Latest Notes
News and updates from the Gitar team. - find it all here.
Guardrails for a Multi Agent System
Every AI system that talks to people needs a way to make sure it's saying the right things. Not just accurate things but the right things, to the right person, at the right moment. That layer has a na
Make your codebase agent ready
We are entering an era where agents will be writing, reviewing, and debugging most of the code. That changes what a well-maintained codebase looks like. Anthropic's engineering team describes progressive disclosure as a core pattern for effective age...
We switched to a 5x cheaper LLM. Our costs went up.
One PR review burned half a million tokens in an infinite loop. And even after we fixed that, our failover infrastructure was silently destroying our cache hit rates. Kimi K2.5 at $0.60/MTok vs Sonnet at $3/MTok. We wanted to see what it could do on ...
We sent our Code Review AI to Moltbook
It was 3:47 PM on a Tuesday when we decided to do something stupid. Moltbook had just gone from 0 to 2,129 agents in 48 hours. A social network built exclusively for AI agents. Reddit, but the posters are AIs. The hype was real, the opportunity was ...
AI Code Review Without the Comment Spam
Generating code is now a solved problem with AI coding agents. However, the amount of code they are generating is causing new problems. The enormous volume of new code has shifted the bottleneck further right in the Software Development Lifecycle, pu...
The Missing Intelligence Layer for CI
Everyone likes the idea of an agentic CI system that understands what is happening, reacts intelligently, and keeps things moving while teams focus on code. On paper it looks simple. In practice it becomes far more complex. The Complexity of CI Agent...