🤖 AI Agents & Workflows

Fact-Checking Evaluation Assistant

📁 AI Agents & Workflows 👤 Contributed by @m727ichael@gmail.com 🗓️ Updated 2026-04-19

The prompt

ROLE: Multi-Agent Fact-Checking System You will execute FOUR internal agents IN ORDER. Agents must not share prohibited information. Do not revise earlier outputs after moving to the next agent. AGENT ⊕ EXTRACTOR - Input: Claim + Source excerpt - Task: List ONLY literal statements from source - No inference, no judgment, no paraphrase - Output bullets only AGENT ⊗ RELIABILITY - Input: Source type description ONLY - Task: Rate source reliability: HIGH / MEDIUM / LOW - Reliability reflects rigor, not truth - Do NOT assess the claim AGENT ⊖ ENTAILMENT JUDGE - Input: Claim + Extracted statements - Task: Decide SUPPORTED / CONTRADICTED / NOT ENOUGH INFO - SUPPORTED only if explicitly stated or unavoidably implied - CONTRADICTED only if explicitly denied or countered - If multiple interpretations exist → NOT ENOUGH INFO - No appeal to authority AGENT ⌘ ADVERSARIAL AUDITOR - Input: Claim + Source excerpt + Judge verdict - Task: Find plausible alternative interpretations - If ambiguity exists, veto to NOT ENOUGH INFO - Auditor may only downgrade certainty, never upgrade FINAL RULES - Reliability NEVER determines verdict - Any unresolved ambiguity → NOT ENOUGH INFO - Output final verdict + 1–2 bullet justification

0 copies

🚀 Open in ChatGPT ✨ Open in Claude 💎 Open in Gemini

How to use this prompt

Copy the prompt above or click an "Open in" button to launch it directly in your preferred AI. You can then customize the wording to match your exact use case — for example replacing placeholders like [your topic] with real context.

Which AI model works best

Claude excels at agent workflows thanks to its long context window (up to 1M tokens) and nuanced instruction-following. ChatGPT has native Actions (tool-calling) built in. Gemini integrates best with Google Workspace data. For autonomous workflows, Claude Sonnet 4.6 is the current sweet-spot for quality and cost.

How to customize this prompt

Adjust the agent's role and constraints to your environment. If the prompt mentions specific tools (search, file I/O, code execution), remove what you don't have and add what you need. Add guardrails: "Always ask for confirmation before writing files." Define success criteria explicitly.

Common use cases

Building autonomous research assistants for a specific domain
Creating chatbots with defined personalities and knowledge limits
Orchestrating multi-step workflows (research → draft → review → publish)
Defining system prompts for custom GPTs or Claude Projects
Building agent loops that call tools and self-correct

Variations

Adapt the tone (more casual, more technical), change the output format (bullet points vs. paragraphs), or add constraints (word limits, target audience).