#"llm observability"

2 articles

Signal-to-PR: How to Build a Self-Improving AI Agent Loop in 2026

A self-improving AI agent loop turns production telemetry into pull requests autonomously. Here's the architecture, the tools, and how to build one yourself in 2026.

17 min00

How to Build an Agent Benchmark From Production Traces in 2026: The Simulation Playbook

Agent benchmark evaluation needs production-derived simulations, not public leaderboards. Here's how to build one from your own traces—and why pass^k matters more than pass@k.

16 min00