Every NER-GRID surface — live console, stakeholder deck and this control room — talks to the same LangChain runtime. The orchestrator routes an operator request to the specialists it needs, they reason in parallel over the live grid state, and the synthesis chain returns one dispatch decision.
Supervisor chain classifies the request and selects 1-3 specialists.
Selected agents run concurrently, each with its own tools and grid-state slice.
Consensus chain fuses findings into bullets plus a single DISPATCH line.
Decomposes any operator question, routes it to the specialist agents and fuses their findings into one dispatch-ready answer.
Reads live road, bridge and district accessibility state and reports what is open, degraded or cut.
Forecasts landslide, flood, washout and congestion risk over a 6-72h horizon with confidence bands.
Ranks alternate corridors on ETA, distance, risk and cost and names the dispatch recommendation.
Watches essential-goods convoys, flags SLA and cold-chain breaches and drafts the alert to push.
Triages geo-tagged field reports and photographs, verifies them and queues offline-first sync notes.