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Pawel Jozefiak's avatar

Loved the practical framing here, especially the emphasis on setup discipline before trying advanced workflows. I hit similar issues while running long autonomous coding sessions: environment drift caused more failures than model quality. What helped was treating setup as a repeatable system with explicit guardrails, not a one-time checklist.

I also learned that lightweight audit logging and fast rollback paths reduced risk when testing new agent behaviors at night. I broke down the architecture and tradeoffs from my own agent rebuild here: https://thoughts.jock.pl/p/ai-agent-self-extending-self-fixing-wiz-rebuild-technical-deep-dive-2026

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