auto-metrics

When to Use

Only on explicit request (!score, !metrics, !close). NOT automatic after every task.

Migration: !metrics here = self-scoring — use !metricas for before/after deltas.

PRE-FLIGHT (HARD GATE)

If .learnings/bias-calibration.json exists with samples >= 2: check bitácora for [audit] {today}. None → FAIL — run !audit first. Never score without audit if biases exist.

CORRECTION (if audit available)

1. Subtract each dim's avg offset from self-score BEFORE thresholds 2. Log Bias corrected: {dim}={offset} 3. Thresholds (<7→immune, ≥9→mem_save) 4. Append today's self/audit pair

7 Dimensions (1-10)

Dim	1-3	4-6	7-9	10
Correctness	Wrong	Partial/buggy	Minor gap	0 rework
Tokens	Verbose	Some bloat	Lean	Minimal
ErrPrev	Repeated	Partial fix	No repeat	+Immune pattern
Skill	Wrong	None loaded	Correct	+anti-pattern
Speed	>5 wasted	Back-forth	Efficient	0 redundant
Breadth	1 dim	2-3 dims	All relevant	+unexpected
SkillEval	No baseline	<10% delta	>=10%	>=20% +mem_save

ACTION

≥8 Maintain · 6-7.9 Light review · 4-5.9 Improve+immune+dream · <4 Full stop+root cause

STORAGE

mem_save(type="learning", title="auto-score:{task}", content="Correctness:X|Tokens:X|...|Avg:X.X|Pattern:{what}")

TREND (every 10 or session end)

mem_search(query="auto-score:", limit=20) → per-dim means, prev(5) vs recent(5). Drop >0.5 → immune-system. Avg<6 → gap analysis.

docs/skills/auto-metrics/reference.md

Anti-Rationalization

Rationalization	Red Flag	Verification
"score sin audit cuando hay bias"	bias-calibration.json samples≥2 sin [audit]	PRE-FLIGHT: [audit] hoy o FAIL→!audit primero
"ignorar bias calibration"	offset no restado antes de thresholds	CORRECTION: restar offset por dim + log bias
"auto-score sin verificación externa"	self-score sin contraste auditor	gaps>1.5→immune/full-stop per external-auditor

Red Flags

• Doing work without checking output format → STOP, re-read skill
• Second occurrence of same rationalization → force RED zone

Verification

• Output matches skill ## Output contract + file:line citaton
• cross-ref-check.ps1 → SKILL.md OK

Refs

Cross-Refs: performance-tracker | metricas | quality-gate | security-scanner | external-auditor | immune-system