[northstar] Stage 4 — annotation round-trip: annotations → .ail via LLM mediator #39
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Stage 4 of the visual-dataflow-authoring north star (see milestone).
Capability. An annotation placed on the visualization flows back, through an LLM mediator, into a correct
.ailchange — robust enough that a non-programmer trusts it, since it is the only bridge the user has to the code.Inherits the
prose/merge-proseround-trip pattern (docs/PROSE_ROUNDTRIP.md).depends on: stage 1 (dataflow-projection, as the annotation substrate), the prose round-trip pattern
context: the human-trust bar is higher than prose's developer-facing bar