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7/9/2026
Managing AI in a Mixed Team

Managing AI in a Mixed Team

Short summary

A product manager shares real-world experience managing AI adoption friction in a heterogeneous development team using Claude and OpenSpec. Key tensions include larger merge requests, different code-reading patterns for AI-generated code, and shifting value from writing to design and review. Junior developer employment has dropped ~20% since 2022 as routine tasks get automated first.

  • •AI adoption creates team friction around code review, trust, and value shifts
  • •Value is moving from code writing to design, review, and integration decisions
  • •Junior developer employment down ~20% since 2022 as routine tasks automate first

Generated with AI, which can make mistakes.

#ai-tools#ai-agents#industry-adoption
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