---
description: Improve agents, workflows, and prompt shortcuts from memory and observed errors
argument-hint: "<evidence-or-goal>"
---

Use pi-crew with the `flights-web` team and the `memory-evolution` workflow for:

$@

Execution safety:

- Call the Pi Crew `team` tool for this workflow.
- Do not call unavailable abstract tools such as `glob`; use `rg --files`, `rg -n`, `find`, `sed`, `nl`, and `git grep`.
- Never repeat the same failed tool call or shell command more than once.
- If a command exits non-zero with no useful output, do not retry it unchanged; inspect source/tests or change the hypothesis first.
- After two failed verification attempts without new evidence, stop and report the blocker.
- If five consecutive tool calls add no new information, stop and summarize what is known.

Look for repeated manual guidance, observed errors, fixes that worked, and agent self-evaluation findings. Propose memory updates and prompt/workflow/template patches only when evidence is strong enough. Require critic review, validation, and GitOps before accepting changes.