Notes on Go, distributed systems, and AI agent infrastructure, written from production experience.https://assylzhan.dev/enhttps://assylzhan.dev/blog/keeping-autonomous-coding-agents-honest/https://assylzhan.dev/blog/keeping-autonomous-coding-agents-honest/How I made an autonomous connector factory trustworthy: fresh critic sessions, typed rubrics, deterministic gates, and a reliability floor underneath.Fri, 03 Jul 2026 00:00:00 GMThttps://assylzhan.dev/blog/integrations-as-data-not-code/https://assylzhan.dev/blog/integrations-as-data-not-code/Why we stopped writing a Go module per third-party integration and started describing each connector as a reviewed data descriptor run by one executor.Wed, 01 Jul 2026 00:00:00 GMThttps://assylzhan.dev/blog/we-measured-our-llm-debugging-agent-and-didnt-build-rag/https://assylzhan.dev/blog/we-measured-our-llm-debugging-agent-and-didnt-build-rag/How we built a 32-card eval for an LLM bug-triage agent, found retrieval wouldn't fix most failures, and skipped RAG.Mon, 18 May 2026 00:00:00 GMT