Building a Hybrid Docker Orchestrator in Go: The Journey from Single VM to Multi-Node Cluster
What if you could combine the native simplicity of Docker Compose with the decentralized targeting...
Tutorials
Claude Code subagents: when to delegate, and when a rule or hook is enough
Your main conversation's context window is the scarcest resource you have. Every search result, every...
One Markdown File, 15 Landing Pages: Separate Your Copy From Your Design
An AI agent turned our brand references into 15 complete landing page designs, all reading identical copy. We clicked through them live and shipped the winner. Stack + AWS deploy i...
Comparing Two Eval Runs by Their Average Pass Rate Is the Wrong Test
TL;DR. You run version A and version B against the same 500-item eval set. A passes 71.4 percent, B...
Navigating Intellectual Property in Kenya
Kenyan Devs, Stop Assuming Your Code is Protected: A No-Jargon Guide to IP Law As software...
Open-source Grammarly alternatives in 2026 — and why I built another one
If you search "Grammarly alternative," you get listicles full of freemium tools that are just smaller...
How I made a Rust hot path 27x faster, and the AI fix I refused to merge
Two years ago I open-sourced KeyEcho, a small desktop app that plays a mechanical-keyboard sound the...
Designing for Non-Human Callers
Skills built for humans degrade silently at agent scale. Here's how stress-testing a Gherkin skill revealed four specific failure modes — and how to fix them.
The 3-Tier Skill Architecture in Practice
A 3-tier model for organising AI agent skills — org-wide standards, domain methodology, and personal workflow. Which tier owns the risk when patterns fail to transfer?
We gated CI on six open-source LLM eval frameworks. Only two survived the merge queue.
TL;DR. Most "top open-source LLM eval framework" roundups rank features. None of them ask the one...
Build an AI Agent With Tool Calling in a Next.js Route Handler (Claude API)
A step-by-step guide to the pattern behind AutoValue's listing agent: a conversational AI that calls...
Bothread: A Free, Local Room Where Your AI Coding Agents Stop Overwriting Each Other
If you've run more than one AI coding agent on the same project, you already know the failure mode....
I Built a Runtime Immune System for Multi-Agent AI — Here’s What Broke First 🛡️
The blind spot in current AI guardrails Guardrail middleware for AI agents is maturing fast....
Adaptive Thinking Killed My Token Budget Code: Migrating Off budget_tokens
I had a tidy little helper that computed a thinking budget based on input size. Something like "give...
One human, one GPU, one company: running a software business with an agent workforce
The whole company is one person and one graphics card. Thirteen projects in Linear. Three live...
Coding Agents and Developer Economics on the Microsoft Stack (2026)
Coding agents are normal tool evolution, not rupture. The Microsoft business-apps read: execution compresses, but judgment and accountability do not.
I Cut My Agent Token Bill by 60% — Here's the Exact Setup
The Problem Nobody Talks About Most teams building agents watch their token costs climb...
DiffusionGemma: 4x faster text generation
Our newest open experimental model delivers up to 4x faster inference on dedicated GPUs and...
Stop Writing Boilerplate: How I Automated My Entire Workflow with LLM APIs
Stop Writing Boilerplate: How I Automated My Entire Workflow with LLM APIs You know that...
Our drift-warning hook was silently dead for 23 days. Zero warnings looked exactly like good behavior.
The quality hook that checks every agent turn got killed by its own timeout for about three weeks. Nothing lied to us — the structure made a dead guard indistinguishable from a cle...
Your RAG Eval Isn't Flaky. Your Retrieval Is Non-Deterministic.
Same query. Same documents. Same model. And the RAG eval can still hand back a different...
How to Scan and Fix a Vibe-Coded App Before It Leaks Secrets
TL;DR Vibe-coded apps ship fast and quietly bury hardcoded secrets, weak auth, and...
Add a rate-limit backstop to your agent's email sending
Keep an Agent Account under its daily send quota — a client-side token bucket and queue keyed to the documented per-account limit, with 429 backoff that honors Retry-After.
Build a calendar conflict-resolution agent with Nylas
Give an AI agent its own calendar that detects double-booked events and emails participants to renegotiate the clash — with curl and the Nylas CLI.