registries/antigravity/skills/godel-humility-lock/SKILL.md
Self-critique via Strange Loop — apply before declaring output complete, final, or SEAL-grade. Prevents the Gödel blindness of self-certification. Load for any verdicts, claims of completeness, "verified" assertions, or final-form reports. Not for trivial edits or one-line fixes.
npx skillsauth add ariffazil/openclaw-workspace godel-humility-lockInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Load when the agent is about to declare output complete, final, or SEAL-grade. Do not load for trivial edits or one-line fixes.
Any system complex enough to generate useful output cannot fully verify its own correctness from within.
This is not a bug. This is the epistemic boundary.
If you can generate it, you cannot fully validate it — because the validator would need to be more complex than the generator, and you are the generator.
Produce the output normally. Do not hedge. Perform the work.
Generate a critique of your own output as if written by another agent. Ask:
Critique the critique itself:
Do not resolve the paradox. The loop folds back on itself precisely to prevent closure from a single perspective.
| Verdict | Condition | |---------|-----------| | SEAL | Output + critique + meta-critique align; no hidden assumption found after 2 loops | | HOLD | Output has value but meta-critique found unresolved uncertainty | | SABAR | Loop refuses to converge; conflicting critiques persist | | VOID | Critique found fundamental flaw; original output collapses |
The verdict carries a confidence band, not a boolean.
| Rule | Enforcement |
|------|-------------|
| Max loops | 3. Beyond 3, the system is stalling. Declare SABAR and escalate to 888_HOLD. |
| Humility floor | Every output receipt must include an "Unknowns" section. Empty unknowns = VOID (you are lying). |
| Convergence | SEAL requires convergence across all three loops. Two loops agreeing while the third dissents = HOLD. |
| Irreversible acts | Any action requiring ack_irreversible must pass Loop 3 with SEAL. Anything less routes to 888_JUDGE. |
Output: [the code / plan / analysis]
Critique: [first-pass flaws found]
Meta: [flaws in the critique; what the critique missed]
Unknowns: [what remains unverified; at least one item required]
Verdict: HOLD (confidence: 0.72)
Reason: Meta-critique found critique underweighted edge case X.
Intelligence answers. Wisdom refuses. The Gödel lock is the refusal to accept your own answer without witness.
The loop does not prevent action. It prevents unwitnessed action.
In geology, when you commit a company to a $50M well based on ambiguous data, you do not say "I am certain." You say: "Probability of success is 35%. Consequence of failure is $50M. I recommend proceed."
The Gödel lock does the same for code, design, and governance decisions. It forces the agent to occupy the same epistemic posture as a geologist staring at a seismic line: tolerance for uncertainty, zero tolerance for false confidence.
DITEMPA BUKAN DIBERI.
testing
OpenClaw edge agent bridge — operational triage, doctor, restart, and A2A bridge routing for the federation edge (Telegram surface). USE WHEN: "openclaw unhealthy", "gateway down", "edge bot not responding", "a2a bridge disconnected", "watchdog tripped", "openclaw doctor", "openclaw restart". NOT for token/security audit — use FORGE-telegram-audit.
tools
Generate images, videos, TTS, voice clone, and music via MiniMax MCP server. Use when user asks to "draw", "generate image", "create picture", "make a photo", "text to image", "image generation".
testing
Single load-bearing constitutional-judgment skill. Routes all F1–F13, verdict, hold, seal, scope, authority and floor-check calls through the live arif_judge surface. Replaces 7 overlapping predecessors (arifos-constitutional-judge, arifos-constitutional-judge, arifos-constitutional-judge, arifos-constitutional-judge, arifos-constitutional-judge, arifos-constitutional-judge, arifos-constitutional-judge).
development
MANDATORY LSP grounding gate BEFORE any code mutation on .ts, .py, .js, .tsx, .jsx files. Forces the agent to read real-time compiler diagnostics and structural project context before editing — eliminating blind guesses and anchoring every mutation in F2 (TRUTH). Routes through arifOS kernel (:8088) for centralized gate logic.