Knowledge Management and AI Agents

Description:

• Developing and evaluating custom RAG agent vs. off-the-shelf solutions (e.g., NotebookLM) for knowledge management (at Roche Diagnostics)

• Integrating AI agents into a car shop ERP (ZosimoLab collaboration)

Methods:

• AI agents

• Vector stores

• Evaluation with Ragas & MLFlow / LangSmith

Specials:

• Possible applications 1: knowledge management & sharing

• Possible applications 2: many possible task automations

Technology:

Python, MLflow, LangChain, RavenAI, Ragas, LangSmith

Images: