• VALID
  • WEAK
  • BIASED
  • HUMAN

How to audit decision logic with your AI

Stop trusting your agent's first instinct. Use structured pivots to force it to prove its reasoning.

Ask AI about this page

Short answer

How do I stop my AI from making biased decisions?

You require your agent to pass every major conclusion through a series of probabilistic checkpoints. This forces the AI to justify its reasoning against specific logical pivots. You'll see exactly where its confidence drops or where it relies on assumptions.

Logic outcomes

Where your logic lands.

The agent categorizes every decision based on its mathematical and logical strength.

VALID

High confidence paths

The agent confirms the reasoning holds up under scrutiny. You get a clear green light for automated actions.

WEAK

Logical gaps detected

The agent identifies where the reasoning is shaky or relies on thin probabilities. You'll see the specific pivot that failed.

BIASED

Pattern warnings

The agent flags conclusions that lean too heavily on specific heuristics or skewed data. This highlights hidden biases.

HUMAN

Manual review required

When the logic is too thin to pass, the agent stops and hands the decision back to you. You decide how to proceed.

The workflow

What your AI does when a decision arrives.

The agent stops acting on impulse and starts acting on proof.

  1. Isolate the claim

    The agent pulls the core decision or conclusion out of your prompt to treat it as a testable hypothesis.

    validate_probabilistic_clarity

  2. Run decision pivots

    The agent tests the conclusion against multiple logical angles to see if the reasoning holds.

    validate_probabilistic_clarity

  3. Score the certainty

    The agent calculates how much weight each piece of evidence actually carries.

    validate_probabilistic_clarity

  4. Flag the failure

    If the logic fails the test, the agent marks the decision as unreliable and stops the process.

    validate_probabilistic_clarity

Try it

Copy these to start.

Use these prompts to begin auditing your agent's logic.

Starting points

Swap the bracketed text with your specific business rules or decision criteria.

Marilyn vos Savant Probabilistic Clarity Prover Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_4X3JYSBsdfrdsw0bbTNWVgKwG6T7UcBNfKmWy8Wm/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Marilyn vos Savant Probabilistic Clarity Prover capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "marilyn-vos-savant-probabilistic-clarity-prover-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_4X3JYSBsdfrdsw0bbTNWVgKwG6T7UcBNfKmWy8Wm/mcp"
    }
  }
}
Copy into chat04

  • Audit the decision in this project plan: [paste plan text]

  • Run a probabilistic check on the conclusion in this customer support ticket: [paste ticket]

  • Check the logic behind this budget allocation: [paste spreadsheet data]

  • Validate the reasoning in this legal summary: [paste summary]

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Marilyn vos Savant Probabilistic Clarity Prover once, then ask.

Connect the MCP to your preferred client in one click. Once connected, your agent can immediately start running these audits on your data.

Connect Marilyn vos Savant Probabilistic Clarity Prover to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my original decision?

    No. The agent only audits and flags the logic. You remain the final decision maker.

  • 02

    Does this tool fix the bias automatically?

    No. It identifies where the bias exists so you can correct the prompt or the data yourself.

  • 03

    Can I use this with any AI client?

    Yes, as long as you are using an MCP-compatible client like Claude, Cursor, or Windsurf.

  • 04

    Will it delete my files if it finds an error?

    No. This MCP only reads and analyzes data to provide clarity. It has no permission to delete or modify your files.

  • 05

    Does it work on real-time data?

    It works on whatever data you provide in the chat or point the agent toward through your connected files.

  • More questions about Marilyn vos Savant Probabilistic Clarity Prover? The Connector page answers them. See everything the Marilyn vos Savant Probabilistic Clarity Prover Connector can do

Connect Marilyn vos Savant Probabilistic Clarity Prover to Claude, Cursor, ChatGPT & more