Deploy specialized agents to crawl news, extract sentiment, and analyze on-chain data. Aggregate their output using our Bayesian Consensus Engine for highly calibrated probability outcomes.
Native design for the largest prediction market.
Collaborative consensus over single model bias.
Fully audit-ready, secure, and self-hosted.
Native tooling optimized for the high-speed chain.
Standardized agent micro-payment frameworks.
Forecast AI orchestrates isolated agent pipelines to extract evidence and continuously calibrate confidence scoring.
Deploys specialized agents (News, Social, Macro, Market) in parallel to evaluate forecasting questions.
Aggregates independent agent probabilities based on their dynamic, historical accuracy scores.
Evaluates information source credibility, relevance, and recency to filter noise.
Utilizes vector stores to maintain contextual persistence across long-term prediction markets.
First-class client wrapper for Polymarket Gamma API and CLOB Signature orderbooks.
Generates clear, structured rationales detailing each specialized agent's confidence and findings.
Flexible backend compatible with OpenAI, Anthropic, DeepSeek, or local Ollama instances.
Configure models, fetch midpoints, and execute live forecasts directly from the terminal.
Exposes lightweight FastAPI routes for microservice orchestration and status metrics.
Free, extensible, and fully self-hostable codebase under the Apache 2.0 License.
Watch how raw signals flow from public networks, compile in our Multi-Agent mesh, and output directly to Polymarket modules.
Pipeline Phase
Click other components in the visualizer to explore how Forecast AI builds consensus dynamically across diverse agents.
Single-prompt LLMs suffer from recency bias, lack local context, and fail to weigh contradictory evidence properly.
Forecast AI separates concern: dedicated agents collect, debate, and consensus-pool, achieving +24% Brier Score accuracy gains over vanilla GPT-4.
Rather than asking a model to recall facts, sources stream real-time feeds (News, Social sentiment, on-chain movements). Each stream is indexed by the Source Manager to guarantee zero-shot ground truths.
Isolated agents receive customized system prompts representing different personas (Macro Economist, On-chain Analyst, Social Sentiment Expert). They generate localized predictions and present evidence.
The Consensus Engine weighs agent inputs using historical Brier score accuracy ratings. The engine filters anomalies, scales results via Platt calibration, and yields a single probability matrix.
The consensus probability outputs to CLOB orders or triggers fee allocation rules, facilitating high-frequency algorithmic liquidity provision on Polymarket contracts.
Forecast AI is designed to act as the cognitive layer for applications on Polymarket. We natively wrap Gamma (Market Info) and CLOB (Limit Order Books, transaction execution, fee generation) in a unified suite.
Gamma API wraps allow rapid lookup of category indexes and current resolution terms.
CLOB Signature client automates secure order placement with custom affiliate Builder Fee tracking.
Forecast AI is built to take advantage of Solana's high speeds and low costs. Enjoy full, out-of-the-box support for on-chain wallets, signature generation, and x402 automated agent payment rules.
Get started today by cloning our repository, installing our CLI, and deploying prediction agents. Forecast AI is fully open-source.