Ambiente RLVR con strumenti multipli per ragionamento scientifico multi-step e reporting con evidenze verificabili.
Case Study: Biomedical Research Arena
Program Type: Founder-led build
Domain: Drug discovery and translational research
Pineapple designed an environment where agents navigate papers, datasets, and protocol constraints under verifiable scoring. We generated expert-authored task graphs from researcher interviews, then mapped each graph to rewardable checkpoints. The harness enforced citation integrity, numerical consistency, and provenance requirements at each stage.
The environment surfaced weak reasoning patterns that benchmark-style prompts failed to catch. Training runs showed improved consistency on long-horizon research tasks and clearer failure localization for model teams. The resulting gym is now used to test policy updates before they are rolled into production workflows.
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