fact_check Debunk & Bet Beta

Leverage AI to Assess Predictions

Paste a Polymarket Binary (YES/NO) event URL below. We will gather live context and query the OpenGradient LLM to provide you with an objective verdict.

How it works chevron_right

1. Smart Data Ingestion: Paste any Polymarket Binary (YES/NO) event URL. Our system instantly rewrites your question into targeted search queries and triggers a cascading search across global news sources — prioritizing breaking news from the last 24 hours, then recent context, then background — building a verified real-time timeline to eliminate AI hallucinations.

2. Dual-Agent Research in a Secure Enclave: Two independent AI agents — one arguing YES, one arguing NO — analyze the evidence inside an OpenGradient TEE (Trusted Execution Environment). Each agent is bound by strict anti-hallucination and temporal verification rules: they can only cite sources that appear in the verified context, and must label historical content as such.

3. Bayesian Judge & Verifiable Edge: An impartial AI Judge weighs the agents' arguments using Bayesian Likelihood Ratios, incorporating the current market probability as a prior. The result is a mathematically calculated edge over the market, a Kelly Criterion sizing recommendation, and a cryptographic on-chain proof of the entire analytical process — fully transparent and tamper-proof.

Best Use Cases chevron_right

Our architecture excels in markets driven by verifiable facts, public data, and historical precedents rather than pure chance.

🟢 Optimal For:

  • Geopolitics & Elections: (e.g., Regime changes, election outcomes, conflict escalations).
  • Macroeconomics: (e.g., Fed rate cuts, inflation reports).
  • Regulatory & Legal: (e.g., SEC ETF approvals, major court case verdicts).
  • Tech & Science Milestones: (e.g., SpaceX launch successes, AI model release deadlines).

🔴 Not Recommended For:

> Short-term cryptocurrency price movements, memecoin flips, or sports betting, where outcomes are dictated by unpredictable human elements, sudden liquidity shifts, or pure randomness.