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Sergio Paniego highlights that frontier agents' performance is due to models being trained inside their deployment harness. The new work 'Polar: Agentic RL on Any Harness at Scale' by NVIDIA AI enables turning harnesses like Codex, Claude Code, Qwen Code, or Pi into RL training environments without modifying their internals.