GARLAPATI PRANAV SAI

Pioneered a Dynamic, Heterogeneous Knowledge Graph architecture for long-term LLM chat memory optimization. Designed a novel Agentic Knowledge Graph Construction Framework. Developed a Conditional Link Network for context-aware retrieval and created a multi-agent orchestration pipeline for automated tasks.

Pioneered a Multi-Layered Retrieval-Augmented Generation (RAG) pipeline, enhancing contextual generation accuracy and reducing LLM hallucinations. Engineered a Self-Supervised Counterfactual Sufficiency Learning mechanism using a fine-tuned Qwen 7B LLM. Architected an Adaptive Hybrid Retrieval System, achieving ~95% retrieval recall. Implemented Chain-of-Thought Reasoning for complex queries, improving nuanced answer generation.