AutoGym: Blueprint-First Generation of Verifiable Agent Gyms

arXiv:2609.22592 · cs.AI, cs.LG, cs.MA · Submitted 2026-09-18 · Read on arXiv

cs.AI, cs.LG, cs.MA

Submitted: 2026-09-18

Updated: 2026-09-18

Comments: Submitted to NeurIPS 2026 Workshop: Who Verifies the Agents?

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Verifier — 2× in this paper · explained in 2 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Steering — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

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