Compare models with A/B testing for selection
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See how to installReview the instructions the agent will receive before you install.
Compare models with A/B testing for selection
This skill is derived from 20. Testing & Quality Assurance of the OpenClaw Agent Mastery Index v4.1.
Sub-heading: A/B Testing Frameworks for Model Selection
Complexity: high
| Name | Type | Required | Description |
|---|---|---|---|
model_a | string | Yes | First model |
model_b | string | Yes | Second model |
test_prompts | array | Yes | Test prompts |
{
"status": <string>,
"details": <object>,
"winner": <string>,
"confidence": <number>
}
const result = await openclaw.skill.run('ab-test-framework', {
model_a: "value",
model_b: "value",
test_prompts: 123
});
const result = await openclaw.skill.run('ab-test-framework', {
model_a: "value",
model_b: "value",
test_prompts: []
});
A/B test security per Category 8; prevent test manipulation
| Issue | Cause | Solution |
|---|---|---|
| Permission denied | Insufficient privileges | Check file/directory permissions |
| Invalid input | Malformed parameters | Validate input format |
| Dependency missing | Required module not installed | Run npm install |
Enable debug logging:
openclaw.logger.setLevel('debug');
const result = await openclaw.skill.run('ab-test-framework', { ... });
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name: 4d-compression-core version: 1.0.2 description: "把长内容压缩成结构化向量——节省 60-80% Token，保留核心信息" metadata: { "openclaw": { "emoji": "🌀", "requires": { "bins": ["jq", "awk"] }, "triggers": ["压缩", "4d",...
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Use cheap, TEE-verified AI models from the 0G Compute Network as OpenClaw providers. Discover available models and compare pricing vs OpenRouter, verify provider integrity via hardware attestation (Intel TDX), manage your 0G wallet and sub-accounts, and configure models in OpenClaw with one workflow. Supports DeepSeek, GLM-5, Qwen, and other models available on the 0G marketplace.
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Send and receive P2P messages using disposable numbers and PINs. No servers, no accounts. Use for human notifications, approval flows, and agent-to-agent communication.
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Query historical crypto market data from 0xArchive across Hyperliquid, Lighter.xyz, and HIP-3. Covers orderbooks, trades, candles, funding rates, open interest, liquidations, and data quality. Use when the user asks about crypto market data, orderbooks, trades, funding rates, or historical prices on Hyperliquid, Lighter.xyz, or HIP-3.
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Find and complete paid tasks on the 0xWork decentralized marketplace (Base chain, USDC escrow). Use when: the agent wants to earn money/USDC by doing work, discover available tasks, claim a bounty, submit deliverables, check earnings or wallet balance, or set up as a 0xWork worker. Task categories: Writing, Research, Social, Creative, Code, Data. NOT for: posting tasks (use the website), managing the 0xWork platform, or frontend development.
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Patterns and practices that dramatically accelerate development velocity. Covers parallel execution, automation, feedback loops, workflow optimization, and anti-pattern avoidance. Use when starting projects, planning sprints, optimizing workflows, or onboarding developers.
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