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A deterministic multi-turn pocket-ledger state tracking environment.
A deterministic small-table arithmetic environment for cheap RL probes.
Multi-step pharmacology reasoning chain: predict target → MoA → pathways+direction → one phenotype (viability/cell_cycle/stress/magnitude) across t...
A deterministic environment for classifying public-domain book sentences versus generated and counterfeit imitations.
A deterministic list-transformation environment for sparse-vs-shaped RL probes.
A deterministic environment for studying reward hacking through candidate-answer and canary-token shortcuts.
A deterministic environment for studying when cheap tool use helps or hurts final answer coherence.