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Researchers introduce EPOCH, an evidence-governed architecture for AI research agents that combines task contracts, typed memory, active falsification, and independent replay, achieving state-of-the-art performance on AlgoTune (0.65 vs 0.53 mean normalized score) and the Math14 suite.
SciForge is an open-source, AI-native multimodal workbench for scientific discovery that integrates search, reasoning, workflow execution, and evidence governance, demonstrated through eight end-to-end use cases including gene discovery and protein design.