What the channel is tracking
A curated stream of engineering insights, AI updates, useful links, and quick notes from what we're building, learning, and exploring each week.
- Link · AIJul 2026
AI's top startups are barely publishing their research
A Science article reports that leading AI startups publish little research.
science.org → - Link · AI in practiceJul 2026
Document-borne AI worms can self-propagate through Copilot for Word
An article describes how malicious documents could spread through Copilot for Word.
enklypesalt.com → - Link · AI in practiceJul 2026
Handbook.md shows that long policy documents do not reliably govern agents
A paper finds that long policy documents do not reliably control agent behavior.
arxiv.org → - Link · ToolingJul 2026
Show HN: Open-source engine running Gemma 4 26B in 2 GB RAM on any M-series Mac
An open-source engine runs Gemma 4 26B in 2 GB of RAM on M-series Macs.
github.com → - Link · AI in practiceJul 2026
A $500 RL fine-tune of a 9B open model beat frontier models on catalog review
A report says a $500 fine-tune of a 9B open model outperformed frontier models on catalog review.
fermisense.com → - Link · AI in practiceJul 2026
Anatomy of a Frontier Lab Agent Intrusion: A Timeline of the July 2026 Incident
A timeline examines an agent intrusion at a frontier AI lab in July 2026.
huggingface.co → - Link · ToolingJul 2026
Codex Security
OpenAI's Codex Security repository contains tools and materials for security work with Codex.
github.com → - Link · AIJul 2026
Kimi K3 Architecture Overview and Notes
Technical notes explain the architecture of the Kimi K3 model.
sebastianraschka.com → - Link · AIJul 2026
Our position on open-weights models
Anthropic sets out its position on releasing AI models with openly available weights.
anthropic.com → - Link · AIJul 2026
PGSimCity - How PostgreSQL Works
An interactive simulation explains how PostgreSQL stores data, runs queries, and manages transactions.
nikolays.github.io → - Link · AIJul 2026
GrapheneOS protections against data extraction from locked devices
GrapheneOS explains its protections against data extraction from locked devices.
discuss.grapheneos.org → - Link · AIJul 2026
Ruff v0.16.0 – Significant new updates – 413 default rules up from 59
Ruff 0.16.0 adds updates to its default lint rules.
astral.sh → - Link · AIJul 2026
Open-weight AI is having its Kubernetes moment
An essay argues that open-weight AI is reaching a Kubernetes-like stage of adoption.
tobi.knaup.me → - Link · AIJul 2026
The new rules of context engineering for Claude 5 generation models
An article outlines context engineering practices for Claude 5 models.
claude.com → - Link · AIJul 2026
Claude Cookbook
Claude Cookbook collects examples and guides for building with Claude.
platform.claude.com → - Link · AIJul 2026
If coding has been solved, why does software keep getting worse?
An essay asks why software quality still declines if AI has solved coding.
ptrchm.com → - Link · AIJul 2026
Opus 5
**Anthropic** launched the **Claude Opus 5** model, which sparked mixed reactions including benchmark scrutiny and praise for its coding-agent capabilities. The model achieved an **Epoch Capabilities Index (ECI) of 159**, slightly below **Fable 5's 161**, but matched Fable 5 on s
news.smol.ai → - Link · AIJul 2026
AI advice made people less accurate but more confident – study
A study found AI advice made people far less accurate but more confident, and less willing to say "I don't know".
thenextweb.com → - Link · AIJul 2026
AI Mania Is Eviscerating Global Decision-Making
An opinion piece arguing that AI hype is degrading decision-making inside companies, drawing on the author's sales and consulting work.
ludic.mataroa.blog → - Link · ToolingJul 2026
Better and Cheaper Than IPTV
Castor points at a web page, finds the video, transcodes the stream, and casts it to your TV with subtitles.
github.com → - Link · ToolingJul 2026
Claude Code uses Bun written in Rust now
A note that Claude Code v2.1.181 and later ship the Rust port of Bun, cutting startup time by about 10%.
simonwillison.net → - Link · AIJul 2026
OpenAI reduces Codex Model Context Size from 372k to 272k
A GitHub pull request reducing the Codex model's context size from 372k to 272k tokens.
github.com → - Link · AIJul 2026
Qwen 3.8
Alibaba's Qwen team announcing the Qwen 3.8 model on X (formerly Twitter).
twitter.com → - Link · AIJul 2026
Transcribe.cpp
A personal project page for transcribe.cpp, a C++ tool for running audio transcription locally.
workshop.cjpais.com → - Link · CultureJul 2026
What I learned selling 2,500 MIDI recorders: Hardware is not so hard
Chip Weinberger shares what he learned building and selling 2,500 Jamcorder MIDI recorders, arguing hardware is more approachable than expected.
chipweinberger.com → - Link · AIJul 2026
GPT-5.6 used a prompt to close a 30-year gap in convex optimization
A Reddit r/math thread on a claim that GPT-5.6 helped close a 30-year-old open problem in convex optimization.
old.reddit.com → - Link · CultureJul 2026
If You Build It, They Will Come
An essay arguing that social scenes exist because someone does the unglamorous work of organizing events, not on their own.
benlandautaylor.com → - Link · ToolingJul 2026
Regressive JPEGs
A blog post explaining how JPEG's progressive scans work, and experimenting with deliberately bad, low-quality encodings.
maurycyz.com → - Link · AIJul 2026
The Kimi K3 Moment
A developer's blog post reflecting on Moonshot's Kimi K3 release and what an open frontier model means for the field.
stephen.bochinski.dev → - Link · AIJul 2026
What AI did to stackoverflow in a graph
A Stack Overflow data query graphing the drop in question volume since AI coding assistants became common.
data.stackexchange.com → - Link · CultureJul 2026
First atmosphere found on Earth-like planet in habitable zone of distant star
Researchers report an Earth-like rocky planet, LHS 1140b, orbiting in its star's habitable zone with a detected atmosphere.
bbc.com → - Link · AIJul 2026
Kimi K3: Open Frontier Intelligence
Moonshot's technical blog for Kimi K3, an open 3-trillion-parameter model with native multimodality and a 1M-token context window.
kimi.com → - Link · ToolingJul 2026
Blender 5.2 LTS
Blender's 5.2 long-term-support release, with downloads and release notes for the open-source 3D creation suite.
blender.org → - Link · AIJul 2026
Speech Recognition and TTS in less than 500kb
Moonshine's micro models run speech recognition and text-to-speech in under 500kb, small enough for tiny on-device use.
github.com → - Link · AI ToolingJul 2026
Claude Code sends 33k tokens before it reads your prompt
Someone finally put a proxy on the wire. The harness ships ~33k tokens of scaffolding before your prompt, and a couple of MCP servers push that past 75k. If you pay per token, log your API boundary before you blame the model.
systima.ai → - Link · ToolingJul 2026
Claude Code sends 33k tokens before reading the prompt; OpenCode sends 7k
A blog post measuring how many tokens Claude Code and OpenCode send before reading the prompt, reporting about 33k versus 7k.
systima.ai → - Link · CultureJul 2026
geohot: I love LLMs, I hate hype
Pro-LLM and anti-hype in the same post, which is rarer than it should be. His sharpest claim is that the frontier labs won't capture the value they create. Ten minutes, and you'll argue with at least one paragraph.
geohot.github.io → - Link · CultureJul 2026
How to read more books
A personal blog post sharing habits and tips the author uses to read more books.
scotto.me → - Link · CultureJul 2026
I love LLMs, I hate hype
George Hotz's blog post on why he likes large language models but dislikes the hype around them.
geohot.github.io → - Link · AI in practiceJul 2026
Old and new apps, via modern coding agents
Terence Tao writes about building and updating applications with modern AI coding agents.
terrytao.wordpress.com → - Link · ToolingJul 2026
Since Chromium 148, Math.tanh is now fingerprintable to link underlying OS
A post explaining how, since Chromium 148, Math.tanh output can help fingerprint a browser and identify its underlying operating system.
scrapfly.dev → - Link · ToolingJul 2026
What xAI's Grok build CLI sends to xAI: A wire-level analysis
A wire-level analysis documenting what data xAI's Grok build CLI sends back to xAI during use.
gist.github.com → - Link · AIJul 2026
Mesh LLM: distributed AI computing on iroh
The iroh team describes Mesh LLM, a setup for running distributed AI inference across machines on their iroh networking stack.
iroh.computer → - Link · CultureJul 2026
Nvidia, CoreWeave, and Nebius: Inside the Circular Financing of the GPU Boom
An analysis of how Nvidia, CoreWeave, and Nebius are linked through circular financing arrangements behind the current GPU buildout.
io-fund.com → - Link · ToolingJul 2026
Prefer strict tables in SQLite
Evan Hahn argues for using SQLite's STRICT tables and explains how they enforce column types more predictably than the default.
evanhahn.com → - Link · ToolingJul 2026
Show HN: Ant – A JavaScript runtime and ecosystem
A Show HN post for Ant, a new JavaScript runtime and surrounding ecosystem.
antjs.org → - Link · AI in practiceJul 2026
Terence Tao revived two dozen dead applets with a coding agent
Math applets from 1999 that died with Java, ported to JavaScript in an afternoon. The agent also found two bugs in his original code. His framing is the one we keep coming back to: judgment stays human, implementation just got cheap.
terrytao.wordpress.com → - Link · ToolingJul 2026
CodeQL can now catch prompt injection in your codebase
Prompt injection just became a static-analysis bug class. CodeQL 2.26 flags user input flowing into system prompts across the OpenAI, Anthropic and Google SDKs, JavaScript and TypeScript for now. If you ship AI features, turn it on.
github.blog → - Link · ToolingJul 2026
QuadRF can spot drones and see WiFi through my wall
Jeff Geerling writes about QuadRF, a radio device he tested that can detect drones and sense WiFi signals through a wall.
jeffgeerling.com → - Link · CultureJul 2026
Vint Cerf, “father of the Internet”, is retiring
TechCrunch reports that Vint Cerf, one of the internet's co-creators, is retiring.
techcrunch.com → - Link · CultureJul 2026
EU Parliament greenlights Chat Control 1.0
Privacy advocate Patrick Breyer reports that the EU Parliament approved Chat Control 1.0, a measure covering the scanning of private messages.
patrick-breyer.de → - Link · AIJul 2026
GPT-5.6: Frontier intelligence that scales with your ambition
OpenAI's announcement page for GPT-5.6, its latest model line, claiming more capability per token and better performance per dollar.
openai.com → - Link · AIJul 2026
OpenAI launches GPT 5.6 Sol/Terra/Luna
A smol.ai roundup on OpenAI's GPT-5.6 launch, with Sol, Terra, and Luna models across ChatGPT, Codex, and the API, and new token pricing tiers.
news.smol.ai → - Link · AIJul 2026
OpenAI ships GPT-5.6 in three tiers: Sol, Terra and Luna
Skip the benchmark slugfest. The story for working teams is the price ladder: Terra roughly matches the old flagship at half the cost. Early community testing flags more hallucinations than 5.5, so re-run your evals before you switch anything over.
openai.com → - Link · AI in practiceJul 2026
Show HN: Getting GLM 5.2 running on my slow computer
A Show HN project, Colibri, describing how the author got the GLM 5.2 language model running on a low-spec computer.
github.com →