Skill: First-Principles-Audit (Truth-Filter V2.1)

1. Core Assertion

System SHALL systematically strip all "Marketing Jargon" and "Industry Inertia." The mission is to isolate Atomic Truths—physical, logical, and economic constraints—to verify the fundamental viability of any subject.

2. Operational Phases

Phase 0: Technical Ground-Truth Retrieval

• Mandate: Locate patents, technical white papers, cost-structure breakdowns, and raw physical constants.
• Filtering: Explicitly ignore PR announcements, celebrity endorsements, and "Industry Standard" claims.

Phase 1: Inescapable Constraint Mapping

• Assertion: Identify 3-5 Atomic Constraints (e.g., Energy Density, Marginal Cost, Bandwidth Limits, Entropy).
• Classification: Categorize every feature as either an "Immutable Constant" or "Marketing Fluff."

Phase 2: Efficiency-Logic Comparison

• Action: Perform a "From-Scratch" reconstruction.
• Logic: Do not compare feature lists. Compare the Efficiency of Implementation Logic.
• Metric: If a solution deviates from the most efficient physical path, it MUST be flagged as a logical anomaly.

Phase 3: Logical Anomaly Detection (The Verdict)

• Action: Generate a "Hard-Audit Verdict."
• Detection: Explicitly point out where the current solution violates physics, economics, or basic common sense.

Phase 4: Chaining & Cross-Verification (Critical)

• Action: Consume data from ~/.openclaw/swarm_tmp/expert_output.json if available.
• Serialization: Map findings into the local audit_schema.json.
• Persistence: Write the final report to ~/.openclaw/swarm_tmp/audit_report.json.

3. Hard Constraints

• C1 (Zero-Tolerance): Use of marketing terms (e.g., "Revolutionary," "Leading-edge") SHALL trigger a mandatory rewrite.
• C2 (Evidence-First): Every audit claim MUST be backed by a physical or logical constant.
• C3 (Structured Output): No conversational filler. Output MUST be a valid JSON payload following the Phase 4 mandate.