Blog
Prediction market analysis, strategies, and research. 5 articles.
How to Build a World-Aware Mistral Agent
Mistral models have a knowledge cutoff. Here is how to give them real-time world awareness with one API call and function calling — calibrated probabilities from 9,706 prediction markets.
How to Build a World-Aware Claude Agent
Claude has a knowledge cutoff. Here is how to give it real-time world awareness — calibrated probabilities from prediction markets, injected via system prompt, tool use, or MCP.
How to Build a World-Aware Agent with the OpenAI Agents SDK
The OpenAI Agents SDK gives you tools, handoffs, and guardrails. But your agent still doesn't know what day it is. Here is how to fix that.
How to Build a World-Aware CrewAI Crew
A CrewAI crew where every agent shares the same real-time world context. The research analyst, the risk officer, and the writer all see the same probabilities — no contradictions.
How to Build a World-Aware LangChain Agent
Your LangChain agent has no idea what happened today. Here is how to give it real-time world awareness with one API call — no news scraping, no search, no extra tokens wasted.