Your guest has done this before. Whoever sits across from you next week has given the same interview forty times: the same origin story polished to a shine, the same three anecdotes deployed on cue, the same graceful pivot away from the one topic they'd rather not touch. Most hosts walk in having skimmed two of those forty appearances — and deliver interview forty-one.

The great interviews happen when the host has heard all forty: knows which stories are pre-loaded (and skips them), notices what the guest has never been asked, and catches the thread from an obscure podcast two years ago that deserves pulling. That's not talent; that's preparation at a volume nobody has time for. Which is exactly the kind of preparation you can now delegate.

deep_search assembles the full appearance record — interviews, podcasts, panels, sorted by date, the obscure alongside the famous. run_youtube_tool's key-quotes and podcast-notes compress each appearance into its beats: the stories told, the claims made, the moments that got clipped.

deep_query then does the dossier's real work — the cross-appearance read: "which anecdotes does this person repeat verbatim?" (skip those), "what topics do they consistently deflect?" (decide whether to press), "what did they say years ago that contradicts their current line?" (the question nobody else will have). Every finding cited to its moment, so your producer can verify the ammunition before you fire it. You walk in as the forty-first interviewer who somehow heard the first forty.