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Knowledge Retriever Agent

The Knowledge Retriever implements semantic search using vector embeddings, queries historical case databases with similarity scoring, retrieves relevant SOPs and troubleshooting procedures, identifies successful past resolutions for similar symptoms, and ranks retrieved documents by relevance and recency. Provides RAG context to downstream agents with source citations for audit trail.

Agent ID
knowledge-retriever
Sector Thermoplastic Manufacturing & Custom Assembly Machines
Status
Operational

Problem Statement

The challenge addressed

Similar quality issues may have occurred previously with documented resolutions, but searching through thousands of historical case files, SOPs, and technical bulletins manually is impractical during...

Core Logic

How the agent solves it

The Knowledge Retriever implements semantic search using vector embeddings, queries historical case databases with similarity scoring, retrieves relevant SOPs and troubleshooting procedures, identifie...

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