windowed i/o. Contribute to ypsvlq/wio development by creating an account on GitHub. Read more ›
As a lead of the Rust Secure Code Working Group, I got access to GPT-5.5 via the Codex for Open Source. Since then I’ve found and reported… Read more ›
Some literate programming on a small crate I've written Read more ›
Ten million downloads a week, one maintainer, zero dollars. Read more ›
There’s a particular kind of pressure that comes with maintaining software at the very bottom of someone else’s stack. ClickHouse lives in exactly that spot: roughly 1.5 million lines of mostly C++ and tens of millions of tests every single day. So what happens when you start introducing Rust into a codebase like that? Not as a rewrite, but linked into a C++ server with a CMake build process that has to be reproducible and FIPS compliant? In today’s episode, we get into the messy, interesting... Read more ›
Most teams building AI agents default to running every step through the same frontier model. That is the most expensive possible architecture and often not the best-performing one either. The Plan-and-Execute pattern fixes this by separating the work that actually requires expensive reasoning from the work that does not. A capable planner model breaks the task into steps. Cheaper executor models carry those steps out. In practice this means routing 70 to 90% of your token volume to models cos... Read more ›
In microservices, spec-driven development with an LLM needs architecture-level context, not just local specs. This article shows how machine-readable service contracts and a plan-first workflow (archspec, a Claude Code plugin) give the model that context: it resolves cross-service rules while planning, catches them before any code, and turns each one into a test. It's a practical way to make AI-driven specs hold up across services. Read more ›
Rust png crate, also known as image-png, implements PNG encoding and decoding in safe Rust. It is compliant with the third edition of the PNG specification, including APNG support. Read more ›
I’ve been working since they came out, and finally, they’re surprisingly good now. I have a 2022 M2 Mac with 64 GB RAM and 1TB storage and I’ve used , as well as a number of other Qwen variants like across like raw llama.cpp with llama-cpp-python Ollama llamafiles and LM Studio Where are local models now? Early on, models were slow, hard to use, and just not that accurate for most programming tasks. The idea that local models were severely lagging behind was largely true until, for me, the re... Read more ›
Learn from Docker experts to simplify and advance your app development and management with Docker. Stay up to date on Docker events and new version Read more ›
Open-source web crawler in Rust. Contribute to AICrox2025/SuperCrawl development by creating an account on GitHub. Read more ›
Leadership at the social media giant has been on an AI-fueled rampage through its engineering org. We report what’s happened Read more ›
mono repo. Contribute to zarldev/zarlmono development by creating an account on GitHub. Read more ›
Embed Everruns harnesses directly in your Rust process with the everruns-runtime crate — in-memory by default, no PostgreSQL, server, or worker required. Read more ›
Wizard Ecosystem: The free, AI-powered alternative to Google Workspace. Browser, Mail, Calendar, Chat, Search, Notes, and AI — all in one place. Built by a 12-year-old. 🧙 Read more ›
Table-driven Rust code templates. Contribute to fast/macro-template development by creating an account on GitHub. Read more ›
After scaling its real-time ML feature store from 1M to 1B features per second, ShareChat faced a new challenge: make it 10× cheaper. The team attacked costs across every layer—cleaning cloud waste, moving away from expensive managed databases, optimizing Kubernetes utilization, reducing inter-zone network charges, prioritizing ScyllaDB workloads, and redesigning protobuf handling. Continuous profiling and lazy deserialization delivered major compute savings without sacrificing latency or scale. Read more ›
We've all heard people say that Qwen is near-Sonnet level, or near-Opus, but I have receipts and am here to be transparent with you. Read more ›
--- Murmer is a distributed actor framework for Rust, built on tokio and QUIC\. It provides typed, location-transparent actors that communicate through message passing\. Whether an actor lives in the same process or on a remote node across the network, you interact with it through the same `Endpoint` API\. **Why I built this** I’ve spent years working with Elixir and the BEAM VM, and the actor model there is something I’ve grown deeply fond of — the simplicity of processes, message pass... Read more ›
AI coding tools are generating Kubernetes manifests, Terraform configs, and IAM policies fast enough to outrun the review processes built to catch bad infrastructure. The failures aren't loud they're plausible-looking YAML that passes linting, ships to production, and breaks in ways that take hours to diagnose. In December 2025, Amazon's own Kiro AI assistant deleted and recreated a production environment after inheriting elevated IAM permissions, causing a 13-hour outage. Claude Code ran ter... Read more ›