Context is Money. How to Work with a Large Knowledge Base Without Burning Tokens
Practical rules for structuring a repo and knowledge base for AI agents: short entry points, layered docs, INDEX.md, ADRs, and what research says about it.
Practical rules for structuring a repo and knowledge base for AI agents: short entry points, layered docs, INDEX.md, ADRs, and what research says about it.
One prompt in, whatever comes back out — that falls apart on a real system. Here's the workflow that replaces it: research…
Time to stop fearing and start understanding Let me be blunt: most conversations about AI among developers are either panic or denial.…
I built mailmock several years ago to solve a small, recurring dev annoyance: I want to see the email my app sends…
You just have to listen. Your phone and earbuds sit silent in your pocket — but their radios broadcast you non-stop. I…
Lightweight messaging for microservices and AI agents — a Kafka alternative, with a working Java demo. NATS JetStream is a lightweight persistence layer…
I put an AI agent directly in front of live telemetry. Instead of staring at dashboards and recalling PromQL syntax, I ask…
AI-powered object detection is no longer exclusive to tech giants. With open-source tools like OpenCV and YOLO, anyone can build sophisticated detection…
If you’ve been writing software long enough, you know that logs and metrics don’t always explain behavior.Sometimes you simply need to see…