Building uagents8, a platform for deploying AI agents to Kubernetes. Writing about AI Fix and LangGraph deployments.
Building uagents8, a platform for deploying AI agents to Kubernetes. Writing about AI Fix and LangGraph deployments.
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OneLifeVibe
The verify-before-you-build idea is the part I would steal first. Most fix-it loops I have seen re-run the whole pipeline on every guess, so a patch that was never going to work still costs a full build. The triage step is a nice counterweight too — routing by LOW, MEDIUM and HIGH with a deterministic fallback instead of letting the model decide everything keeps the cheap fixes cheap. And the rule that only successful fixes enter memory is quietly important: a system that remembers its failures as successes just repeats them faster. Really clear write-up.