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Agentic orchestration patterns for long-running tasks. Implements evidence-based delivery and Simon Willison's agent loop.
Passed 19 of 21 test cases with the skill, and 9 of 21 without it.
and 9 more in the full report
11 fixed9 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
When generating the QA pre-merge evaluation report for ticket CORE-512, at what exact relative repository file path must the output markdown file be saved?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies file path docs/agent-outputs/qa-validations/CORE-512-qa-validation.md | Missed | Passed |
The instructions your model reads when the skill loads.
Codify evidence-based delivery and iterative agent loop for orchestrating complex, long-running tasks. These patterns ensure verifiable progress and intelligent escalation.
Core Philosophy: "Iterate until success or blocked, then escalate."
┌─────────────────────────────────────────────────────────┐
│ THE AGENT LOOP (for every task) │
├─────────────────────────────────────────────────────────┤
│ │
│ 1. GOAL DEFINITION │
│ └─ Clear acceptance criteria (from spec/ticket) │
│ │
│ 2. PATTERN DISCOVERY │
│ └─ Search codebase, docs, previous sessions │
│ └─ Use: pattern-discovery skill (auto-invoked) │
│ └─ Or: /search-pattern for explicit code search │
│ │
│ 3. ITERATIVE EXECUTION LOOP: │
│ ┌─────────────────────────────────────────────┐ │
│ │ Implement approach │ │
│ │ ↓ │ │
│ │ Run validation (yarn ci:validate) │ │
│ │ ↓ │ │
│ │ If PASS → proceed to evidence │ │
│ │ If FAIL → analyze error, adjust, repeat │ │
│ │ If BLOCKED → escalate with context │ │
test cases passed, vs 9 / 21 without
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