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ThoughtProof

通过多个不同模型家族生成、批评与综合,对问题或决策输出带置信度、分歧和盲点提示的 Epistemic Block;支持上下文链式验证和本地历史查看,需自备模型 API 密钥并通过命令行运行。

thoughtproof
thoughtproof
热度 79.45
最近更新 2026-05-11 17:28:46
分类:数据依赖:代码执行 / 第三方 API / 读写文件 / 内部调用大模型应用场景:研究 / 报告撰写 / 财务 / 法律文档 ...

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add thoughtproof
Metadata
name
thoughtproof
description
Epistemic verification for AI agent outputs. Use ThoughtProof to verify AI reasoning, detect blind spots, and build consensus across multiple model families. Triggers: when an agent needs a second opinion, audit trail for decisions, or epistemic consensus. Works with any LLM backend (BYOK). Commands: tp verify, tp deep, tp list, tp show.

ThoughtProof — Epistemic Verification Skill

Multi-agent verification protocol for AI decisions. Like a TÜV for AI reasoning.

How It Works

ThoughtProof runs your question through multiple independent AI agents (different model families), then a critic layer identifies blind spots, and a synthesizer produces a consensus with confidence scores.

Pipeline: Normalize → Generate (3+ models) → Critique (adversarial) → Evaluate → Synthesize

Prerequisites

  • pot-cli installed: npm install -g pot-cli
  • At least one API key (Anthropic, OpenAI, xAI, or Moonshot)
  • More keys = more model diversity = better verification

Quick Start

Verify a claim or decision

tp verify "Should we use microservices or monolith for our MVP?"

Chain context from previous verifications

tp verify --context last "What about scaling considerations?"

Deep analysis with rotated roles

tp deep "Is this investment thesis sound?"

Configuration

pot-cli reads config from ~/.potrc.json:

{
  "generators": [
    { "provider": "xai",       "model": "grok-4-1-fast" },
    { "provider": "moonshot",  "model": "kimi-k2.5" },
    { "provider": "anthropic", "model": "claude-sonnet-4-6" }
  ],
  "critic":      { "provider": "anthropic", "model": "claude-opus-4-6" },
  "synthesizer": { "provider": "anthropic", "model": "claude-opus-4-6" }
}

Show current config: tp config

Model Diversity Requirement

ThoughtProof enforces ≥3 different model families for generators. This is core to the protocol — no single provider can verify itself.

Output

Each verification produces an Epistemic Block:

  • Proposals from each generator (independent reasoning)
  • Critique identifying blind spots, contradictions, and risks
  • Synthesis with consensus score, confidence level, and dissent
  • MDI (Model Diversity Index) — measures independence of reasoning

Blocks are stored locally as JSON and can be reviewed with tp list / tp show <n>.

Commands

Command Description
tp verify <question> Run full verification pipeline
tp verify --context last Chain from previous block
tp deep <question> Deep verify: multiple runs, rotated roles, meta-synthesis
tp list Show block history
tp show <n> Show a specific block
tp config Show current configuration

Tiers

Tier Agents Time Best For
Light 3 ~30s Quick sanity checks
Standard 5-7 ~3min Business decisions
Deep 7-12 ~5min High-stakes, regulatory

When to Use ThoughtProof

  • High-stakes decisions — investment, legal, medical, compliance
  • Audit trail needed — regulatory, governance, due diligence
  • Blind spot detection — when you suspect a single model is biased
  • Cross-domain questions — where no single model is expert

When NOT to Use

  • Simple factual lookups (Google it)
  • Creative writing (subjective, no "correct" answer)
  • Time-sensitive queries under 30 seconds
  • Questions with trivially verifiable answers

Architecture Note

ThoughtProof is BYOK (Bring Your Own Key). Your API keys, your data, your models. Nothing routes through ThoughtProof servers. The skill is MIT-licensed; the consensus protocol is BSL-licensed.

References

  • references/block-format.md — Epistemic Block JSON schema
  • references/consensus-protocol.md — How consensus is calculated