Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation
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Toyota 5 Whys methodology with multi-causal branching, evidence requirements, and validation techniques
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
Taiichi Ohno: "By repeating why five times, the nature of the problem as well as its solution becomes clear."
Core tenets: scientific evidence-based investigation | address fundamental causes not symptoms | solve to prevent recurrence | use findings for Kaizen
Complex problems have multiple root causes. Investigate comprehensively:
What is immediately observable? Investigate all symptoms. Each branch continues independently. Document verifiable evidence per symptom.
WHY 1A: Path not found [Evidence: file exists but wrong context -- Windows vs WSL paths]
WHY 1B: Permission denied [Evidence: user context mismatch between host and container]
WHY 1C: Timing issues [Evidence: race conditions with file system operations]
Why does this condition exist? Follow each WHY 1 through context. Check if factors connect multiple causes. Examine system/environment/operational context.
Why do conditions persist? How system enables multiple failure modes. How causes interact systemically. Analyze design/architecture decisions.
Why not anticipated? Review design assumptions. Identify all design blind spots. Trace decisions to original context.
Fundamental causes. Multiple root causes expected for complex issues. Ensure all contributing causes identified. Focus on deepest level.
Each WHY level must have verifiable evidence for all causes. Root causes must explain all symptoms collectively. Solutions must address all root causes.
Every root cause -> corresponding solution | Prevent recurrence, not just mitigate | Use findings for system improvement
PROBLEM: [clear problem statement]
WHY 1A: [symptom] [Evidence: ...]
WHY 2A: [context] [Evidence: ...]
WHY 3A: [system factor] [Evidence: ...]
WHY 4A: [design factor] [Evidence: ...]
WHY 5A: [root cause] [Evidence: ...]
-> ROOT CAUSE A: [fundamental cause]
-> SOLUTION A: [prevention strategy]
WHY 1B: [symptom] [Evidence: ...]
WHY 2B: [context] [Evidence: ...]
...
CROSS-VALIDATION:
- Root Cause A + Root Cause B: [consistent/contradictory]
- All symptoms explained: [yes/no, gaps if any]
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Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation
中文简介正在准备中。当前显示原文说明。
Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation
中文简介正在准备中。当前显示原文说明。
Review dimensions for acceptance test quality - happy path bias, GWT compliance, business language purity, coverage completeness, walking skeleton user-centricity, priority validation, observable behavior assertions, traceability coverage, and walking skeleton boundary proof
中文简介正在准备中。当前显示原文说明。
Detailed 5-phase workflow for creating agents - from requirements analysis through validation and iterative refinement
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5-layer testing approach for agent validation including adversarial testing, security validation, and prompt injection resistance
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Architectural style selection decision matrices, trade-off analysis, structural enforcement rules, and combination patterns. Load when choosing or evaluating architecture styles.
中文简介正在准备中。当前显示原文说明。