Individual skill
ql-intent-check
Intent-drift audit for quantum-loop. Compares the user's original intent (immutable snapshot) against downstream artifacts (design.md → PRD → quantum.json ACs → implementation) to detect semantic divergence. Flags drift with file:line evidence. Use before merge or when specs feel "rewritten."
skills/ql-intent-check/SKILL.md
Source commit bed463b5db7ec57e30f3c3a47ca1025f95cfe453
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- Matches the observed repository HEAD
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- Scanner rules are current
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- Observed behavior
- Network or broad shell
- Last checked
- Nov 5, 2026
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Repository context
- Repository stars (not skill ratings)
- 24
- Repository last updated
- Jun 25, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skills Repository topic
- agentskills Repository topic
- claude-code Repository topic
- claude-code-plugin Repository topic
- skillsmp Repository topic
- claude-code-skill Repository topic
- design Derived category
- security Derived category
Files and excerpt
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# ql-intent-check — intent-drift audit
## Purpose
Long pipelines (brainstorm → spec → plan → execute → review) paraphrase. Each stage re-reads an upstream artifact and rewrites it in its own format. Over 5 stages and 20+ agent invocations, the user's original intent can drift significantly — ACs silently reinterpreted, non-goals forgotten, constraints softened.
Academic backing:
- **Semantic Consensus Framework (SCF, arXiv:2604.16339)**: formally names "Semantic Intent Divergence" as the root cause of multi-agent SWE failures. Prescribes per-agent Semantic Intent Graph + Drift Monitor.
- **Agent Drift (arXiv:2601.04170)**: introduces Agent Stability Index (ASI) and shows all models drift under pressure.
- **Goal Drift in LM Agents (arXiv:2505.02709)**: Claude 3.5 Sonnet holds goals for 100K tokens but drifts under competing objectives.
`ql-intent-check` operationalizes a lean version of SCF's Drift Monitor for quantum-loop's pipeline.
## Immutable intent snapshot