Part 5/12:

To tackle these, the approach focused on three key metrics: accuracy, reliability, and explainability. Cost and latency were prioritized post-initial deployment.

System Architecture: Modular and Multi-Technological

The core design embraced a decoupled, agentic architecture comprising separate planning and execution modules, each embedded with self-reflection mechanisms to minimize error propagation.

• Planning Module: Decomposes complex questions into smaller queries using chain-of-thought techniques and few-shot learning from long-term memory. An evaluator validates plans, detecting if important entities are missing and seeking clarifications, thus maintaining high accuracy.