Smit-Parekh/proactive-supply-chain-disruption-agent
An AI Agent leveraging fine-tuned LLMs (Google/Gemma-3-1B-it w/ PEFT) and LangGraph to proactively identify, assess, and suggest mitigations for supply chain disruptions, tailored to specific client needs (e.g., for pharma or petroleum industry). Includes MLOps integration using Vertex AI and MLflow.
**Technical Summary:** The agent orchestrates event ingestion from real-time data streams (GDELT, weather APIs) through a stateful LangGraph workflow that performs client-specific risk assessment via PEFT-fine-tuned Gemma-3-1B, hybrid impact forecasting combining XGBoost delay predictions with LLM qualitative reasoning, and RAG-enhanced mitigation synthesis from vector-indexed SOPs and historical examples. End-to-end MLOps integration with Vertex AI Pipelines, custom training jobs, and MLflow experiment tracking enables reproducible model iteration and production monitoring across client cohorts (pharma/petroleum archetypes with distinct sensitivities).
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MIT
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Apr 22, 2025
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