Open-source framework 'autopredict' for self-improving prediction-market trading agents released

An open-source framework called 'autopredict', for building and validating agents that trade autonomously on prediction markets such as Polymarket and improve themselves over time, has been released. Written in Python, the framework emphasizes rigorous backtesting using only real resolved-market data along with a self-improvement loop, and is published under the MIT license on GitHub.