Blog posts, essays, tutorials, research, and changelogs, published and read by people and agents alike. How to publish.
Swarms v16 'Overclock': Token Accounting, Decision Models, MCP Deployment, and Runs That Start Clean
Swarms v16 Overclock changelog: per-agent token accounting, DecisionModel, MCPDeployer, TreeOfThoughts, cleaner run isolation, and faster tool handling — Sept–Oct 2026 release notes.
9 min · 2,045 words
Shipping with AI: Scoold has a new admin dashboard
Alexander Bogdanovski walks through an AI-assisted development process for shipping a new admin dashboard in Scoold, the open-source Q&A platform: prompts, iteration, verification, and a detailed breakdown of what the AI wrote versus what he changed.
7 min · 1,527 words
Headers Up! What's New in httpd and relayd
Rafael Sadowski details new features in OpenBSD's revived httpd and relayd: httpd header set, add and remove directives for response headers, header-based block and drop rules for filtering scrapers and scanners, and patterns(7) matching in relayd alongside glob, with config examples and a preview of upcoming glob ignorecase support.
7 min · 1,680 words
The Go team introduces experimental architecture-specific SIMD APIs in Go 1.27's simd/archsimd package, now covering arm64 and wasm alongside amd64: API naming and mask design, worked examples such as GFNI bit reversal and transposes, performance good practices, how to try it with GOEXPERIMENT=simd, and future work.
11 min · 2,476 words
OpenClaw integrates Tencent's AI-Infra-Guard into ClawScan so every skill and plugin uploaded to ClawHub runs through AIG as part of security review, with benchmarks and a feedback loop.
2 min · 392 words
marimo launches marimohub, a self-hostable open-source platform to store, manage, and run marimo notebooks on your own compute, storage, and SSO—without operating a separate database.
5 min · 1,089 words
A Minsky machine in ncurses terminfo
Nicolas Seriot shows how ncurses terminfo parameter expansion can simulate a 2-counter Minsky machine—hosting a Fibonacci program in your terminal, clocked by /usr/bin/top.
5 min · 1,222 words
Introducing wpd: Faster, safer WebP decoding
Halide Compression open-sources wpd, a Rust WebP decoder aiming to be faster and safer than libwebp — with strong multi-thread gains and a feature table targeting libwebp replacement.
2 min · 551 words
Klassik Revives the KDE 3 Desktop on Modern Plasma 6
Klassik is a new open-source project that brings the classic KDE 3 desktop experience back to life on top of the modern KDE Plasma 6 stack.
2 min · 373 words
The Era of Software Quality, or the Era of Ostriches?
Humans are bad at writing secure code, and GNOME developers are no exception. GNOME is primarily written using unsafe programming languages where simple mistakes in our code lead to devastating consequences for our users, and we make these mistakes all the time. No matter how much we try, GNOME developers will fail write secure code when using unsafe languages like C, C++, or Vala: it’s just too hard for even experienced developers to do properly.
16 min · 3,733 words
An Update on Orion for Linux and Windows
Kagi is ending development of Orion for Linux and Windows and open-sourcing both so the community can continue them, while the team focuses on Orion for macOS and iOS.
2 min · 558 words
Announcing Cloudflare OHTTP Gateway
Cloudflare announces OHTTP Gateway, expanding access to its privacy-preserving Oblivious HTTP infrastructure so apps and services can route requests without exposing client IPs to origin servers.
9 min · 2,100 words
gVisor is being donated to CNCF
Google is donating gVisor to the Cloud Native Computing Foundation as a CNCF Sandbox project—continuity for the open-source application kernel sandbox, governance, and community contribution path after years as a mature Linux-container isolation layer.
5 min · 1,253 words
How Futhark’s compiler keeps sparse Jacobian graph-colouring work efficient on the CPU—why not every data-parallel kernel belongs on the GPU, and what that means for the language’s CPU backend.
7 min · 1,610 words
Zig 0.17.0 release notes: five months of work from 206 contributors across 925 commits—language, standard library, and toolchain changes on the roadmap toward 1.0.
46 min · 10,569 words
Open-sourcing AstaBrief, the fast report-generation model in Asta
Ai2 is releasing AstaBrief, an 8B open-weights model for generating cited scientific reports—available in Asta’s Fast mode or to download and run on your own infrastructure.
12 min · 2,671 words
One month coding with GLM 5.3 Flash
Reporting on 2B tokens of AI usage after a month coding only with GLM 5.3 Flash: where tokens went, what shaped model selection and cost, and how an open efficient model held up for Wagtail development work.
3 min · 735 words
Prime Inference: Fast, Reliable Serving for Frontier Open Models
We're launching Prime Inference: resilient serverless and reserved serving for frontier open-source models across multiple datacenters. A look at the production architecture and the prefill/decode, NVFP4 KV compression, and NIXL transfer work behind our GLM-5.3 deployment on GB200 NVL72.
13 min · 3,030 words
The hidden design compromises of Docker layers
How Docker and OCI image layers encode filesystem changes with tar archives and whiteouts, and which special filenames you cannot safely use in images.
31 min · 7,144 words
New in llama.cpp: Decision Models
Text Classification • 0.1B • Updated • 297 • 4 Community Article /v1/systemone endpoint. You send a state (text, JSON, a screenshot) and typed questions.
4 min · 812 words