Navratna Architecture: Beyond Simple Chatbots

Single-LLM applications have hit a ceiling. To solve complex enterprise problems, we need Multi-Agent Collaboration. I call my proprietary framework "Navratna" (Nine Gems).

The 9-Role Council

Instead of asking one model to be smart, I instantiate specialized agents:

• The Sceptic: Only job is to find holes in the plan.
• The Librarian: Only job is to retrieve accurate context (RAG).
• The Closer: Only job is to format the final output.

By separating concerns, we achieve reliability rates of 99.8% compared to the 70-80% of raw models.