Nox-Lumen Mfg Tech Blog

Code Index Three Tiers: When Heavy Indexing is Actually Worth It

Zero / light / heavy index — how much indexing time you invest determines how deep your answers go. Light index handles daily PRs with second-level responses; heavy index is only needed for ASIL-D compliance audits. This post explains which tier fits which scenario.

May 14, 2026

One Codebase, Three Industries: The Platform-Application Dual-Layer Architecture of combo agent

combo agent builds generic Agent orchestration, context management, and the Skill ecosystem into a platform layer, while industry-specific know-how for legal, automotive, and manufacturing lives in the application layer — the same codebase powers three distinct products via a single variant flag.

May 14, 2026

Graft: Let Agents Run Long Pipelines in Relay — Not From Zero Every Session

Engineers work across two ends every day — heavy Agent analysis runs in the cloud, code lives in local IDE. Graft bridges both ends so your local IDE can query cloud KBs as RAG, graft outputs from existing sessions, and dispatch tasks back to long-lived cloud sessions asynchronously.

May 14, 2026

Case Study: End-to-End Deployment for an International Window Engineering Client

A real engineering procurement client's dual-system workflow: sales rep submits once → drawings auto-reviewed → engineer signs off → quotation decision card + V1.xlsx sent directly to client. 10–11 weeks to deliver; zero perceptible difference for end clients.

May 14, 2026

Nox-Lumen Mfg Current Progress: From Pain-Point Diagnosis to Long-Term Managed Operation

6 differentiated capabilities (S1–S6), 4 delivery phases (P0 free diagnosis / P1 PoC / P2 customization / P3 managed operation). Customers can run AI without building an AI team. Covers drawing review + quotation as the two core pipelines.

May 14, 2026

Two Pillars of Manufacturing AI Deployment: Drawing Review + Quotation Loop

The real reason generic AI doesn't fit factories is "scattered data, messy rules, and no one understands sign-off logic." Nox-Lumen Mfg builds drawing review and quotation into a dual-system where engineers can sign off and wrong orders get intercepted at the source.

May 14, 2026