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Gemini 4 Argon writes 1M tokens in one go, cracks a healthcare flaw other models missedGoogle's Gemini 4 Argon is a frontier model for long-horizon reasoning, rolling out first to trusted cyber defenders. It sets state-of-the-art scores on DeepSWE v1.1 (77.9%), LVBench (91.7%), and CWE-bench v1 (68%), and can generate up to 1M output tokens. Internally, it optimized quantum subroutines by 40%, freed 300 TiB of memory, and migrated C/C++ code to Rust. Pricing starts at $2 per million input tokens.
"In an early demonstration of its impact, the model uncovered a critical vulnerability exposing sensitive personal information across healthcare software used by hospitals worldwide, identifying a severe risk that previous frontier models had missed."
OpenDLSS reimplements Nvidia's DLSS 5 neural rendering network in Vulkan, bit-exactA Vulkan reimplementation of Nvidia's DLSS 5 neural rendering network, matching the original bit-for-bit. The same 71-block Swin/ViT network runs FP8 on tensor cores, with all 75 block boundaries byte-identical. A WebGPU port achieves the same exactness in a browser without tensor cores or FP8. You supply the weights. Performance reaches 2.8 ms at 768x768 on an RTX 4070 SUPER.
"The exactness is in the specification, not in the hardware."
Declassified: The Top-Secret Satellites That Took Electronic Spying to the BattlefieldFor over 40 years, the NRO launched suitcase-sized ELINT satellites with code names like URSALA, RAQUEL, and FARRAH. Hitchhiking on larger photo-reconnaissance satellites, they evolved from chasing Soviet radars to delivering tactical electronic intelligence directly to commanders in the field. Newly declassified documents reveal how these tiny spacecraft brought the wizard war of space-based spying to the warfighter.
"“Back in the early 1970’s the new mission was to get data directly to the commander on the FEBA (Forward Edge of the Battle Area). I had a payload with possibilities if it could be ‘trailerized.’ We decided to go for it but needed a catchy name, so we used DRACULA…Direct Readout and Collection ULA (‘ULA’ was the three-letter shorthand for the URSALA payload).”"
The Real Reason the Bronze Age CollapsedThe Bronze Age collapse around 1200 BC wiped out the Hittites, Mycenaeans, and other great powers, and no comparable empires returned for centuries. Patrick Fitzsimmons argues that the usual suspects—drought, Sea Peoples, famine—don't explain why recovery was so slow. The real culprit: iron. Once ordinary farmers could make weapons locally, the imperial monopoly on violence vanished, and the political equilibrium shifted forever.
"The question is not why the Bronze Age empires fell, but why, after they fell, nothing like them returned for centuries."
Brain Waves Are Far More Complex Than Scientists ThoughtNew research reveals that traveling waves in the brain are not just simple planar oscillations but include spiral and concentric patterns. These complex waves may help reorganize the brain in real time to meet behavioral demands, potentially playing a central role in memory and cognition. The findings challenge traditional views and open new avenues for understanding how the brain processes information.
"Maybe the planar waves are just the outer arms, where you're missing the eye of the storm. In a hurricane you only feel the wind going in one direction. You don't know that it is spinning unless you're right there by the eye."
Magnitude is an open-source inference engine that compiles and tunes its kernels on your device before a model runs, delivering up to 2x faster performance than llama.cpp—92% faster decode on Apple Silicon and 19% on NVIDIA CUDA. It connects to agents like Pi, OpenCode, and Codex with one click, uses 27% less memory per agent, and works on any Apple Silicon, NVIDIA, or AMD GPU, or just a CPU. Free, private, and Apache 2.0.
"They ship kernels precompiled for broad classes of hardware. Magnitude compiles and tunes its kernels on your actual device before a model runs, so they fit your exact chip."
During museum visits in Germany and Poland, I kept encountering modular industrial dashboards—the physical control panels that once monitored air traffic, subway trains, and power plants. They light up, count, and even have a day/night switch. I don't know much about them, but they're fascinating design and interaction systems, now largely replaced by software. If you know more, please write.
"Don’t you just want to rotate it, no matter what it does?"
Halfspace: An Experimental IDE That Makes Distance Fields the StarHalfspace is an experimental IDE for solid modeling with distance fields, built on the Fidget kernel. It lets you incrementally build models, visualize the underlying fields, and export images or triangle meshes. The author, Matt Keeter, has been developing it since April 2025 and emphasizes it is not vibe-coded. The tool is cross-platform, targeting both web and native, and has driven improvements in GPU-accelerated rendering.
"Working with low-level implicit surfaces is a bit like writing assembly: it's low-level, powerful, and annoying."
How the Bloomberg Terminal Changed Wall Street ForeverIn 1981, after being fired from Salomon Brothers, Michael Bloomberg founded Innovative Market Systems to build a terminal that combined real-time data with instant analytics. The first Market Master terminals, delivered to Merrill Lynch in 1982, gave traders an unprecedented window on global markets. The terminal evolved from a closed network with a custom keyboard to a subscription-based service costing over $32,000 a year, becoming an icon of financial power.
"For nearly two decades, Bloomberg Terminals commanded an aura of power and financial prowess. They were emblems of market mastery, with a brand that was distinct from other office computers."
Netlify swaps V8 isolates for Firecracker MicroVMs, making Edge Functions 5x fasterNetlify rebuilt its Edge Functions infrastructure, replacing a hosted V8 isolate service with Firecracker MicroVMs running inside its own edge network. Median warm invocation latency dropped from 25–40ms to 5–6ms, p99 improved by 47.4%, and availability reached 99.998%. The migration, done with Unikraft, adds stronger isolation, scales to zero, and keeps the same pricing and developer experience.
"A potentially compromised deploy runs in a separate MicroVM, and even if it escapes the runtime, it cannot poison other customers or the compute layer itself. V8 isolates, no matter their name, do not provide this level of isolation."
On September 30, 2026, EDG's C++ front-end source code becomes public, with The C++ Alliance as its nonprofit home. The same engine and standards continue under a new steward, funded by tax-deductible contributions. Three development tracks—community contributions, ongoing maintenance, and collectively funded features—ensure one codebase for everyone, with no early access. John Spicer chairs the Fiscal Sponsorship Committee overseeing the process.
"This is a change of steward, not a change of course."
Ledge - Runnable Markdown Notebook for DevelopersLedge is an open-source Markdown notebook that executes shell commands, code, SQL, and AI prompts directly in your notes. Each note gets its own persistent shell, so variables and directories carry over between runs. Run blocks locally, on a remote server over SSH, or on your phone. Features include profiles for secrets, note locking, git sync, and an MCP server for AI agents. Available for macOS, Linux, Windows, iPhone, and Android. Install with a single curl command.
"Write a note, press ⌘↩ on a code block, and its output streams in beneath it. In your shell, in your project, on your machine, or on a server."
Chompi sampler goes open source as it's discontinuedChompi Club has released the complete hardware and software source files for the CHOMPI Mk1 sampler as a discontinuation open-source release. The GitHub repository includes firmware for TAPE, TEMPO, and a new WAVE wavetable synth, plus PCB schematics and enclosure files. No further updates or support will be provided, but the community can continue on the Chase Bliss Discord.
"This is a discontinuation open-source release: a permanent source for the files and documentation related to CHOMPI."
Singapore's FirstDate, a pilot dating app for public servants aged 21–35, uses the Gale-Shapley stable marriage algorithm—the 1962 game theory method that won the 2012 Economics Nobel. Users rank preferences, receive one match per cycle with a 72-hour decision window, and contact info is revealed only on mutual yes. Singpass verification ensures authenticity. The app's success metric is deleting its own users.
"Singapore built the first dating app whose success metric is deleting its own users"
A farrier in rural France watched a car roll through the next town and soon became a mechanic, keeping his purpose of helping people get around. The author, surrounded by developers anxious about AI, finds comfort in this family story. The real driver, he suggests, was never the code but the joy of making things and solving problems. Be willing to let go of the how to hold on to the why.
"Be willing to let go of the how to hold on to the why."
Book of Shapes: A Collection of Minimal, Generative, and Customizable SVG PatternsBook of Shapes is a curated collection of minimal, generative, and customizable SVG patterns created by Nikolaj Sokolowski. It features over 100 patterns across categories like grid, radial, noise, flow, isometric, organic, distortion, and physics. Each pattern is designed to be easily customized and used in various projects.
"A collection of minimal, generative and customizable SVG-patterns."
56k.rip brings back the 1996 dial-up internet, modem screech includedA retro website that recreates the dial-up internet experience of 1996, complete with the modem handshake and painfully slow page loads. Hacker News commenters found it fun and nostalgic, though one joked that the pages still load too fast, and another recalled the ripterm client and the Remote Imaging Protocol.
"Cool, but webpages load too fast."
Boris Cherny's claim that Claude Opus used TLA+ to find race conditions has sparked excitement about formal verification. But TLA+ has limits: it can't express reachability properties (like proving a game is winnable), hyperproperties (like energy-saving mode always uses less power), or properties over multiple steps or real time. While hacks like auxiliary variables and self-composition exist, they're messy and don't compose well. TLA+ is great for invariants and liveness, but not a silver bullet for agentic coding.
"To verify a property, we need to have a property to verify! So what are the properties that TLA+ can't even express?"
An American on the MEXT scholarship completed a computer science PhD at Tokyo Institute of Technology while working part-time at Google. He explains why Japan's flexible student visa, three-year graduation clock, and growing AI scene made it attractive, but also warns about name recognition abroad, limited graduate courses, and the isolation of doing a doctorate in a foreign country.
"Doing a PhD is difficult and isolating, which is exacerbated by being an international student in an unfamiliar country."
Three Deaths at Burning Man Is Statistically Normal, but Near-Zero Every Year Is NotThree people died at Burning Man in 2026, the highest toll in its history. A crude comparison to the U.S. mortality rate predicts about 12 deaths, but after age-standardization the expected number drops to 4.9. Using a Poisson model, observing 3 deaths has a p-value of 0.27—not abnormal. The real anomaly is Burning Man's near-zero death rate over decades, likely due to self-selection of healthy attendees.
"The more likely explanation for the remaining gap is something no demographic slicing can capture. Burning Man selects for healthier people who are willing and able to spend a week in the desert heat, regardless of their age, race, or income bracket."
Ink & Switch has unveiled PlayBook, a programmable paper notebook that blends physical pages with digital interactivity. A Hacker News commenter calls it one of the coolest demos from the lab in a while, though notes the published live demo omits several demos shown in the talk and leaves unclear how users can build their own, making deeper evaluation difficult.
"One of the coolest demos I've seen out of Ink N' Switch in while (tbh, it's seemed like they were really cooking for the year or so)."
A set of recommendations for AI labs that produce significant mathematical results. Drawing on over 600 responses from the mathematical community, the document argues that labs must not treat math results as marketing, should release proofs with full attribution and formalization, and must fund human understanding of AI-generated mathematics. It also warns that proprietary models risk creating a two-tier system that alienates mathematicians from their own discipline.
"We do not endorse this practice, and we ask them to stop testing advanced mathematical problems on proprietary models."
John Coltrane once sketched a diagram for Yusef Lateef: the chromatic scale arranged in circles, with lines tracing harmonic relationships. This post rebuilds that diagram as an interactive widget and decodes its secrets. It reveals how Coltrane changes, tritone substitution, and the 2-5-1 progression all emerge from the circle's symmetric shapes—squares, triangles, and hexagons—that divide the octave into equal parts.
"The result is a tune that feels like it's constantly arriving and never settling, which is a big part of why it's such a gauntlet among jazzers."
Miller's Monster: The Polyhedron with 1280 Faces to FoldThe Great Dirhombicosidodecahedron, known as Miller's Monster, is a uniform star polyhedron with 124 faces, 240 edges, and 60 vertices. It uniquely has eight faces meeting at each vertex and is the only uniform polyhedron with snub faces that are squares. This page documents the construction of a physical model, requiring 1280 external facelets, 42 A4 pages of nets, and an edge length of 21.6 cm.
"It is the only uniform polyhedron with as many as 8 faces meeting at each vertex (two purple pentagrams, two red triangles, and four yellow squares)."
Functional ultrasound imaging could be 1000x better than fMRI—and it's just getting startedFunctional ultrasound imaging (fUSI) captures rapid movies of brain tissue, tracking blood flow changes with up to 20% signal change—far exceeding fMRI's few-percent BOLD. It offers ten times higher linear resolution, 1000x more voxels, and no magnet. I break down the physics and signal processing, from plane-wave transmission to Power Doppler and clutter filtering, and share Python tutorials to make fUSI accessible beyond Matlab. The modality is far from its ceiling.
"The percentage signal change measured with fUSI is remarkably high: up to 20% compared to fMRI's few-percent BOLD signal."
I Built a LinkedIn Slop Detector in 90 MinutesThe author rants about LinkedIn's performative culture, where every other post is a generic computer vision project, like hand tracking or pothole detection. To prove how trivial these are, he builds his own YOLO-based detector for such posts in 90 minutes, from data collection to training. The real issue, he argues, is that LinkedIn rewards looking interesting over actual skill, so everyone claps and moves on.
"It’s a platform built around selling yourself for a job, so what survives isn’t skill; it’s looking interesting. It’s just LARPing productivity."
A Hacker News thread about SDF, a public access Unix system founded in 1987 that still offers shell accounts to members. Commenters praise its Mastodon and Pixelfed instances, recommend SSHing in for the com chat and bboard discussions, and note a long history of prior HN discussions going back to 2017. One user admits having an SDF login but not knowing what others use it for.
"These are really cool services but to have a proper blast from the past you need to ssh in and join the chat on com or the discussions on bboard"
Yantra is a powerful LALR(1) parser generator for C++ that integrates a lexer, parser, and AST builder into one tool. It builds a full AST first, then walks it top-down, enabling parent actions before children. Features include UTF-8 support, multi-mode lexer, and optional amalgamated output. With no dependencies beyond the C++ standard library, it's easy to build and use. Ideal for compiler and language tooling, Yantra offers a fresh alternative to Bison and ANTLR.
"Yantra always builds the full AST first, then walks it top-down in a separate pass, so a parent rule's action can run before its children are visited."
GPU text rendering has long relied on texture atlases, SDF, or MSDF—all baked at fixed resolutions that blur or round corners when scaled. Slug, Eric Lengyel's 2017 algorithm, now in the public domain, instead computes per-pixel coverage analytically from glyph outlines in the fragment shader. This article compares the five main approaches and explains why Slug stays sharp at any size, transform, or viewing angle, making it ideal for 3D, AR/VR, and dynamic text.
"There is no baked resolution, so the same glyph is razor sharp at 6 pixels or 6000, and it stays sharp under arbitrary 2D and 3D transforms, including perspective, because coverage is computed per pixel after the transform."
Pi.dev reverses course and adds MCP support to its corePi.dev once proudly declared it would never support MCP, and its team dismissed the protocol on podcasts. Now MCP ships in Pi's core. The shift came after rethinking MCP's evolution and building Codemode, a JavaScript sandbox that orchestrates tool calls. Pi's makers argue MCP should resemble OpenAPI with intelligent tool discovery, and they want to help shape it for small harnesses rather than watch from the sidelines.
"We believe the best way to positively influence something is to embrace it."