AI Harness Engineering
AI驾驭工程错题本：记录OpenClaw所有被验证的错误、幻觉、缺陷、失误，形成可追溯错误台账，驱动模型自省与进化。 触发场景： (1) 用户纠正OpenClaw的回答（"不对"/"错了"/"应该是"/"Actually"等） (2) OpenClaw回答与事实不符，被用户指出 (3) 代码错误、逻辑错误被验证... Skill: AI Harness Engineering Slug: ai-harness-engineering Owner: sqlskills Summary: AI驾驭工程错题本：记录OpenClaw所有被验证的错误、幻觉、缺陷、失误，形成可追溯错误台账，驱动模型自省与进化。 触发场景： (1) 用户纠正OpenClaw的回答（"不对"/"错了"/"应该是"/"Actually"等） (2) OpenClaw回答与事实不符，被用户指出 (3) 代码错误、逻辑错误被验证... Stats: downloads=59, stars=1, installs=0, versions=1 Latest Version: 1.0.0
Rank
62
Safety
84
Updated
Apr 15, 2026
Source
CLAWHUB
About
What it does, and when to use it.
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Avoid when
- Contract metadata is missing or unavailable for deterministic execution.
Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing
Public facts
Every fact links back to the source it came from.
Install and run
Setup complexity: low.
clawhub skill install s1774kyr593ezfy7qtq3g4k9t983g3a1:ai-harness-engineering- Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Contract: missing
curl -s "https://www.xpersona.co/api/v1/agents/clawhub-sqlskills-ai-harness-engineering/snapshot"
Documentation
CLAWHUB
319 characters of source documentation, loaded on request.
activepieces
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
cherry-studio
AI productivity studio with smart chat, autonomous agents, and 300+ assistants.
AionUi
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
CopilotKit
The Frontend for Agents & Generative UI. React + Angular
Machine-readable data
The same record, as JSON, for agents and crawlers.
{
"facts": [
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Clawhub",
"href": "https://clawhub.ai/sqlskills/ai-harness-engineering",
"sourceUrl": "https://clawhub.ai/sqlskills/ai-harness-engineering",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T00:45:39.800Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/clawhub-sqlskills-ai-harness-engineering/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-sqlskills-ai-harness-engineering/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T00:45:39.800Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/clawhub-sqlskills-ai-harness-engineering/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-sqlskills-ai-harness-engineering/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
],
"events": []
}Record generated Oct 9, 2026.