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an Autonomous Research Lab an LLM-powered system that…

by Aayush Kumbharkar

Score 5.0

What they're building

I’m building an Autonomous Research Lab an LLM-powered system that produces grounded, verifiable answers instead of hallucinated outputs. It combines hybrid retrieval (semantic + keyword search) with validation layers and citation generation, ensuring every response is backed by real sources. The system is designed to improve trust, auditability, and reliability in AI-generated content. Beyond Q&A, I’m extending it into a multi-agent workflow platform where agents can: retrieve and validate information collaborate on research tasks generate structured insights with citations The goal is to move from “chatbots that sound right” to systems that can prove they’re right.