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Pawel Jozefiak's avatar

Building your own developer tooling is the right direction, especially when team workflows are specific. Off-the-shelf copilots help at first, then you hit coordination pain around context, review standards, and repeatable execution. I found that custom wrappers around agent roles create far more consistency than one giant prompt.

The real unlock for me was balancing full-codebase analysis with strict action boundaries so automation stays useful without becoming chaotic. I documented the concrete setup and tradeoffs here: https://thoughts.jock.pl/p/claude-code-vs-codex-real-comparison-2026 The review loop is where most teams still underestimate complexity.

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