[OMNIML-4963] cell_t0_d7

[ChenhanYu]

Draft PR opened by pensieve-intern for OMNIML-4963.

Stage cell_t0_d7 of Epic OMNIML-4961. The agent ran from the SPEC on the ticket description; review every change before marking ready.

Always-draft is enforced — the bot never auto-merges.

Pollution-strip removed uv.lock from this commit (sidecar narration and/or incidental lockfile regeneration are never part of the agent's intended deliverable).

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