Agency Proof Thread Machine Framework

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Generate proof-led agency threads that translate client outcomes into clear strategy lessons and qualified demand. Built to produce implementation-ready outputs for X workflows with explicit priorities, diagnostic constraints, and measurable conversion checkpoints.