Produce — a standalone Manufacturing Execution System (MES) for the shop floor. Track A is pure human-operated software (work queue, e-SOP with poka-yoke, WIP, downtime/andon, scrap, OEE, changeover, shift handover, exceptions, reports, master data). Track B layers Minder co-work on top: read shop-floor state, subscribe to production events, and propose gated commands + decision packets. Ask it "what is the current shift OEE?", "show open exceptions on line 1", or "draft the end-of-shift handover".
Monitor — a read-only manufacturing fleet console over a LIVE 20-machine simulator. Fleet health at a glance (OEE / availability / throughput / quality / health streaming), per-machine drill-down analytics, and a gpt-5.4-mini Ask-AI that answers machine/fleet questions grounded in live data with the best-fit chart. Monitoring only — no actuation; the AI decision loop (measure→recommend→dispatch) lives in the Optimize module. English/Vietnamese via a lang param.
Optimize Console V2 — a manufacturing fleet console + AI decision engine over a LIVE 20-machine simulator. The core agent runs the operational decision loop as SIX separate, routable skills — measure_operational_performance, explain_performance_loss, predict_operational_risk, evaluate_operational_alternatives, recommend_operational_action, replan_and_dispatch_operations — selecting the right stage per question and chaining them for compound asks. Recommend prepares a decision that a human approves before Re-plan actuates the simulator. Also exposes optimize_analyze_fleet (whole loop) and optimize_ask (targeted Q&A). English/Vietnamese via a lang param.
A runnable SDK showcase. Use it to demonstrate what an Minder service module can do — typed tools, generic cards, federated React blocks, streaming with live progress, auth-gated tools, background reverse-push, artifact export, Celery jobs, S3 media storage, a read-only DB overlay, AND the v3 agent surface: risk-gated actions, event envelopes, and a co-pilot that drives the real Products UI. Ask it to "show the module SDK capabilities" or "add a product".