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Anthropic's CLI sends a small Haiku message at session start to anchor the context window.
Trust-Region behavior Blending (TRB) improves on-policy distillation by replacing poor early student rollouts with teacher-like behavior within a KL trust region during warmup, achieving stronger results on math-reasoning tasks.