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flights_web/.pi/teams/workflows/memory-evolution.workflow.md
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name, description
name description
memory-evolution Compile agent memory and propose guarded improvements to agents, workflows, and Pi shortcuts.

collect-memory

role: memory output: memory-candidates.md

Inspect the user's supplied lesson, recent safe daily logs, agent self-evaluations, run artifacts if present, and current prompt/workflow files for: {goal}

Classify candidates as stable-rule, project-convention, user-preference, workflow-fix, model-weakness, one-off, or hypothesis.

Tool policy: do not call glob or any unavailable abstract discovery tool. Use bash discovery only: rg --files, rg -n, find, sed, nl, and git grep. If a tool returns Tool <name> not found, stop using it immediately; if the same tool error repeats twice, stop the task and report the blocker. Do not repeat failed tool calls or shell commands. If a command exits non-zero with no useful output, do not retry it unchanged; inspect source/tests or change the hypothesis first. If a focused test fails, use the failure location to inspect and fix code/tests; do not repeatedly grep test output for unrelated terms. After two failed verification attempts without a code or test change, stop and report the blocker. Do not continue after five consecutive calls that add no new information. Treat semantically equivalent commands as repeats even when numeric limits or filters change; do not widen sed, head, tail, or git diff | grep ranges step by step.

compile-memory

role: memory dependsOn: collect-memory reads: memory-candidates.md output: compiled-memory.md

Update reviewed project memory under docs/agent-memory/ when the candidate is durable and safe to store. Update index.md and log.md. Do not store secrets or raw transcripts.

propose-prompt-evolution

role: prompt-evolution dependsOn: compile-memory reads: compiled-memory.md output: prompt-evolution-proposal.md

Create or update a proposal under docs/agent-memory/prompt-evolution/. If evidence is strong and scope is narrow, apply the smallest patch to .pi/teams/agents/, .pi/teams/workflows/, .pi/teams/teams/, or .pi/prompts/.

critique

role: critic dependsOn: propose-prompt-evolution reads: prompt-evolution-proposal.md verify: true

Challenge the proposed memory and prompt changes for overfitting, prompt drift, missing evidence, safety issues, and weak validation.

validate

role: reviewer dependsOn: critique verify: true

Run static checks and /team-validate when practical. Report any validation that could not be run.

gitops

role: gitops dependsOn: validate verify: true

If files changed and validation is sufficient, commit them on a feature branch and push.