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SKILL.md loads into context on every /reflect turn. The per-type apply steps, the A/B tracking append and the Karpathy constraints are needed only when a proposal is applied. Move them to apply-by-type.md and read that file before any apply in 3a or 4. The move keeps the July changes: the nudge helper, the reinforcement A/B skip and the metadata memory schema. Tighten the adam agent routing description. Claude-Session: https://claude.ai/code/session_014prTNuJnKuwcAd28vUZAnN