manufacturing-ai

快格云制造MES 是一个功能完整的制造执行系统（Manufacturing Execution System），专为生产型企业数字化转型设计。基于RiverEdge框架，使用现代化的技术栈（FastAPI + React），提供生产计划、工单管理、质量追溯、设备监控等核心功能。亦兼具ERP基础功能，未来规划CRM、AI、极简APS模块。

first-to-market cryptographically verified autonomous AI agent. 6.8MB footprint, air-gapped deployment, BYOLLM architecture. Built for defense, finance, healthcare, and manufacturing.

AI system to minimize manufacturing scrap and maximize yield — root cause analysis, parameter correlation, and closed-loop optimization

制造业 RAG 与设备运维智能体：支持企业知识问答、故障诊断、工单生成及 FastAPI 系统集成。

Multimodal AI agent for industrial quality inspection with vision, standards RAG, severity judgment, and structured reports.

面向企业知识库管理与工业 AI 落地的本地文档检索和 RAG 问答系统

🏭⚙️ Real-time fabric defect detection using CNNs and Transfer Learning for smart quality control

Industrial computer vision workflow for welding defect inspection using YOLO, OpenCV preprocessing, dataset QA, threshold governance, and edge-readiness analysis.

Autonomous AI system to optimize manufacturing process parameters — injection molding, extrusion, CNC — using Bayesian optimization and reinforcement learning

Browser-based SAM3 video labeler: upload → click points → track → export MP4, COCO/YOLO JSON, and bbox image ZIPs. Built for applied CV annotation (including welding workflows).

FAB Copilot - Manufacturing AI decision-support dashboard (no-auth public v0 candidate)

AI-powered production scheduling with constraint satisfaction — optimizes across machines, materials, labor, and orders to maximize throughput and minimize tardiness

Natural language AI copilot for manufacturing operations — query production data, quality metrics, and equipment sensors across 12 plants

End-to-end product traceability system for manufacturing — blockchain-anchored audit trail from raw material to customer delivery, enabling instant recall management

Real-time supplier risk monitoring — NLP analysis of news, financials, and geopolitical signals with ML risk scoring and supply chain impact simulation

AI-driven manufacturing capacity planning — demand-supply matching, bottleneck prediction, investment scenario modeling, and workforce optimization

End-to-end ops platform for tire manufacturers — AI quoting, order lifecycle, invoice, automation & customer email negotiation. Built with Next.js · TypeScript · PostgreSQL · OpenAI. Live demo available.

Voice-enabled AI assistant for manufacturing shopfloor operators — real-time answers to production questions, SOP guidance, and hands-free work order management

AI system to monitor, forecast, and optimize energy consumption across manufacturing facilities — reducing energy costs by 18-25% through intelligent load scheduling and equipment efficiency

Manufacturing AI copilot with Qdrant RAG, LangGraph agent routing, PostgreSQL tools, and Dify.