rpi
'Full RPI lifecycle orchestrator. Delegates to /discovery, /crank, /validation phase skills. One command, full lifecycle with complexity classification, --from routing, and optional loop. Triggers: "rpi", "full lifecycle", "research plan implement", "end to end".'
npx skills add boshu2/agentops --skill rpiBefore / After 效果对比
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name: rpi description: 'Full RPI lifecycle orchestrator. Delegates to /discovery, /crank, /validation phase skills. One command, full lifecycle with complexity classification, --from routing, and optional loop. Triggers: "rpi", "full lifecycle", "research plan implement", "end to end".' skill_api_version: 1 user-invocable: true metadata: tier: meta dependencies: - discovery # phase 1 orchestrator - crank # phase 2 orchestrator - validation # phase 3 orchestrator - ratchet # checkpoint tracking internal: false
/rpi — Full RPI Lifecycle Orchestrator
Quick Ref: One command, full lifecycle.
/discovery→/crank→/validation. Thin wrapper that delegates to phase orchestrators.
YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.
THREE-PHASE RULE + FULLY AUTONOMOUS. Read references/autonomous-execution.md — it defines the mandatory 3-phase lifecycle, autonomous execution rules, anti-patterns, and phase completion logging. Unless --interactive is set, RPI runs hands-free. Do NOT stop after Phase 2. Do NOT ask the user anything between phases.
Quick Start
/rpi "add user authentication" # full lifecycle
/rpi --interactive "add user authentication" # human gates in discovery only
/rpi --from=discovery "add auth" # resume discovery
/rpi --from=implementation ag-23k # skip to crank with existing epic
/rpi --from=validation # run validation only
/rpi --loop --max-cycles=3 "add auth" # iterate-on-fail loop
/rpi --deep "refactor payment module" # force full council ceremony
/rpi --fast-path "fix typo in readme" # force lightweight ceremony
/rpi --no-test-first "add auth" # opt out of strict-quality
Architecture
/rpi <goal | epic-id> [--from=<phase>] [--interactive] [--deep|--fast-path]
│
├── Step 0: Setup + complexity classification
│
├── Phase 1: /discovery <goal>
│ └── brainstorm → ao search → research → plan → pre-mortem (gate)
│ └── Outputs: epic-id, execution-packet.json
│
├── Phase 2: /crank <epic-id>
│ └── wave-based implementation + validation + rework
│ └── Gate: DONE → proceed, BLOCKED/PARTIAL → retry (max 3)
│
└── Phase 3: /validation <epic-id>
└── vibe → post-mortem → retro → forge
└── Gate: PASS/WARN → finish, FAIL → re-crank (max 3)
Phase orchestrators own all sub-skill sequencing, retry gates, and phase budgets.
/rpi owns only: setup, complexity classification, phase routing, implementation gate, validation-fail-to-crank loop, and final report.
Execution Steps
Step 0: Setup + Classify
mkdir -p .agents/rpi
Determine starting phase:
- default:
discovery --from=implementation(aliases:crank) → skip to Phase 2--from=validation(aliases:vibe,post-mortem) → skip to Phase 3- aliases
research,plan,pre-mortem,brainstormmap todiscovery - If input looks like an epic ID (
ag-*) and--fromis not set, start at implementation.
Classify complexity:
| Level | Criteria | Behavior |
|-------|----------|----------|
| fast | Goal <=30 chars, no complex/scope keywords | Discovery → crank only. Skip validation. |
| standard | Goal 31-120 chars, or 1 scope keyword | Full 3-phase. Gates use --quick. |
| full | Complex-operation keyword, 2+ scope keywords, or >120 chars | Full 3-phase. Gates use full council. |
Complex-operation keywords: refactor, migrate, migration, rewrite, redesign, rearchitect, overhaul, restructure, reorganize, decouple, deprecate, split, extract module, port
Scope keywords: all, entire, across, everywhere, every file, every module, system-wide, global, throughout, codebase
Overrides: --deep forces full. --fast-path forces fast.
Log:
RPI mode: rpi-phased (complexity: <level>)
Initialize state:
rpi_state = {
goal: "<goal string>",
epic_id: null,
phase: "<discovery|implementation|validation>",
complexity: "<fast|standard|full>",
test_first: <true by default; false only when --no-test-first>,
cycle: 1,
max_cycles: <3 when --loop; overridden by --max-cycles>,
verdicts: {}
}
Phase 1: Discovery
Delegate to /discovery:
Skill(skill="discovery", args="<goal> [--interactive] --complexity=<level>")
After /discovery completes:
- Check completion marker:
<promise>DONE</promise>or<promise>BLOCKED</promise> - If BLOCKED: stop. Discovery handles its own retries (max 3 pre-mortem attempts). Manual intervention needed.
- If DONE: extract epic-id from
.agents/rpi/execution-packet.json - Store
rpi_state.epic_idandrpi_state.verdicts.pre_mortem - Log:
PHASE 1 COMPLETE ✓ (discovery) — proceeding to Phase 2
Phase 2: Implementation
Requires rpi_state.epic_id.
Skill(skill="crank", args="<epic-id> [--test-first] [--no-test-first]")
Implementation gate (max 3 attempts):
<promise>DONE</promise>: proceed to validation<promise>BLOCKED</promise>: retry with block context (max 2 retries)- Re-invoke
/crankwith epic-id + block reason - If still BLOCKED after 3 total: stop, manual intervention needed
- Re-invoke
<promise>PARTIAL</promise>: retry remaining (max 2 retries)- Re-invoke
/crankwith epic-id (picks up unclosed issues) - If still PARTIAL after 3 total: stop, manual intervention needed
- Re-invoke
Record:
ao ratchet record implement 2>/dev/null || true
Log: PHASE 2 COMPLETE ✓ (implementation) — proceeding to Phase 3
DO NOT STOP HERE. Do not ask the user to commit. Do not summarize and wait. Proceed IMMEDIATELY to Phase 3. Implementation without validation is incomplete work — the flywheel does not turn, learnings are not captured, and quality is unverified.
Phase 3: Validation
Skip if: complexity == fast (fast-path runs discovery + crank only).
MANDATORY for standard and full complexity. This is not optional. /validation is the Phase 3 orchestrator — it wraps /vibe + /post-mortem + /retro + /forge. Do NOT call /vibe directly from /rpi — call /validation which handles the full sequence.
Skill(skill="validation", args="<epic-id> --complexity=<level>")
Validation-to-crank loop (max 3 total attempts):
<promise>DONE</promise>: finish RPI<promise>FAIL</promise>: vibe found defects- Extract findings from validation output
- Re-invoke
/crankwith epic-id + findings context (preserve--test-first/--no-test-firstfrom original invocation) - Re-invoke
/validation - If still FAIL after 3 total: stop, manual intervention needed
Record:
ao ratchet record vibe 2>/dev/null || true
Log: PHASE 3 COMPLETE ✓ (validation) — RPI DONE
Step Final: Report + Loop
Report: Summarize all phase verdicts and epic status.
Optional loop (--loop): If validation verdict is FAIL and cycle < max_cycles:
- Extract 3 concrete fixes from the post-mortem report
- Increment
rpi_state.cycle - Re-invoke
/rpifrom discovery with a tightened goal - PASS/WARN stops the loop
Optional spawn-next (--spawn-next): After PASS/WARN finish:
- Read
.agents/rpi/next-work.jsonlfor harvested follow-up items - Report with suggested next
/rpicommand - Do NOT auto-invoke
Read references/report-template.md for full output format.
Read references/error-handling.md for failure semantics.
Flags
| Flag | Default | Description |
|------|---------|-------------|
| --from=<phase> | discovery | Start from discovery, implementation, or validation |
| --interactive | off | Human gates in discovery |
| --auto | on | Fully autonomous (no human gates). Inverse of --interactive. Passed through to /discovery and /plan. |
| --loop | off | Post-mortem FAIL triggers new cycle |
| --max-cycles=<n> | 3 | Max cycles when --loop enabled (default 3) |
| --spawn-next | off | Surface follow-up work after completion |
| --test-first | on | Strict-quality (passed to /crank) |
| --no-test-first | off | Opt out of strict-quality |
| --fast-path | auto | Force fast complexity |
| --deep | auto | Force full complexity |
| --dry-run | off | Report without mutating queue |
| --no-budget | off | Disable phase time budgets (passed to phase skills) |
Phase Data Contracts
All transitions use filesystem artifacts (no in-memory coupling). The execution packet (.agents/rpi/execution-packet.json) carries contract_surfaces (repo execution profile), done_criteria, and queue claim/finalize metadata between phases. Sub-skills include /plan, /vibe, /post-mortem, and /pre-mortem. For detailed contract schemas, read references/phase-data-contracts.md.
Complexity-Scaled Council Gates
Phase 3: Pre-mortem
complexity == "low": inline review, no spawning (--quick) | complexity == "medium": inline fast default (--quick) | complexity == "high": full council, 2-judge minimum. Retry gate: max 3 total attempts.
Phase 5: Final Vibe
complexity == "low": inline review, no spawning (--quick) | complexity == "medium": inline fast default (--quick) | complexity == "high": full council, 2-judge minimum. Retry gate: max 3 total attempts.
Phase 6: Post-mortem
complexity == "low": inline review, no spawning (--quick) | complexity == "medium": inline fast default (--quick) | complexity == "high": full council, 2-judge minimum. Retry gate: max 3 total attempts.
Examples
User says: /rpi "add user authentication" — Full lifecycle: discovery → crank → validation. See references/examples.md.
Troubleshooting
| Problem | Solution |
|---------|----------|
| Discovery blocks | Narrow goal scope or use --interactive |
| Implementation loops | Check bd children <epic> for blockers |
| Validation FAIL exhausted | Fix findings, re-run --from=validation |
See also: discovery, crank, validation. Read references/troubleshooting.md for more.
Reference Documents
- references/complexity-scaling.md
- references/context-windowing.md
- references/gate-retry-logic.md
- references/gate4-loop-and-spawn.md
- references/phase-budgets.md
- references/phase-data-contracts.md
- references/report-template.md
- references/error-handling.md
- references/examples.md
- references/autonomous-execution.md
- references/troubleshooting.md
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