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E2K: experience to knowledge
E2K cd82 checkpoints: act_ctrl-cc (frozen-Adam attempt)
E2K cd82 checkpoints: sft_first_idd-cc (frozen-Adam attempt)
E2K cd82 checkpoints: sft_first-curatedL1
E2K cd82 checkpoints: sft_first
E2K cd82 checkpoints: baseline
E2K cd82 checkpoints: sft_joint-claimform
E2K cd82 checkpoints: sft_interleaved-claimform
E2K cd82 checkpoints: sft_first-claimform
E2K cd82 checkpoints: sft_joint-cc
E2K cd82 checkpoints: sft_first-cc
E2K cd82 checkpoints: sft_inter_decl-cc2
E2K cd82 checkpoints: sft_first_decl-cc2
E2K cd82 checkpoints: sft_first_decl-cc
E2K cd82 checkpoints: sft_first_armc-cc
E2K cd82 checkpoints: sft_first_decl-cc4
E2K cd82 checkpoints: act_ctrl-cc
E2K cd82 checkpoints: baseline-cc
E2K cd82 checkpoints: sft_first_idd-cc
E2K cd82 checkpoints: sft_first_armc-cc6

E2K cd82 checkpoints: act_ctrl-cc

Matched control of IDD: same schedule, SFT rows = the base model's own turns without knowledge (iter 0-1), then 2 RL rollouts; stopped by decision.