README
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Accelerating the Transition from Digital to Intelligent Manufacturing
Executive Summary
The IACF (Industry AI Core Framework) is an open-source, industrial-grade framework designed to modernize manufacturing IT. In an era where 70% of digital transformation projects stall due to fragmented data and legacy constraints, IACF provides a unified core that integrates existing ERP, MES, and SCADA systems with advanced Agentic AI. By transforming static data into autonomous action, IACF enables manufacturers to achieve "software-defined operations."
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The Core Solution:
A Unified Industrial Operating SystemIACF serves as the "intelligent glue" for the smart factory. Unlike traditional "rip-and-replace" solutions, it layers on top of existing infrastructure to provide:High-Performance Backend: Built with Go for high-concurrency and low-latency shopfloor tasks.Modular UI Architecture: A modern React + TypeScript frontend that allows for rapid, drag-and-drop customization of operator dashboards.Agnostic Deployment: Supports Cloud, On-Premise, and Edge configurations, ensuring sub-second response times for critical safety and quality applications.
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Enhancing Core Capabilities:
The AI Agent StudioThe centerpiece of the IACF evolution is the AI Agent Studio, which moves beyond simple chatbots to Agentic AI. These agents are autonomous entities capable of perceiving the environment, reasoning through complex goals, and executing tasks across multiple systems.
Key Capability Enhancements: Low-Code Agent Builder: Empowering process engineers to build agents using natural language prompts rather than complex coding. Multi-Agent Orchestration: Enabling "agent swarms" where a Diagnostic Agent (detecting a vibration anomaly) coordinates with a Planning Agent (rescheduling a work order) and a Logistics Agent (ordering a spare part). Knowledge Grounding: Agents are "grounded" in your specific shopfloor manuals, historical maintenance logs, and real-time IoT telemetry, ensuring every decision is context-aware.
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Strategic Industry Value Propositions
The IACF solution addresses the four most critical friction points in modern industry:
**Capability **Impact **Industrial Outcome Predictive Maintenance Anomaly detection & RUL (Remaining Useful Life) estimation.30% reduction in unplanned downtime. Adaptive Quality Control AI-driven visual inspection & root cause analysis. 90% fewer defects reaching customers. Agile Production Planning Real-time rescheduling based on material/labor availability. 25% improvement in factory throughput. Global KPI Visibility 3D Digital Virtual Twins & Global KPI Portals. Unified executive control across global plant networks.
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Future-Proofing with Open StandardsBy adopting an open-source model, IACF eliminates vendor lock-in and fosters a collaborative ecosystem.Model Context Protocol (MCP): Ensures interoperability between different AI models and industrial data sources.Built-in Governance: Every agent action is logged and auditable, ensuring that autonomous decisions remain within safety and regulatory guardrails.
Conclusion: The Path ForwardThe IACF is not just a tool; it is a strategic platform for manufacturers ready to move from "seeing what happened" to "predicting and automating what happens next."
Documentation
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There is no documentation for this package.
Source Files
Directories
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cmd
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dbadmin
command
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migrate_agent_to_mongo
command
migrate_agent_to_mongo is a one-off migration binary that copies agent_skills, mcp_servers, and agent_definitions from PostgreSQL to MongoDB.
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migrate_agent_to_mongo is a one-off migration binary that copies agent_skills, mcp_servers, and agent_definitions from PostgreSQL to MongoDB. |
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controllers
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databaseop
Package databaseop provides database operation controllers with automatic database type support using the factory pattern and dialect system.
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Package databaseop provides database operation controllers with automatic database type support using the factory pattern and dialect system. |
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orm
The original package is migrated from beego and modified, you can find orignal from following link:
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The original package is migrated from beego and modified, you can find orignal from following link: |
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deployment
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cli
command
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debug/examples
command
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framework
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cache
Package cache provide a Cache interface and some implement engine Usage:
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Package cache provide a Cache interface and some implement engine Usage: |
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cache/memcache
Package memcache for cache provider
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Package memcache for cache provider |
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cache/redis
Package redis for cache provider
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Package redis for cache provider |
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cache/ssdb
The package is migrated from beego, you can get from following link: import(
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The package is migrated from beego, you can get from following link: import( |
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logs
Package logs provide a general log interface Usage:
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Package logs provide a general log interface Usage: |
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OPCClient
Package opcclient provides a comprehensive OPC UA client implementation with full protocol support
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Package opcclient provides a comprehensive OPC UA client implementation with full protocol support |
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datahub
Package datahub provides hierarchical integration hub schema definitions
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Package datahub provides hierarchical integration hub schema definitions |
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messagebus/glue
Package glue - Robust Go and Javascript Socket Library.
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Package glue - Robust Go and Javascript Socket Library. |
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messagebus/glue/backend
Package backend provides the server backend with various socket implementations.
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Package backend provides the server backend with various socket implementations. |
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messagebus/glue/backend/closer
Emit a close function only once, also if called multiple times.
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Emit a close function only once, also if called multiple times. |
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messagebus/glue/backend/global
Package global provides global types and constants for the backend packages.
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Package global provides global types and constants for the backend packages. |
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messagebus/glue/backend/sockets/ajaxsocket
Package ajaxsocket provides the ajax socket implementation.
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Package ajaxsocket provides the ajax socket implementation. |
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messagebus/glue/log
Package log holds the log backend used by the socket library.
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Package log holds the log backend used by the socket library. |
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messagebus/glue/sample/Channels
command
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messagebus/glue/sample/OnlyWrite
command
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messagebus/glue/sample/ReadWrite
command
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messagebus/glue/utils
Package utils provides utilities for the glue socket implementation.
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Package utils provides utilities for the glue socket implementation. |
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report
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