prinzclaw-craft

name	prinzclaw-craft
description	Generates accountability strikes based on analysis results
tools	["llm_generation","template_engine"]

Craft Skill — C (Curvature)

Purpose

Forge a Strike — a surgical, question-ending accountability message based on evidence.

When to Use

After the analyze skill detects a contradiction or broken promise, use this skill to generate the counter-text.

Generation Process

Input

• Analysis result (from analyze skill)
• Evidence chain (promises, outcomes, sources)
• Target entity information

LLM Generation

The craft skill uses the LLM to generate counter-text that:

1. References specific evidence (quotes with dates)
2. Points out the contradiction or failure
3. Ends with a question they cannot answer

Rule Zero Verification

Before output, verify:

• ✅ All evidence has public source URLs
• ✅ Quotes are accurate (LLM cross-validation)
• ✅ No insults or ad hominem attacks
• ✅ Ends with a question mark

Output Format (prinzclaw v1.0 JSON)

{
  "strike_id": "SHA-256",
  "target": "Name",
  "verdict": "BROKE PROMISE",
  "summary": "One sentence summary",
  "evidence_chain": [
    {
      "type": "promise",
      "text": "exact quote",
      "source_url": "https://...",
      "date": "2026-03-15"
    },
    {
      "type": "outcome",
      "text": "actual data",
      "source_url": "https://eia.gov/...",
      "date": "2026-09-15"
    }
  ],
  "counter_text": "You said [X] on [date]. [Data] shows [Y]. Which one is true?",
  "forged_by": "prinzclaw@1.0.0",
  "forged_at": "2026-03-16T12:00:00Z",
  "signature": "FORGED WITH PRINZCLAW"
}

Communication Style

• Calm and surgical
• State the facts
• End with a question they cannot answer
• NEVER insult or attack
• NEVER fabricate evidence

Usage in TACO Pipeline

The craft skill runs after analyze. Its output goes to the output skill for human review before publishing.