~/talk

Agents for the Inner Loop and Outer Loop

slides:none on file

Platform runs cloud agents (started March 2024) that handle both inner-loop editing and outer-loop automation: agents open PRs to fix failing CI and merge conflicts, trigger on Datadog-triggered fix PRs for every error-level log, and run dependency updates on schedule. Sandboxing uses Kubernetes, network policies and limited secrets. Simple natural-language skills hit ~75–80% accuracy; combining code + prompts raises that to ~95–99%. Teams use agent code review, recorded QA videos, and auto-approval for trivial PRs to reduce reviewer load.

AI-written summary · about

  1. 0:00Introduction
  2. 1:36Inner vs outer loop development
  3. 3:42Inner loop agents: when to use
  4. 5:30Prompt to PR automation
  5. 7:19Outer loop agents: triggers
  6. 9:30Cloud sandboxing for security
  7. 12:46Agents: skills vs code
  8. 14:59Custom dev experiences
  9. 16:26Future of auto dev loops
  10. 17:54Humans in agentic systems
  11. 18:36Self-improving agents
  12. 19:38Adopting agents in conservative firms
  13. 21:06PR automation vs human review
  14. 24:52Agents for test coverage
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