Document AI Inference architecture and freeze current baseline

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Date: 2026-09-03. Owner-approved target; the first local modular vertical slice is installed.
Current implementation snapshot (2026-09-05): [AI Inference architecture](../audits/2026-09-05-ai-inference-architecture.md).
The owner has temporarily frozen this stage; user acceptance remains incomplete.
This ADR describes the target boundaries. The snapshot explicitly distinguishes
the implemented setup mapping and source/result reuse from the not-yet-wired
general DAG executor and per-node cache. The product name is now AI Inference;
technical Observatory identifiers remain compatible.
## Decision and supersession
A reusable module is an independently packaged Docker image for a model or a