Retro Learn Skill
[!IMPORTANT]
Convert delivery findings into skill, eval, workflow, and documentation improvements.
Optional args: slug=, ticket=<id/url>, mode=interactive|autonomous|channel, channel=, auto_continue=true|false, profile=business|hybrid|technical.
Instructions
When the user asks to perform this workflow, execute the following steps:
Retro Learn Workflow
Goal: Turn defects, missed expectations, and delivery friction into durable standards improvements.
Steps
- Gather evidence:
- Review findings
- Bugs found during verification
- Security findings
- User corrections
- Failed or slow checks
- Token or context pain
session-report artifacts
- Classify:
- Skill rule gap
- Eval coverage gap
- Workflow gap
- Documentation gap
- Tooling gap
- Specialist gap
- Environment-only issue
- Decide action:
- Existing skill should prevent it: update
SKILL.md and evals/evals.json.
- No skill covers it: propose a new skill.
- Workflow caused drift: update
.agents/workflows.
- Specialist caused drift: add budget, fallback, or output-format rule.
- Tooling can catch it: add or update an audit script.
- Verify learning:
- Run changed skill validation.
- Run eval alignment.
- Record remaining follow-ups.
Runtime Contract
- Use after delivery findings, corrections, or friction need converting into durable standards improvements.
- Required inputs: review findings, verification results, or session-report artifacts to classify.
- Return BLOCKED only when no evidence exists to classify.
Handoff Payload
slug, root causes, skill/eval updates, follow-ups, next workflow.
Blocking Questions
- Ask max 3 at a time with a recommended default and 2-3 options.
Output Template
# Retro: [Name]
## Evidence
## Root Causes
| Finding | Category | Action |
| --- | --- | --- |
| [finding] | [category] | [action] |
## Skill Or Eval Updates
## Outcome Report
feature_status: implemented
requirement_trace: BRD-OBJ-* -> REQ-* -> AC-* -> SRS-* -> evidence
completed_evidence: []; missing_evidence: []; decision_needed: []; recommended_next_workflow: none
## Next Workflow
## Follow-Ups
## Cost Report
Call `get_session_cost(workflow="retro-learn")` before final handoff.
1---2name: retro-learn3description: Convert delivery findings into skill, eval, workflow, and documentation improvements.4---5# Retro Learn Skill67> [!IMPORTANT]8> Convert delivery findings into skill, eval, workflow, and documentation improvements.910Optional args: slug=<feature>, ticket=<id/url>, mode=interactive|autonomous|channel, channel=<id>, auto_continue=true|false, profile=business|hybrid|technical.1112## Instructions1314When the user asks to perform this workflow, execute the following steps:151617# Retro Learn Workflow1819Goal: Turn defects, missed expectations, and delivery friction into durable standards improvements.2021## Steps22231. Gather evidence:24 - Review findings25 - Bugs found during verification26 - Security findings27 - User corrections28 - Failed or slow checks29 - Token or context pain30 - `session-report` artifacts312. Classify:32 - Skill rule gap33 - Eval coverage gap34 - Workflow gap35 - Documentation gap36 - Tooling gap37 - Specialist gap38 - Environment-only issue393. Decide action:40 - Existing skill should prevent it: update `SKILL.md` and `evals/evals.json`.41 - No skill covers it: propose a new skill.42 - Workflow caused drift: update `.agents/workflows`.43 - Specialist caused drift: add budget, fallback, or output-format rule.44 - Tooling can catch it: add or update an audit script.454. Verify learning:46 - Run changed skill validation.47 - Run eval alignment.48 - Record remaining follow-ups.4950## Runtime Contract51- Use after delivery findings, corrections, or friction need converting into durable standards improvements.52- Required inputs: review findings, verification results, or session-report artifacts to classify.53- Return BLOCKED only when no evidence exists to classify.54## Handoff Payload55- `slug`, root causes, skill/eval updates, follow-ups, next workflow.56## Blocking Questions57- Ask max 3 at a time with a recommended default and 2-3 options.5859## Output Template6061```md62# Retro: [Name]6364## Evidence6566## Root Causes6768| Finding | Category | Action |69| --- | --- | --- |70| [finding] | [category] | [action] |7172## Skill Or Eval Updates7374## Outcome Report75feature_status: implemented76requirement_trace: BRD-OBJ-* -> REQ-* -> AC-* -> SRS-* -> evidence77completed_evidence: []; missing_evidence: []; decision_needed: []; recommended_next_workflow: none7879## Next Workflow8081## Follow-Ups8283## Cost Report84Call `get_session_cost(workflow="retro-learn")` before final handoff.85```86