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Dogfood feedback (session 001c553b): calling cs with a concrete request recommended an entry and then waited for the user to re-invoke it — one confirmation too many. cs now classifies intent: clear action requests announce the chosen entry in one line and continue executing under that skill's discipline in the same turn; advice requests still get a recommendation only; ambiguous requests that would materially change what happens next get exactly one focused question. Handoff does not widen authority — the target skill's gates and checkpoints apply unchanged. Safety anchors and docs (SKILL_CATALOG / WORKFLOW / README zh+en) synced. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>