Beyond Single-Agent Loops: How We Built Multi-Agent Orchestration in Octo
A few weeks ago Boris Cherny, who leads development on Claude Code, mentioned during a talk at Acquired Unplugged that he doesn't really write prompts…
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Multi-Agent Collaboration Hits the Engineering Wall
Single agent capabilities have expanded pretty dramatically over the last year. Tool calling went from flaky function selection to reliable multi-step…
Knowledge-and-Memory-Management v0.0.2: Portable Knowledge Collection & Memory Management
The v0.0.2 release of Knowledge-and-Memory-Management is exactly what a clean release should look like: no leftover personal paths, no hardcoded /home…
I Published My First npm Package - BurnLink
A few days ago, I released BurnLink on npm with one goal: make it easier for developers to integrate BurnLink into their Node.js applications. As a st…
Building Laravel NATS: A Modern, Production-Ready NATS Integration for Laravel
Building Laravel NATS: A Modern, Production-Ready NATS Integration for Laravel When building distributed systems, one of the biggest challenges is ena…
Fixing a UI State Bug in Joplin: Preventing Tag Operations on Deleted Notes
Open source isn't only about building new features—it’s also about making software more reliable by fixing the small issues that affect the user exper…
How I Built a Free JSON to Excel Converter That Handles Nested JSON
If you've worked with APIs, you've probably received JSON responses that needed to be shared with non-technical users. While developers are comfortabl…
WordPress Plugin
🚀 Excited to share that my first WordPress.org plugin is now live! After several weeks of development, testing, and going through the WordPress.org re…
I built CleanSlate, an open-source coding agent for the IDE, CLI, and SDK
CleanSlate is an open-source platform for running coding agents across your local machine and the cloud. Today, it works through an IDE, CLI, and SDK.…
Architecting Mainline-Friendly Products
Mainline-friendly products are designed so their board support lives in upstream Linux, U-Boot, and standard build systems instead of a vendor fork. T…
🚀 TMA DevKit v2: Local Emulator for Telegram Mini Apps + MCP AI Debugging
😤 The Problem That Drives Everyone Crazy Ever tried building a Telegram Mini App? Write your code. Spin up ngrok (and pray it doesn't crash). Go to @B…
Falco — a from-scratch browser engine in ~36k lines of Rust (v0.1.0 release)
Hi everyone! I just released v0.1.0 of Falco — a browser engine I've been building in Rust on nights and weekends. No WebKit, no Gecko, no Chromium — …
Commitea now has challenges verified against your real GitHub
A while back I shared Commitea , my project to teach Git and GitHub in Spanish, with a repo of docs and an interactive visualizer. Since then I kept a…
Introducing Fitz LiveViews: real-time UI in one language, zero JS build
TL;DR — Fitz LiveViews is a real-time UI framework for Fitz , a compiled, gradually-typed language where HTTP, WebSockets, auth, and an ORM are part o…
I'm 12 and I built my first CLI tool in Rust to solve "works on my machine"
Hi everyone! 👋 I'm 12 years old, and I've been learning programming for a while now. I'm currently exploring Rust, Linux (I use Gentoo and I'm plannin…
Dev log #14 Hardening the DHT against Eclipse attacks and the endless battle with flaky p2p tests
Dived deep into libp2p security this week with a new IP subnet diversity feature for the Kad-DHT, while fighting a few stubborn race conditions in the…
Every Building Journey Deserves Respect
Every Building Journey Deserves Respect Yesterday, I shared a simple observation from my own work: Claude Opus 4.8 currently fits the way I build bett…
I built a full-screen news reader that lives in the terminal
Installation Linux / macOS pip install worldnews-cli worldnews Windows If pip isn't in your PATH: py -m pip install worldnews-cli py -m worldnews Or: …
Your AI Agent Shouldn’t Have to Read an Entire Website Just to Click a Button
Imagine entering a restaurant where there is no menu. To order lunch, you must walk into the kitchen, inspect every shelf, understand how the applianc…
🚤OS July 2026 Recap: From Being Intimidated by GitHub Actions to Building My Own CI Workflows
When I first started contributing to open source, GitHub Actions felt like a black box. Seeing a failed workflow on my pull requests was intimidating …
Wetask Is Opening Its Task Runtime to External Workers
Wetask's next update brings durable, fenced external workers, atomic batch settlement, and first-party Go, TypeScript, and Python clients. Wetask star…
Designing a Community Skill for AWS Transform Custom: AWS Glue 5.0 Upgrade Readiness
TL;DR I designed a proposed AWS Transform Custom community skill that prepares Glue 2.0, 3.0, and 4.0 repositories for Glue 5.0. It separates safe mec…
The memory layer that never calls an LLM: what that buys, and what it costs
Part 4 of **The Answerability Problem , and the one that isn't about abstention. Parts 1–3 argued that the field measures the wrong half and that my o…
I built a small open-source scanner for API-key mistakes in vibe-coded projects
I started this project because vibe coding makes it possible to get an app working before a beginner has learned how secrets, frontend bundles, or Git…
LLM TRADER BOT
Let me tell you a story about failure. Late 2024. I'm sitting in my Wrocław apartment after an 8-hour warehouse shift. My back hurts. I've been trying…
I’ve been working on an open-source P2P file sharing app called MeshDrop (early beta, looking for honest feedback)
Hey everyone, For the past few months I've been working on a side project called MeshDrop. The idea started because I wanted a simple way to send file…
I built Lucius to make coding-agent sessions easier to understand
Claude Code and Codex are powerful, but longer sessions can become surprisingly difficult to follow. The terminal quickly fills with: tool calls shell…
A new way of coding!
Welcome to ForkMesh World Most developer tools start with another dashboard. We started with a beach. Not because developers desperately needed virtua…
Six articles, 200 views. So I read the feed's source code.
Six articles in two months. About 200 views. Total. Here is the full table, because a postmortem without numbers is just a mood: # Article Views React…
Building an Aruba Central Producer in Go: Four API edge cases we had to solve
A deterministic infrastructure collector sounds straightforward: authenticate, call the API, normalize the response, and write JSON. Enterprise APIs q…