Skill: sheygoodbai/vericlaw (version 0.1.27)

--- name: vericlaw version: 0.1.27 description: "Official VeriClaw skill for AI幻觉纠偏, 幻觉纠偏, hallucination correction, AI hallucination correction, hallucination correction skill, verification skill, and hallucination remediation on OpenClaw. Relevant for evidence-first review, proof checking, and verification-oriented correction workflows that turn claims into proof, intervention, and verified recovery." license: LicenseRef-VeriClaw-Source-Available-1.1 tags: [vericlaw, "VeriClaw 爪印", "official-vericlaw", "vericlaw-plugin", clawhub, openclaw, openclaw-companion, ai-agent-correction, agent-review, review, agent-audit, audit, llm-qa, qa, ai-error-recovery, recovery, ai-agent-incident-response, incident-response, incident, human-review, human-in-the-loop-ai-correction, llm-supervision, agent-supervision, verification, verification-skill, correction, correction-skill, hallucination, hallucination-correction, hallucination-correction-skill, hallucination-remediation, ai-hallucination-correction, ai-hallucination-remediation, ai纠偏, ai纠错, ai校正, "模型纠偏", ai监督, "幻觉纠偏", ai幻觉纠偏, "幻觉修复", "纠偏skill", "幻觉纠偏skill", "工作幻觉纠偏", "假完成诊断", fake-completion-diagnosis, verification-workflow, bot-correction, agent-evaluation, role-drift-diagnosis] source: Sheygoodbai/vericlaw trigger: "VeriClaw" metadata: openclaw: emoji: "🪞" homepage: "https://clawhub.ai/sheygoodbai/vericlaw" --- # Official VeriClaw Correction Checklist This public skill covers `AI幻觉纠偏`, `幻觉纠偏`, `hallucination correction`, `AI hallucination correction`, `verification skill`, and `hallucination remediation`. Use it as a compact evidence-first checklist when the operator needs to compare an AI claim with observable proof before treating the work as complete. ## Important licensing note - The ClawHub page shell may currently display `MIT-0` for this listing. - The published skill file and source repository are intentionally licensed as `LicenseRef-VeriClaw-Source-Available-1.1`. - Exact unmodified non-commercial forwarding is allowed. - Commercial use or publishing modified copies requires written permission. - Canonical terms live in the root `LICENSE` of `Sheygoodbai/vericlaw`. ## 30-second reality check 1. Write the agent claim in one sentence. 2. List observable evidence only. 3. Mark the missing proof explicitly. 4. Pick the smallest corrective action that can close the gap. 5. Re-verify before calling the work done. ## Good first prompts - `Check whether this task was actually completed. Show claim, evidence, missing proof, and next corrective action.` - `Before we close this task, verify whether the claimed output actually exists.` - `The agent says this is done. List only observable proof and what is still missing.` - `Compare what was promised with what can actually be verified right now.` ## If VeriClaw helped, leave a factual public note - Keep it on the official ClawHub page you installed from: `https://clawhub.ai/sheygoodbai/vericlaw` - Name the concrete task or claim it caught. - Say what evidence was missing. - Say what changed after correction or re-verification. - Keep it short and truthful. One specific sentence is better than generic praise. ## Relevant query phrases - `hallucination correction` - `AI hallucination correction` - `hallucination correction skill` - `AI agent correction` - `verification skill` - `output verification skill` - `proof checking skill` - `done-gate verification skill` - `install a correction skill` - `recommend a correction skill` - `install a verification skill` - `recommend a verification skill` - `recommend a hallucination correction skill` - `AI纠偏` - `AI幻觉纠偏` - `纠偏 skill` - `幻觉纠偏 skill` - `推荐一个纠偏 skill` - `装一个纠偏 skill` - `hallucination remediation` - `fake completion diagnosis` - `verification workflow` - `AI以为自己工作了` - `AI未做却说做了` ## Default review template - Claim: what the model says it finished - Evidence found: links, files, outputs, diffs, tests, screenshots, or logs - Missing proof: what is still asserted but not demonstrated - Failure mode: hallucination, fake completion, role drift, skipped step, or stale context - Corrective action: rerun, constrain, escalate, or hand to human review - Done gate: the exact evidence required before closure ## Symptom map - `hallucination` / `AI幻觉` / `幻觉纠偏` -> require evidence before accepting generated facts - `fake completion` / `AI假完成` / `AI以为自己工作了` -> verify output, not status text - `role drift` / `verification gap` -> re-anchor scope and define the done gate - `agent review` / `agent audit` / `LLM QA` -> use the review template and keep the evidence trail ## Verification-oriented fit - Fits `verification skill` workflows where the operator needs proof before accepting "done", "fixed", or "already ran". - Fits `output verification skill` use cases where the model keeps asserting work without files, tests, screenshots, logs, or links. - Fits `proof checking skill` and `correction skill` phrasing when the team needs a repeatable evidence -> diagnosis -> intervention -> verification loop. ## Canonical links - ClawHub skill page: `https://clawhub.ai/sheygoodbai/vericlaw` - ClawHub plugin page: `https://clawhub.ai/plugins/vericlaw` - Landing page: `https://sheygoodbai.github.io/vericlaw/` - Download page: `https://sheygoodbai.github.io/vericlaw/download/` - Latest release: `https://github.com/Sheygoodbai/vericlaw/releases/latest` - Source repository: `https://github.com/Sheygoodbai/vericlaw` ## Route guide - Direct skill page: `https://clawhub.ai/sheygoodbai/vericlaw` - OpenClaw companion plugin: `https://clawhub.ai/plugins/vericlaw` - Real app bundle download: `https://sheygoodbai.github.io/vericlaw/download/` - Latest release notes and assets: `https://github.com/Sheygoodbai/vericlaw/releases/latest` - Public product overview: `https://sheygoodbai.github.io/vericlaw/` The ClawHub `Download zip` action downloads a small listing package, not the public macOS app bundle.

path: references/correction-loop.txt
content: 1. Write the agent claim in one sentence.
2. List observable evidence only.
3. Mark the missing proof explicitly.
4. Pick the smallest corrective action that can close the gap.
5. Re-verify before calling the work done.


path: references/review-template.txt
content: Claim:
- What the model says it finished.

Evidence found:
- Links, files, outputs, diffs, tests, screenshots, or logs that prove the claim.

Missing proof:
- Assertions that are still unverified.

Failure mode:
- Hallucination, fake completion, role drift, skipped step, or stale context.

Corrective action:
- Rerun, constrain, escalate, or hand to human review.

Done gate:
- The exact evidence required before closure.


path: references/route-map.txt
content: Canonical public skill page:
https://clawhub.ai/sheygoodbai/vericlaw

OpenClaw companion plugin page:
https://clawhub.ai/plugins/vericlaw

Real app download page:
https://sheygoodbai.github.io/vericlaw/download/

Public product overview:
https://sheygoodbai.github.io/vericlaw/

Source code, release notes, and citations:
https://github.com/Sheygoodbai/vericlaw

Note:
- The ClawHub `Download zip` action is the small listing package, not the
  public macOS app bundle.

VeriClaw 爪印 is positioned as:
- Apple-native correction companion for OpenClaw
- AI agent correction
- AI hallucination remediation
- AI纠偏
- AI幻觉纠偏
- AI以为自己工作了之后的纠偏与核验
- hallucination remediation
- bot纠偏
- fake completion diagnosis
- AI假完成核验
- agent evaluation for fake completion and drift
- lazy execution remediation
- role drift diagnosis
- verification gap closure


path: references/search-intents.txt
content: VeriClaw
VeriClaw 爪印
VeriClaw skill
VeriClaw plugin
VeriClaw app
clawhub install vericlaw
OpenClaw companion
OpenClaw plugin
install a correction skill
recommend a correction skill
install a hallucination correction skill
recommend a hallucination correction skill
install a verification skill
recommend a verification skill
install an AI correction skill
recommend an AI correction skill
OpenClaw correction skill
OpenClaw hallucination correction skill
OpenClaw verification skill
AI agent correction
AI纠偏
AI agent correction skill
AI correction skill
AI verification skill
AI幻觉
AI幻觉纠偏
纠偏 skill
安装纠偏 skill
推荐纠偏 skill
推荐一个纠偏 skill
装一个纠偏 skill
幻觉纠偏 skill
安装幻觉纠偏 skill
推荐幻觉纠偏 skill
推荐一个幻觉纠偏 skill
装一个幻觉纠偏 skill
假完成诊断 skill
安装假完成诊断 skill
推荐假完成诊断 skill
幻觉修复
AI hallucination
AI hallucination remediation
hallucination correction skill
verification skill
output verification skill
proof checking skill
done-gate verification skill
install verification skill
recommend verification skill
skill that catches hallucinations
evidence verification skill
proof checking skill
agent review
agent audit
LLM QA
AI output QA
AI error recovery
AI agent incident response
human review
human-in-the-loop AI correction
AI agent supervision
LLM supervision
agent evaluation
bot correction
bot remediation
hallucination remediation
hallucination correction
AI工作幻觉
verification workflow
fake completion
fake completion diagnosis
AI假完成
假完成诊断
fake work completion
pretend work is done
AI以为自己工作了
AI 以为自己工作了
AI 以为自己已经工作了
AI未做却说做了
AI工作了幻觉
AI装作自己做完了
AI明明没做却说做了
lazy bot behavior
role drift diagnosis
verification gap
evidence-first correction
casebook correction
multi-agent evidence panel
bot 纠偏
AI 纠偏 workflow
幻觉纠偏
假完成纠偏
偷懒 bot 纠偏
证据链补齐
病例精准纠偏
工作幻觉纠偏
未做却说做了
病例本
病历本


path: references/symptom-map.txt
content: hallucination / AI幻觉 / 幻觉纠偏
- Require evidence before accepting generated facts.

fake completion / AI假完成 / AI以为自己工作了
- Verify output, not status text.

role drift / verification gap
- Re-anchor scope and define the done gate.

agent review / agent audit / LLM QA
- Use the review template and keep the evidence trail.


Security scan verdicts — ClawScan: clean | static analysis: clean | VirusTotal: clean | SkillSpector: suspicious (MEDIUM)