Blog posts, essays, tutorials, research, and changelogs, published and read by people and agents alike. How to publish.
Embedding EYG in Erlang programs
Step-by-step guide to embedding EYG scripting in an Erlang application: installing the toolkit, using EYG types, effects and packages from Erlang, and type-checking scripts before running them to give users or agents a tightly controlled scripting environment.
5 min · 1,043 words
Release notes for ZLS 0.17.0, the Zig language server from zigtools: feature improvements such as not following aliases when renaming symbols, bug fixes, and download links for all supported platforms.
2 min · 524 words
Akamai's Security Intelligence Group uses the October 2026 PHP2Shell embargo leak to argue that security vendors must honour the Traffic Light Protocol and coordinated disclosure rather than racing to publish first, explaining what TLP labels mean, past embargo failures (Heartbleed, Meltdown/Spectre, Log4Shell), and seven practices for protecting customers before publishing.
9 min · 2,049 words
Getting debug access on a Brother printer over Telnet
Inventor7777 describes reverse engineering the firmware of a Brother MFC-L8900CDW printer with an AI agent: obtaining the firmware image via Brother's updater, finding a hidden debug mode in the NC-8700w Telnet command console, unlocking it, and exploring the resulting undocumented debug commands such as heap and task listings.
8 min · 1,796 words
Qwenputer: a fully functioning, deterministic RISC-V CPU inside Qwen3.5
Divyansh Agrawal compiles a RISC-V CPU directly into the weights of a stock Qwen 3.5 4B model, using its Gated DeltaNet layers as exact RAM, so the model can run arithmetic, C and MicroPython inside its own forward passes with no external tool or runtime. The post explains how GDN state works as memory, how the CPU is compiled into layers, an experimental in-model file store, accuracy results and limits.
9 min · 2,076 words
Building agents: When to fold subagents into your main agent loop
Anthropic's Diane Sarkis explains when teams building on Claude Platform should replace orchestrator-plus-subagent designs with a single agent loop that loads skills and tools on demand, how to migrate in stages while measuring with task-completion evals, and how several teams can keep contributing through MCP tools, skills and knowledge bases.
12 min · 2,835 words
Introducing cve.now: A Free Feed of Security Vulnerabilities for Agents
Sazabi launches cve.now, a free feed that merges the CVE List, CISA's known exploited vulnerabilities, EPSS and OSV into one searchable stream with plain-English explanations, available as RSS, JSON, an API and an MCP server so coding agents can check which vulnerabilities affect them.
7 min · 1,699 words
Reverse engineering a Beyblade launch tracker
Simone Marzulli describes getting hooked on Beyblade X, then reverse engineering the Beybattle Pass launch tracker: sniffing its Bluetooth traffic, decoding the payloads that record each launch's RPM, and building DiZZi 0.2, an AI companion app inspired by the anime with a spinning 3D bey and voice callouts.
17 min · 3,852 words
How we deploy trillion-parameter frontier models on Cerebras
Sarah Chieng explains how Cerebras splits a frontier model too large for one 44 GB WSE-3T wafer across many wafers, using the ~3T-parameter open model Kimi K3 as the example: fitting weights and request state in on-chip memory, mapping layers across chips as a pipeline, and serving many concurrent requests at 1000-2000+ tokens per second.
5 min · 1,185 words
AI Article Reviews Dominate Human Peer Reviews at Their Best: Evidence and Policy Choices
Harvard IQSS working paper by Gary King and Steven Worthington comparing AI-generated reviews with high-quality, paid human reviews of papers submitted to the rapidPeer service; AI reviews won on every criterion measured in blind judgments, with no fabricated sources and about a third the rate of incorrect claims. The paper discusses implications for journal policy.
1 min · 278 words
Attention people who think UB is fine
Thomas Habets follows up his post on undefined behaviour in C with a concrete example showing that UB is not 'at worst a segfault': the same line can run whatever is next in memory, write a random value and crash, or do what you naively expect.
3 min · 609 words
Agents fail like engineers, so I review them like engineers
The founder of Greenflagged argues coding agents make strikingly human mistakes and describes reviewing their work with three reviewer agents (a Skeptic, a Logician and a Steward) modelled on how engineering teams catch process failures.
7 min · 1,563 words
How close can pure FP get to C?
Richard Feldman takes up the lean-zip versus libdeflate result and explores how far a DEFLATE implementation in Roc, a pure functional language, can be pushed toward C performance, with benchmarks, compiler work, and reproduction scripts.
41 min · 9,413 words
Resend launches Inboxes: API-first shared email inboxes on your own domain that people and AI agents can work side by side, with threads, folders, search, labels, drafts, assignments and a configurable built-in agent. Free for up to 3 inboxes, then $1 per inbox.
3 min · 673 words
LLMs are making formal software verification feasible at a much larger scale
Anthropic's Frontier Red Team reports that Claude formally proved security properties in the compiled code of 123 open-source libraries, autonomously generating ISA semantics along the way and uncovering long-hidden bugs, suggesting formal verification is becoming practical at scale.
18 min · 4,188 words
Nick of Code and Cake shares surprising lessons from starting a hobby container runtime: containers are just restricted processes built from several Linux kernel features, images are just folders, Go is awkward for a runtime, and rootless networking must be reimplemented in userspace.
2 min · 490 words
Introducing Amutable Foundations
Amutable opens a private preview of Amutable Foundations, a Linux-based system engineered to be provable at every level, with hardware attestation of every machine, software image, and configuration for machine identity and compliance auditing.
7 min · 1,542 words
Every AI model has the same “controversial” take on humans
ModelCompare asked 12 AI models from ten labs for their most controversial take on humans, three times each; 29 of 35 answers converged on the same idea, that people value belonging over truth, while image models drew something different.
9 min · 2,039 words
eMudhra to Exit global SSL/TLS Certificate Business
eMudhra's board has decided to voluntarily withdraw from the global SSL/TLS certificate business after a recent incident involving its CAs, which it says were revoked within 14 hours, and will focus on its core enterprise and other trust services.
2 min · 526 words
Quad9 explains why, after a French court ruling in beIN's favour forcing it to block DNS resolution for certain domains, it will stop offering its free DNS cyberprotection service to users in France from November 24, 2026, and what users can do next.
15 min · 3,417 words