/Images/aob/aob_title1757934715.svg
Researchers found palm phytoliths in subarctic Canada dating back 48 million years, indicating a warm climate with no ice during the late early Eocene. The discovery suggests that the region experienced mean cold-month temperatures above freezing despite prolonged winter darkness.

Revolt: Open-Source Alternative to Discord

https://revolt.chat/_astro/hero-image.DP0_Sphu.svg
Revolt is the chat app that's truly built with you in mind.

A JPEG Image Compression Service Using Part Homomorphic Encryption (2019)

https://opengraph.githubassets.com/2bbb0c4a0ff5d1cf2ceb6c4a171adcfcaf04fe82f4afd2b8de88a677b080f122/qianfei11/ShadowyCompression
A JPEG Image Compression Service using Part Homomorphic Encryption. - qianfei11/ShadowyCompression

Multicomponent Glass Fertilizer for Nutrient Delivery in Precision Agriculture

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Putting Bounties on My Goals

https://www.krayorn.com/posts/bounties-on-goals/og.png
User set a deadline to post on their blog or send 30€ to a friend. They used this strategy to write a post and plan to apply it to other projects to make progress.