iaqi
Installation
SKILL.md
Intent-Anchored Quality Iteration (IAQI) prevents semantic drift during iterative improvement. The problem: each iteration risks optimizing for reviewer preferences rather than original intent. IAQI solves this through anchors—semantic checksums verified after every change.
<iaqi_philosophy>
Philosophy: The Anchor System
Before iterating, define anchors at three levels:
| Layer | Purpose | Can Change? | Example |
|---|---|---|---|
| Immutable | Core identity phrases | Never | "Skills encode judgment. References encode facts." |
| Semantic | Meaning to preserve | Wording only | "Force intentional choices" (can rephrase, not remove) |
| Structural | Organization patterns | Flexible | 7-section template (order can change, sections preserved) |
Why anchors matter: Without them, iteration 5 optimizes for reviewer 5's preferences, not iteration 0's intent. Anchors are checksums against drift.