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ML & AI INTEGRATION

Where machine learning meets manufacturing. Predictive quality, production optimization, and the bridge between this ERP and the Token Sequencer project.

RAG • PUBLISHED

LOCAL RAG SYSTEM

Fully local retrieval-augmented generation for the ERP. BM25 + ChromaDB hybrid search, RRF fusion, qwen3:0.6b generation. 522MB model that matches GPT-4o-mini at zero cost.

15 SECTIONS 522MB MODEL
PREDICTION • COMING SOON

PREDICTIVE QUALITY

Using production data to predict quality test outcomes before they happen. Reducing waste and catching defects earlier in the production line.

ML MODELS QUALITY
OPTIMIZATION • COMING SOON

PRODUCTION OPTIMIZATION

Scheduling, resource allocation, and throughput optimization. The bridge between this ERP and the Token Sequencer project.

SCHEDULING THROUGHPUT