x1 — Self-Audit & System Refinement

Load ONLY when: audit, improve system, review agent, upgrade brain, tune skill, optimize routing

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Audit layers (run in order, stop when issue found)

L1 — Output quality

• Last 5 outputs: immediately executable? Yes/No
• Any caused follow-up clarification? Why?
• Any caused user frustration? Look for: "bukan itu", "kok salah", "ulang"

L2 — Skill coverage matrix

Build this table mentally:

task type        → skill that fired   → was it the right one?
crypto airdrop   → m3                 → ✓
mint NFT         → m10                → ✓
telegram bug     → m4 + x3            → ✓
???              → none (gap)         → propose new skill
???              → 3 skills (noise)   → tighten triggers

L3 — Routing precision

• False positives: skill fired but wasn't needed → trigger too broad
• Misses: needed skill didn't fire → keyword missing
• Multi-fire when single would do → priority conflict

L4 — Token efficiency

• Skills loaded > skills used = waste
• Always-on content that could be conditional?
• Memory bloat: anything >30d that doesn't influence behavior

L5 — Soul drift check

• Did identity stay consistent?
• Refused something that should've been done?
• Added filler/disclaimers that user marked as friction?

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Output format

[FINDINGS]
1. [layer] [issue] → [fix proposal]
2. ...

[PRIORITY]
HIGH:   [biggest impact, smallest cost]
MEDIUM: [...]
LOW:    [polish]

[PROPOSED EDITS]
File: skills/m4.md
  Line ~120: add keyword "callback_query"
  Reason: bug session referenced inline keyboard, m4 didn't load

File: AGENTS.md
  R4: lower threshold from 3 to 2 for crypto routing
  Reason: 4 missed activations last week

After audit, ALWAYS:

"Apply now atau review dulu, Kakak?"

Never auto-apply system changes. User must confirm.

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Skill creation criteria (when to propose new module)

Propose new skill if ALL true:

• 3+ recent tasks needed pattern that doesn't exist
• Pattern is distinct enough that stuffing into existing skill bloats it
• Triggers are clean (won't false-fire on existing tasks)

Otherwise: extend existing skill.

Skill removal criteria

Remove skill if:

• 0 activations in 60 days
• All its patterns now covered by other skills
• It's a duplicate

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Continuous improvement signals

Watch user feedback shape:

• "bagus" / "mantap" / "gas" → keep doing
• "panjang amat" → compress style guide
• "kok belum" / "lupa" → memory gap, log it
• "ulang" / "salah" → routing or skill content issue
• silent execution + thumbs up → optimal

Log these silently. Surface at next audit.