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Flowing with agents (Changelog Interviews #658)

56 snips
Sep 17, 2025
Beyang Liu, CTO at Sourcegraph and co-creator of AMP, dives into agentic coding tools that enhance developer workflows. He explains AMP's innovative multi-model design, which automates code editing and testing while showcasing strategies for handling model limitations. The conversation touches on the critical importance of terminal UI for a better user experience, along with the concept of 'agent flow' for structured development workflows. Beyang also shares practical insights for skeptics and the sustainable pricing model behind AMP's technology.
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INSIGHT

Model Selection Should Be Invisible

  • AMP abstracts model selection so users don't pick specific LLMs manually.
  • The product picks the best model per subtask to optimize latency and competency.
ADVICE

Always Review Generated Code

  • Read and review agent-generated code; don't trust it blind.
  • Keep doing human code review to catch subtle bugs and complexity the agent may introduce.
ADVICE

Learn Prompting As A Skill

  • Invest time to learn prompting; it's a skill like any other.
  • Develop intuition for what agents can and cannot do to get reliable results.
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