Extract factual claims from conversations and verify uncertain ones via adversarial debate.
npx skills add https://github.com/samcdavid/dotfiles --skill you-sure-samcdavid
Please help me install this Agent Skill. Skill: you-sure Source: https://github.com/samcdavid/dotfiles/tree/main/claude/skills/you-sure Command: npx skills add https://github.com/samcdavid/dotfiles --skill you-sure-samcdavid
Adversarial confidence challenge workflow that ensures claims are properly rated and independently verified before acting on recommendations, keeping conversations honest.
Prompt the assistant to begin the claim extraction and verification workflow on the current conversation.
High-intent search queries and answers about installing and using this skill.
Claim verification works by extracting every discrete factual claim from a conversation, assigning a self-rated confidence score, and launching an adversarial-debate agent to challenge any claim rated below Certain before returning a verdict.
An adversarial-debate agent is a verification mechanism that re-reads source material to challenge factual claims. It independently tests claims rated below Certain and returns a verdict to ensure conversation reliability before action is taken.
You generate a calibration report by compiling initial self-rated confidence scores, verification outcomes from the adversarial-debate process, and recommended actions into a structured summary that details the reliability of each claim.
Yes, you can use this workflow on existing chat transcripts. The extraction process catalogs discrete factual claims from the conversation text, rates their initial confidence, and verifies them against source material without requiring real-time input.
The best way to ensure reliability is to run an adversarial confidence challenge that independently verifies claims through debate before acting on recommendations, producing a calibration report with explicit recommended actions.
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