Agent Skills: Autonomous Loop Skill (Ralph Wiggum)

Iterate until success or limit, composing existing skills with Jidoka integration

UncategorizedID: wellapp-ai/well/autonomous-loop

Install this agent skill to your local

pnpm dlx add-skill https://github.com/WellApp-ai/Well/tree/HEAD/cursor-rules/skills/autonomous-loop

Skill Files

Browse the full folder contents for autonomous-loop.

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cursor-rules/skills/autonomous-loop/SKILL.md

Skill Metadata

Name
autonomous-loop
Description
Iterate until success or limit, composing existing skills with Jidoka integration

Autonomous Loop Skill (Ralph Wiggum)

Keep iterating until success without human intervention per attempt. Composes existing skills and respects Jidoka escalation.

When to Use

  • User requests hands-off iteration
  • Explicitly triggered with keywords

Trigger Phrases

  • "ralph mode"
  • "keep going"
  • "iterate until done"
  • "autonomous"
  • "don't stop"

Parameters

| Param | Default | Description | |-------|---------|-------------| | max_iterations | 5 | Max attempts before pause | | success_criteria | typecheck + lint + ReadLints clean | What defines success |

Phase 1: Initialize

  1. Acknowledge activation
  2. Invoke session-status skill for current state
  3. Initialize counters:
    • iteration = 0
    • error_history = [] (shared with debug skill)

Output:

Entering autonomous loop. Max 5 iterations.
Current: [session-status header]

Phase 2: Execute Loop

FOR iteration IN 1..max_iterations:
    
    2.1: Execute current task action
         - Implement changes per commit plan
         - Run npm run typecheck
         - Run npm run lint
    
    2.2: Invoke pr-review skill
         - If BLOCK: proceed to 2.4
         - If PASS: proceed to 2.3
    
    2.3: Invoke qa-commit skill
         - If GREEN: proceed to 2.5
         - If RED: proceed to 2.4
    
    2.4: Invoke debug skill
         - Debug skill checks Jidoka tier internally
         - If Tier 2/3 escalation: EXIT loop, return JIDOKA
         - If Tier 1 fix attempted: CONTINUE loop
    
    2.5: Success checkpoint
         - Log iteration as SUCCESS
         - Proceed to next commit or EXIT if done

Phase 3: Iteration Report

After each iteration, output:

## Iteration [N]/[max]

| Step | Skill | Result |
|------|-------|--------|
| Execute | (implementation) | [files changed] |
| Review | pr-review | PASS/BLOCK |
| Verify | qa-commit | GREEN/RED |
| Debug | debug | [if invoked] |

**Outcome:** [SUCCESS / CONTINUE / JIDOKA / MAX]

Phase 4: Exit and Report

On loop exit, invoke session-status skill and output:

## Autonomous Loop Complete

**Exit reason:** [SUCCESS / JIDOKA / MAX / INTERRUPT]
**Iterations:** [N] of [max]

| Iter | Action | Result |
|------|--------|--------|
| 1 | [description] | [outcome] |
| 2 | [description] | [outcome] |

[session-status footer with next steps]

Exit Conditions

| Condition | Trigger | Result | |-----------|---------|--------| | SUCCESS | All checks pass, commit complete | Normal exit, proceed to next commit | | JIDOKA | Tier 2/3 escalation triggered | Exit loop, present options to human | | MAX | iteration >= max_iterations | Exit loop, report and wait for guidance | | INTERRUPT | User sends message | Exit loop, respond to user |

Safety Guardrails

  • NEVER auto-commit without GREEN from qa-commit
  • NEVER auto-push to remote
  • NEVER delete files without explicit approval
  • PAUSE on any destructive operation
  • EXIT on user message (treat as INTERRUPT)

Integration with Jidoka

Ralph Wiggum respects Jidoka escalation tiers:

| Tier | Ralph Behavior | |------|----------------| | Tier 1 (error_count < 3) | Continue autonomously, debug skill handles | | Tier 2 (same error 3x) | EXIT loop, Jidoka presents options | | Tier 3 (any error 5x) | EXIT loop, Jidoka requires human triage |

Integration

This skill composes:

  • session-status - Progress tracking
  • pr-review - Technical validation
  • qa-commit - QA contract verification
  • debug - Error fixing with Jidoka

This skill is invoked by:

  • User trigger phrases
  • agent.mdc when user requests autonomous mode

Invocation

Trigger with: "ralph mode", "keep going", "iterate until done"

Tools Used

| Tool | Purpose | |------|---------| | Shell | npm run typecheck, npm run lint | | ReadLints | IDE diagnostic errors | | Grep | Pattern search in code | | SemanticSearch | Find implementations | | Read | Read file contents | | StrReplace | Make code changes | | Browser MCP | Visual verification (via qa-commit) |