Hero screenshot of Sabha - the AI Assembly project

Sabha - the AI Assembly

A collaborative AI discussion platform where multiple LLMs engage in structured debates inspired by the concept of Sabha from the Gita.

Timeline
2026
Role
Team Lead
Status
working

Technology Stack

PythonCore backend logic and AI orchestration
DjangoBackend APIs and request handling
ReactComponent-driven frontend architecture
ViteFast development and optimized builds
Tailwind CSSClean, utility-first responsive styling
PostgreSQLPersistent storage for AI sessions

Key Challenges

  • Designing a clear UI for multi-AI conversations
  • Maintaining logical flow between different AI responses
  • Handling async AI calls without breaking UX
  • Keeping the platform minimal yet expressive

Key Learnings

  • Architecting systems with multiple AI agents
  • Managing state for dynamic discussion threads
  • Balancing philosophy-inspired ideas with practical UX
  • Deploying full stack apps using Vercel and Render

Overview

Sabha is an AI roundtable platform inspired by the idea of collective wisdom.
Instead of relying on a single AI response, multiple AI agents participate in a structured discussion to explore ideas from different perspectives.

The platform is designed to help users observe how different models reason, agree, disagree, and refine thoughts in a focused and meaningful way.

What It Can Do

  • Enable multi-AI discussions on a single topic
  • Present responses in a clean, readable conversation flow
  • Help users compare reasoning styles instead of trusting one answer
  • Support philosophical, technical, and exploratory discussions

Why It Was Built

Sabha was built to explore how AI collaboration can improve thinking rather than replace it.
The project focuses on prompt orchestration, context control, and UI clarity so AI feels like a council of thinkers instead of a black box.

Key Learnings

  • Designing systems with multiple AI agents
  • Managing asynchronous responses without breaking conversation flow
  • Building minimal interfaces for complex ideas
  • Deploying a full-stack AI product with clean architecture

Sabha is less about fast answers and more about thoughtful exploration.