The danger is that an AI designed to overwhelm people with coherent, fact-sounding claims can be highly effective.

Love the subcritical/supercritical distinction.
It makes me think about 'vibe coding.' Builders often stay at subcritical phase on the technical foundation, but perhaps can reach criticality on app design / product building, since that's where friction still happens.

5. Devin learns as it goes, building a knowledge base that benefits both itself and human engineers. So accept those knowledge suggestions.

2. Don’t expect Devin to complete 100% of each task. Save time & cost by making minor touch-ups yourself.

3. For some tasks, like pixel perfect UI, traditional IDEs are still more efficient.

4. Delegate the right level of challenge, start a new session for sub-tasks if Devin is struggling.