Contextualize Status

What contextual retrieval will do to the NEXT thing ingested.

Exists so the desktop's settings screen can warn about cost with real numbers rather than numbers someone typed into the front-end once. Reports the RESOLVED tier — the same distinction the startup announcer makes — because "the operator asked for the model tier" and "the model tier will run" are different claims: asking for it with no model configured quietly leaves you on the deterministic breadcrumb, which is the exact silence this codebase keeps paying for.

Tokens, not money: prices change and vary by provider, so the engine reports the work and the caller prices it. Capability only — never the model id.