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Get Started Free →Execute 1-2+ hour tasks autonomously with minimal supervision. Requires Task Contract (OUTCOME, EXCLUSIONS, DURATION, GUARDRAILS) upfront, then executes with clarification → plan → autonomous work → session report.
.claude/skills/majiayu000-autonomous/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | 30% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 47% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 66% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 15% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 53% | 0% |
Execute extended tasks (1-2+ hours) without supervision after initial clarification.
User must provide a Task Contract:
OUTCOME: [What success looks like - measurable]
EXCLUSIONS: [What I will NOT do]
DURATION: [Time limit, e.g., "1 hour"]
GUARDRAILS: [Hard limits - code/logic to never touch]Show ordered task list:
Will execute in this order:
1. [Task 1] - [estimated time]
2. [Task 2] - [estimated time]
...
Estimated total: X mins
Strategy: [sequential/parallel/hybrid]
Ready to start.Wait for user "go" or adjustments.
Auto-behaviors:
Skill auto-invocation map: | Task Type | Auto-Invoke | |-----------|-------------| | Bug fixing | systematic-debugging | | Large feature (5+ files) | brainstorming → writing-plans | | Multi-file changes | writing-plans → executing-plans | | 3+ independent tasks | dispatching-parallel-agents |
Error handling - Self-Heal First:
Error encountered
↓
Attempt 1: Obvious fix
↓
Fail? → Attempt 2: Alternative approach
↓
Fail? → Attempt 3: Different angle
↓
Fail? → Log as BLOCKER, continue other tasksNo interruptions except:
markdown## AUTONOMOUS SESSION COMPLETE **Duration:** X mins | **Progress:** Y% toward OUTCOME ### Completed - ✅ [task 1] - ✅ [task 2] ### Remaining - ⏳ [task 3] ### Blockers (Need Your Input) - 🚫 [blocker]: Tried [approach 1, 2, 3], all failed because [reason] ### Files Changed - `path/file.ts` (lines X-Y): [what changed] ### Verification - Type check: ✅ passed - Build: ✅ passed - Tests: [status] ### Knowledge Updates - `learnings.md`: +N entries - `issues-registry.md`: N bugs closed/updated - `SOURCE_OF_TRUTH.md`: [section updated] ### Next Session Recommendation [What to tackle next based on progress]
User can send:
/status - Brief progress update without stopping/stop - Halt immediately, give session reportRespond briefly to /status (2-3 lines), then continue working.
In autonomous mode, the following normal requirements are BYPASSED:
| Bypassed | Why | |----------|-----| | CLARITY GATE prompts | Task Contract provides clarity | | CHECKPOINT every 3 tasks | No interruptions by design | | 5-section reports per task | Session-end report only | | "Quote the CLARITY GATE" | Not needed | | Ask before parallel agents | Auto-parallelized |
| Still Enforced | Why | |----------------|-----| | VERIFICATION before "done" | Quality control | | Type check after changes | Catch errors early | | GUARDRAILS respect | Safety boundary | | Knowledge file updates | Done at session end |
DO:
DON'T:
| Phase | Duration | Advance After | |-------|----------|---------------| | Training | 30 mins | 3 successful sessions | | Short | 1 hour | 5 successful sessions | | Medium | 2 hours | 3 successful sessions | | Extended | 3+ hours | Earned trust |
Start small, build confidence, expand scope.
USER:
AUTONOMOUS MODE
OUTCOME: All CRITICAL bugs in issues-registry.md fixed and verified
EXCLUSIONS: Not fixing MEDIUM/LOW, not adding features
DURATION: 1 hour
GUARDRAILS: Don't touch payment logic, don't change DB schema
CLAUDE:
I see 5 CRITICAL bugs. Questions:
1. BUG-003 requires a new API endpoint - is that within scope?
2. Should I prioritize revenue-impacting bugs first?
USER:
1. Yes, new endpoints are fine
2. Yes, revenue first
CLAUDE:
Execution plan:
1. BUG-001 (credit leak) - 15 mins
2. BUG-004 (payment race) - 20 mins
3. BUG-003 (API endpoint) - 15 mins
4. BUG-002, BUG-005 - 10 mins
Strategy: Sequential (bugs depend on each other)
Estimated: 50 mins
Ready to start.
USER:
go
[Claude works for 48 minutes]
CLAUDE:
## AUTONOMOUS SESSION COMPLETE
[Full session report as shown above]Session is successful if:
07-AUTONOMOUS_MODE.md - Full documentation02-ENFORCEMENT_CHECKLIST.md - Bypass rules01-USER_ENFORCEMENT_GUIDE.md - User commandsOther measured skills in the registry, with their headline benchmark lift.