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Signal for devs. Tech news, leaks, and trends.

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Agentic coding

Claude Code, Codex, background agents, Routines, and the fast-moving race to let AI run developer workflows end-to-end.

Developer tools

Language releases, IDE fights, design-tool shakeups, and the shipping calendars of the tools developers actually use every day. Not just the AI agents on top — the platforms underneath.

AI models

Frontier model launches, independent benchmarks, leaked capabilities, and the open-vs-closed split. Opus, GPT, Gemini, Qwen — every release, dissected.

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Trending

Illustration of an AI-driven chip design process from IEEE Spectrum's coverage.
AI·

An AI agent built a working RISC-V CPU from a 219-word prompt in 12 hours. Here's what it actually did.

Verkor's Design Conductor agent went from a 219-word spec to a tape-out-ready RISC-V core called VerCore in 12 hours. The catch: it's still a Celeron.

The Rust gear-and-R logo in black beside the words The Rust Programming Language on a white background.
Open Source·

Rust's new rules require disclosing LLM use. A Linux maintainer gives AI patches three seconds.

Five Rust teams ratified an LLM policy that bans AI-written docs and mandates disclosure. Linux leaves it to each maintainer. Both are rationing review time.

An Alibaba Group office building with the company's orange logo sign above the entrance and cars parked outside.
AI·

Alibaba's Qwen3.8-Max beats Fable 5 on Terminal-Bench, and the weights go public next week

Qwen3.8-Max is a 2.4-trillion-parameter MoE that tops Claude Fable 5 on Terminal-Bench 2.1 and trails it badly on SWE-bench Pro. It's the first open Max-tier Qwen.

The Hugging Face model page card for deepseek-ai/DeepSeek-V4-Flash-0731, showing the DeepSeek whale logo and the repository name
AI·

DeepSeek's new 304B agentic model now runs on a single 128GB workstation

Salvatore Sanfilippo repacked DeepSeek V4 Flash into a lossless MXFP4 GGUF that streams from SSD at over 20 tokens a second. The hardware bill, and where hosted still wins.

Aikido Security illustration of the GPT-Proxy backdoor.
Security·

Malicious npm and PyPI packages turn dev servers into Chinese LLM proxies

Aikido found a stage-2 Go binary inside two health-check-themed packages that runs an OpenAI-compatible router routing Claude, GPT, and Gemini traffic through Chinese aggregators.

Anthropic's Claude Opus 5 announcement artwork: a large numeral 5 formed from an arrangement of vintage speckled bird-egg illustrations on a cream background.
AI·

Claude Opus 5 nears Fable 5's frontier intelligence at half the price

Anthropic shipped Claude Opus 5 at the same $5/$25 per million tokens as Opus 4.8. It nears Fable 5's intelligence at half the cost, with new effort and fallback controls.

The open-weight race

Qwen3.8-Max, Kimi K3 and DeepSeek V4 Flash are trading the open-weight lead month by month.

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The RAM shortage

AI demand has memory sold out into 2027, and it is landing on phone, laptop and console prices.

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iPhone 18 Pro

Apple's September 9 event is close, and the leaks now cover the camera, Face ID and the foldable.

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Anthropic's Claude Opus 5 announcement artwork: a large numeral 5 formed from an arrangement of vintage speckled bird-egg illustrations on a cream background.
AI·

Claude Opus 5 nears Fable 5's frontier intelligence at half the price

Anthropic shipped Claude Opus 5 at the same $5/$25 per million tokens as Opus 4.8. It nears Fable 5's intelligence at half the cost, with new effort and fallback controls.

The NIST North Building in Gaithersburg, Maryland, a six-storey brick and glass office block with the NIST logo on its facade.
Security·

60 hours of AI cryptanalysis. HAWK's authors pulled it from NIST's post-quantum race.

Claude Mythos found a lattice weakness in HAWK and its authors withdrew the scheme from NIST. Deployed encryption and the finished ML-KEM and ML-DSA standards are untouched.

Title card for Boris Cherny's 'Mastering Claude Code in 30 Minutes' Anthropic workshop talk.
AI·

Anthropic just dropped its Claude Code workshop tapes. The playbook is better than the marketing.

Boris Cherny on Claude Code, Applied AI on prompting, Erik Schluntz on vibe coding in prod. Three Code with Claude tapes hit YouTube ahead of the 2026 conference.

GitHub repository card for songquanpeng/one-api, the open-source LLM API management and distribution gateway that most relay services run on
AI·

Matt Lenhard found 49 relays reselling OpenAI and Anthropic tokens. The cheapest runs 97.8% below list.

Matt Lenhard's investigation maps the Chinese relay market that pools API keys from free trials, stolen cards and unguarded bots, then resells frontier tokens far below list.

Warp terminal product screenshot from the company's website.
Open Source·

Warp's terminal is now open source. The cloud agent platform Oz is the actual product.

Warp released its 36k-star Rust client on GitHub under AGPLv3 on April 28. OpenAI is the founding sponsor and Oz keeps the bills paid.

GitHub release card for servo/servo version 0.4.0, showing the multicolour Servo hexagon logo and a note pointing to the project's June blog post
Open Source·

65.9% of the web platform tests now pass in Servo, but the Rust engine can't select text

Servo 0.4.0 landed a record 558 commits and fixed layout on real sites. Its own dashboard reads 65.9%, CSS Grid sits at 37.8%, and text selection isn't shipped yet.

The GitHub social preview card for the openai/ten-proofs repository, described as Lean certificates accompanying proofs in mathematics and theoretical computer science, showing 386 stars and 35 forks.
AI·

Ten decade-old math problems fell to an unreleased OpenAI model, for about $2,000 of tokens each

OpenAI published ten results in math and theoretical CS from an internal build of Astra, with Lean 4 certificates for every proof. What that verification does and doesn't settle.

The green Android robot head logo on a white background
Android·

Android may stop letting a phone debug itself, and Shizuku would break with it

A comment on a Google issue tracker floated binding ADB to the Wi-Fi interface only. That one change would kill loopback debugging, Shizuku, and every debloater built on it.

A MacBook Pro beside a Surface Book, both open on a white surface, USB-C ports in view
AI·

Running a coding agent fully on Apple Silicon, no cloud, is now an off-the-shelf stack

A popular Hacker News how-to walked through a fully local coding agent on Apple Silicon. Here's the realistic 2026 stack: runner, model, and harness.

Illustration accompanying ChinaTalk's investigation into grey-market Claude API proxy networks
AI·

Chinese proxy networks sell Claude API access at 90% off. They harvest every prompt that passes through.

A ChinaTalk investigation reveals how 'transfer stations' resell Anthropic API access using stolen credentials, model substitution, and prompt harvesting.

AI SDK 7 announcement card from Vercel on a dark background
Web·

Vercel's AI SDK 7 makes agents a first-class building block for TypeScript developers

AI SDK 7 ships agent classes, provider-agnostic reasoning control, durable workflows, and a Node 22 + ESM-only baseline. Here's what changed and the migration cost.

Google Gemini key art showing the 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber model names
AI·

Google shipped three Gemini Flash models but held back its flagship Pro

Google released Gemini 3.6 Flash, 3.5 Flash-Lite, and a cyber specialist, and teased Gemini 4. The 3.5 Pro tier it promised in May still isn't out.

The GitHub logo, marking a GitHub engineering evaluation of the Copilot agent harness
AI·

GitHub ran four frontier models through Copilot's harness. None won every task.

GitHub benchmarked Copilot's agent harness against Claude Code and Codex CLI on five tests. The token savings are real, and the best model depends on the task.

GitHub repository card for vercel-labs/scriptc, labelled TypeScript-to-Native Compiler, showing the Vercel triangle logo and 1k stars
Web·

TypeScript compiled to native: Vercel's scriptc ships a 178KB binary with no JS engine

Vercel Labs open-sourced scriptc, a TypeScript-to-native compiler with no JS engine in the binary. Its README claims 2.4ms startup. Hacker News is not convinced.

A technician crouches with a laptop to service a black server rack in a data center, colored network cables running down the side
Hardware·

Nvidia wants to own every chip inside the AI data center

Nvidia already dominates AI GPUs. Now it's pushing to supply the CPU, the network, and the whole rack. Here's who that squeezes and whether buyers benefit.