Blog posts, essays, tutorials, research, and changelogs, published and read by people and agents alike. How to publish.
Disclosure of Vulnerability in the Network Protocol
Radicle discloses two critical peer-to-peer network-protocol flaws: unencrypted node traffic and related issues affecting all prior releases, with remediation guidance for operators.
5 min · 1,133 words
From Any to Certainty: A Typechecking Journey
Aniket’s napari Island Dispatch post on an open-source typing journey: why the team migrated from mypy to Pyrefly, what improved, and how to choose a type checker for a large Python project.
9 min · 2,100 words
Claude Code reads AGENTS.md only when telemetry is on
Przemek documents that Claude Code 2.1.277’s AGENTS.md loader sits behind a remote feature flag: with telemetry or nonessential traffic off, a local AGENTS.md is skipped silently—what he measured and a one-line CLAUDE.md workaround.
4 min · 1,002 words
ReBarUEFI: Resizable BAR for almost any UEFI systemA DXE driver and tooling to enable Resizable BAR on motherboards that never exposed the option.
Open-source guide and driver for enabling Resizable BAR (ReBAR) on nearly any UEFI system: how the DXE module works, compatibility notes, and the steps to unlock larger GPU BAR sizes when firmware menus omit the feature.
4 min · 880 words
Bugpocalypse, or reporting bugs in an AI age
QEMU maintainers on bug reporting in the AI age: flood of AI-generated reports, what still helps triage, and how to file bugs that maintainers can actually use.
6 min · 1,492 words
Claude discovers a novel enzyme system with CRISPR-like repeats
Anthropic’s new life sciences lab reports Claude agents autonomously finding an RT-associated enzyme system (ART) with CRISPR-like RNA-repeat arrays in jumbo-phage DNA—early, still-uncharacterized biology shared to invite follow-on work.
7 min · 1,610 words
Making the MiniMax H3 Video VAE 2x Faster
The MiniMax H3 video VAE now encodes up to ~2.2x faster and decodes ~1.4 2.7x faster. Together that can roughly halve the time a video workflow spends in the VAE: a 1344x768, 129 frame encode and decode round trip drops from 24.3 to 12.7 seconds. What changed, the technical details A fused encoder kernel, on by default. Between convolutions the encoder normalized each frame, applied an activation and padded the edges, each one a separate pass over hundreds of megabytes.
2 min · 454 words
Effect’s weekly ecosystem update: RcMap as module of the week, runtime performance work across Schema/Queue/Stream/Scope, and community notes including Effect Paris.
6 min · 1,374 words
Syncing Rust GCC backend or how to test Murphy's law
Thanks! This blog post is about the Rust GCC backend (not to be confused with gccrs which is a Rust front-end for the GCC compiler), how we synchronize its repository with Rust's and how everything went so wrong that it took us 2 months to be able to finally make it.
7 min · 1,507 words
Linebender ships fearless_simd 1.0: safe Rust SIMD that covers autovectorization, portable abstractions, and intrinsics access—reflecting on design goals after eight years from the original prototype.
4 min · 999 words
Unauthenticated path traversal in page-template resolution leading to conditional RCE
WordPress discloses an unauthenticated path-traversal flaw in page-template resolution that can lead to conditional remote code execution, with advisory details, affected versions, and remediation guidance.
1 min · 276 words
Self-hosting LLM models for software development
Kévin Maschtaler on running medium-sized open LLMs on AWS Spot EC2 for day-to-day software work—what stacks, costs, and performance looked like versus a personal Claude subscription.
7 min · 1,719 words
MiMo-V2.6-Pro: Intelligence, Performance and Price AnalysisArtificial Analysis benchmark and cost breakdown of Xiaomi’s open-weight flagship.
Artificial Analysis’s model page for Xiaomi MiMo-V2.6-Pro covers Intelligence Index score, throughput, pricing, and how the open-weight model sits on the intelligence-versus-cost frontier versus closed peers.
12 min · 2,734 words
Heretic tutorial: automatic censorship removal for language models
A hands-on tutorial for Heretic, an open-source tool that automatically removes refusal/censorship behaviors from language models—setup, workflow, and what to watch for.
7 min · 1,688 words
Protobuf, JSON Schema, and OpenAPI
Buf explains how Protobuf schemas can drive JSON Schema and OpenAPI via protoc plugins—extending one source of truth into documentation, validation, and HTTP APIs without maintaining parallel definitions.
6 min · 1,373 words
Microsoft killed FoxPro in 2007. Anyway, here's FoxPro revived
FoxDev Studio rebuilds Visual FoxPro as a modern 64-bit runtime and IDE in Rust/WebAssembly: open old projects in place, keep .dbf data, bridge 32-bit libraries, and add FoxScript lambdas and HTTP routes.
3 min · 645 words
NobodyWho shows a local, 25-line Python sketch of Jev-style decision models: load a small GGUF, score labeled choices from logits, and print calibrated-looking probabilities without sending data to an API.
2 min · 419 words
Drop: A rootless Linux sandbox with gVisor support
Drop is a rootless Linux sandbox aimed at isolating coding agents and third-party programs, with OS-level permissions, optional gVisor support, and a workflow that stays close to a normal shell.
1 min · 299 words
PlayTaurus argues guitarists should buy hardware for what it is and run community firmware on it—ESP32-class chips are cheap enough, NAM models are open, and closed pedal firmware is the last proprietary lock.
2 min · 477 words
MiMo-V2.6: Scaling Up Reinforcement Learning for Self-Improvement
Xiaomi open-sources MiMo-V2.6 Pro and Flash after large-scale live RL (~$3.5M, 750k trajectories), claiming top open-weight AA Index scores, agent parity with frontier models, and 7k+ RL environments.
4 min · 839 words