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React Compiler Gets Rust Port: Babel AST Overhaul Lands
4 min read·about 1 hour ago
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Trending
Odysseus: Self-Hosted AI Workspace Bundles Chat, Email, Calendar
PewDiePie's open-source AI workspace Odysseus bundles local chat, agent mode, email, calendar, and a one-click model downloader. It hit 60k+ GitHub stars and is MIT-licensed. The cookbook feature scans your GPU and recommends models that fit your VRAM.
4 min read·about 2 hours ago
Artificial Intelligence
Trending
Gamow Labs: Using AI to Solve NICU Genetic Mysteries
Daniel McKinnon founded Gamow Labs after losing his son to an undiagnosed genetic condition. His AI system reanalyzes whole genome sequences and has solved cases that top clinical labs missed, including identifying a rare enhancer deletion in FOXF1.
2 min read·about 4 hours ago
Artificial Intelligence
Trending
Rich Sutton: Generative AI Lacks True Discovery Without Evaluation
Rich Sutton argues that supervised learning-based generative AI cannot achieve true novelty and quality simultaneously. He contrasts it with reinforcement learning systems like AlphaGo and AlphaFold that excel at discovery through variation, evaluation, and selective retention.
5 min read·about 7 hours ago
Artificial Intelligence
Trending
German Court Rules Google Liable for False AI Overview Statements
A Munich regional court issued a temporary injunction against Google, holding it directly liable for false statements in its AI Overviews. The court ruled that AI-generated summaries are Google's own content, not third-party search results, and thus traditional search engine liability protections don't apply.
5 min read·about 7 hours ago
Trending
GSoC Week 1: Debugging CircuitVerse's Silent LMS-LTI Integration
A GSoC contributor walks through fixing four interconnected bugs in CircuitVerse's Canvas LTI integration. The handoff looked complete but silently broke at every step—from authentication to grade passback.
3 min read·about 22 hours ago
Developer Tools
Trending
Thi.ng: 350+ Open-Source TypeScript Libraries for Computational Design
Thi.ng is a massive collection of 350+ open-source projects focused on computational design, with over half actively maintained. The primary development focus is on TypeScript, offering functional, data-driven tooling for browser-based generative art and design.
4 min read·1 day ago
Trending
OpenCV 5 Ships New DNN Engine with 80% ONNX Coverage
OpenCV 5 is here with a completely rewritten DNN engine that boosts ONNX operator support from 22% to 80%, adds native LLM/VLM inference, and ships hardware acceleration improvements. The new graph-based engine fuses transformer attention ops, runs models like YOLOv8n 11.5% faster than ONNX Runtime, and keeps the classic engine for backward compatibility.
2 min read·1 day ago
Trending
Porting ThinkPad X61 to Coreboot with LLM Reverse Engineering
A developer used Claude Opus 4.6 to reverse-engineer the vendor BIOS and port coreboot to the ThinkPad X61, reducing months of work to days. The LLM extracted raminit sequences but required heavy hand-holding and deep platform knowledge to correct hallucinations and bugs.
4 min read·1 day ago
Artificial Intelligence
Trending
Apple Core AI Framework: On-Device ML for Developers
Apple released Core AI, a new framework for on-device machine learning inference and training. It supports models up to 3.5B parameters and integrates with Core ML and Metal. Developers can run LLMs locally on Apple Silicon with minimal code.
2 min read·1 day ago
Developer Tools
Trending
Postgres 19 Adds Query Hints via pg_plan_advice and pg_stash_advice
After decades of resistance, PostgreSQL 19 introduces query hints through two new contrib modules: pg_plan_advice and pg_stash_advice. Unlike traditional hints, advice lives outside the SQL, constrains the planner's search space, and degrades gracefully when invalid. The system can even generate its own advice from EXPLAIN output.
4 min read·1 day ago
Developer Tools
Trending
Razer Mouse Controller on macOS: Inside the 90-Byte Packet Format
Part 2 of a series reverse-engineering Razer's HID protocol for macOS. The packet format is 90 bytes with a fixed layout: status byte, transaction ID, command class/id, arguments, and a simple XOR CRC. The trickiest part is the transaction ID, which varies per device and must be guessed. A firmware version request is shown as a working example.
4 min read·2 days ago
Artificial Intelligence
Trending
PhysicsX Raises $300M at $2.4B Valuation for AI Simulation Platform
PhysicsX, an AI-native engineering simulation platform founded by ex-F1 engineers, raised $300M in Series C funding led by Temasek, doubling its valuation to $2.4B. The company's Large Physics Models reduce simulation times from days to seconds, with data centre infrastructure driving rapid growth.
4 min read·2 days ago
Trending
NoSuggest: A YouTube Frontend That Kills the Algorithm
NoSuggest is a free, web-based YouTube wrapper that strips out recommendations, autoplay, and notifications. It lets you curate a simple feed of channels you choose, making YouTube a deliberate, distraction-free experience.
3 min read·2 days ago
Artificial Intelligence
Trending
Nvidia Locks SK Hynix for HBM4 Co-Development Ahead of Vera Rubin in 2026
Nvidia and SK Hynix signed a multi-year co-development deal for next-gen HBM4 memory to power the Vera Rubin platform. SK Hynix is estimated to supply 60-70% of HBM4 volume, as memory becomes the AI industry's toughest bottleneck.
4 min read·2 days ago
Developer Tools
Trending
repowise Health Score Beats Commercial Tool: 2.3x Defect Recall
A new open-source tool, repowise, claims its code health score predicts bugs 2.3x better than a leading commercial tool. Built with 25 deterministic biomarkers and validated against 2,770 files, it achieves a 0.74 ROC AUC across 9 languages.
3 min read·2 days ago
Artificial Intelligence
Trending
OpenAI Faces 20+ Lawsuits as States Adopt Big Tobacco Legal Playbook
Florida sued OpenAI on June 1, alleging ChatGPT is a dangerous product linked to mass shootings and suicides. Courts have rejected Section 230 defenses for chatbots, and over 20 lawsuits are pending against OpenAI alone, following the legal blueprint that produced $375M in social media verdicts.
5 min read·2 days ago
Trending
How Linear Achieves Sub-100ms Updates: Sync Engine, Bundler, Service Worker
Linear's fast performance comes from a browser-local database, optimistic mutations, aggressive code splitting, and a service worker. This breakdown covers the sync engine, bundler evolution, and preloading techniques that eliminate network waits.
4 min read·2 days ago
Developer Tools
Trending
Podscape v4.0: Open-Source Kubernetes Desktop with Network Map and Security Hub
Podscape v4.0 is a free, open-source Kubernetes desktop app that replaces multiple CLI tools and dashboards. It features a live network topology map, built-in security scanning, Helm management, and a GitOps panel.
4 min read·2 days ago
Artificial Intelligence
Trending
90210: Turn Screenplays Into Short Films with Veo 3.1 and Gemini 2.5 Pro
90210 is a production-grade local app that converts screenplays into finished short films with synchronized video, audio, dialogue, music, and subtitles. It integrates Google Veo 3.1, Gemini 2.5 Pro, ElevenLabs Music, and a composite Quality Oracle for auto re-rolls. A 2-minute movie costs roughly $20 in API fees.
3 min read·2 days ago
Trending
Deploy a Production-Grade Containerized API on AWS for ~$86/month
A complete walkthrough for deploying a containerized Python API on AWS using ECS Fargate, ALB, RDS PostgreSQL, ElastiCache Redis, SSM secrets, and EventBridge scheduled jobs. The architecture costs ~$86/month and handles live webhooks with zero cold starts.
4 min read·2 days ago
Trending
React useEffect with Extra Dependencies: Code Smell or Valid Pattern?
A DEV.to article questions a common React pattern: using useEffect with extra dependencies to reset state when filters change. The author argues for handling resets in event handlers instead, citing maintainability risks. We analyze both approaches and provide guidelines.
5 min read·2 days ago
Artificial Intelligence
Trending
Algorithmic Monocultures in Hiring: 90% of US Employers Share One Vendor
A new study of 3.4 million job applicants reveals that 90% of US employers use hiring algorithms, often from the same few vendors. This algorithmic monoculture causes systemic rejections and racial disparities, with Black and Asian applicants experiencing adverse impact under Title VII. The research is the first to demonstrate these effects at scale in deployed systems.
5 min read·2 days ago
Artificial Intelligence
Trending
Aerodynamics 80-Year Rule Overturned: Micro-Roughness Cuts Drag 43.6%
Researchers at Tohoku University have demonstrated that a specific micro-roughness pattern (DMR) applied to a streamlined body reduces aerodynamic drag by up to 43.6%, overturning the 80-year-old belief that smoother surfaces always produce less drag. Using a world-class magnetic suspension wind tunnel, they proved the effect comes from friction reduction, not flow separation delay.
3 min read·2 days ago
Artificial Intelligence
Speculative KV Coding Compresses LLM Cache ~4× Losslessly
Speculative KV coding uses a smaller predictor model to losslessly compress the KV cache of a large language model by up to 4× (on top of fp8 quantization). The method leverages an arithmetic coder and a Gaussian mixture model to encode residuals between the target and predictor caches, achieving bitrates as low as 2.05 bits per element for a 32B model.
4 min read·3 days ago
Developer Tools
7 Kernel Parameters That Slashed Latency 10x – No Code Changes
A production server's average latency dropped from 200ms to 20ms after tuning seven Linux kernel parameters. This article explains how to diagnose and fix performance issues using the USE method, CPU pinning, NUMA awareness, and eBPF profiling.
7 min read·3 days ago
Cybersecurity
HTTP/2 Bomb CVE-2026-49975: HPACK + Flow-Control DoS Explained
Attackers combine two decade-old HTTP/2 bugs into a devastating DoS. The exploit uses HPACK compression to exhaust flow-control windows, crashing servers. Patches are available for nginx, Envoy, and other proxies.
2 min read·3 days ago
IOCCC 2025 Winners: 25 Obfuscated C Programs, Hat Tricks, and a GameBoy Emulator
The 29th International Obfuscated C Code Contest (IOCCC) winners are out, featuring 25 entries including a GameBoy emulator, a Subleq computer, and three hat-trick authors. The contest saw near-record submission quality after the 2020-2024 hiatus, with rules rewritten and new fun challenges added.
3 min read·3 days ago
Developer Tools
ntsc-rs: Open-Source Rust Library Emulates Analog TV and VHS Artifacts
ntsc-rs is a free, open-source video effect that accurately emulates NTSC TV and VHS artifacts using physics-based algorithms. Written in Rust with SIMD and multi-threading, it runs in real time at higher resolutions than actual NTSC footage. Available as a standalone app, web app, and plugins for After Effects, Premiere, and OpenFX-compatible software.
2 min read·3 days ago
Artificial Intelligence
Biohub Releases ESMFold2 and ESMC: Open World Model of Protein Biology
Biohub released ESMC, ESMFold2, and ESM Atlas, an open ecosystem for protein structure prediction and design. ESMFold2 designs protein binders in days, achieving 36-88% hit rates on cancer targets. The models are trained on 2.8 billion sequences and freely available.
4 min read·3 days ago