~/talk

Your Agents Need a Save Button

slides:none on file

Argues that adding a save button — durable checkpoints of code state, files, tool calls and artifacts — lets teams freeze agents, drop compute to zero, then replay from any point with changes (model, tool, prompt) and diff outcomes. Shows Kitaru + ZenML runtime doing checkpoint replay and side‑by‑side diffs, runs cohort replays, cites DoorDash cutting what used to take hours to five minutes with 90% fewer hallucinations, and warns one replay is anecdote so checkpoint replay diff decide at scale matters.

AI-written summary · about

  1. 0:00Agents need save button
  2. 1:26Replay and what-if scenarios
  3. 4:55Demo: Kitaru checkpointing
  4. 10:55Scaling replays across cohort
  5. 13:39Naive model swaps pitfalls
  6. 15:23Production replay methodology
  7. 16:25Conclusion
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