Amruth Kumar M

Python, FastAPI, LangChain, ChromaDB, PyTorch. Specialized in RAG pipelines, Hybrid Search (BM25+Dense+RRF), Cross-Encoders, Surya OCR, and LLM evaluation (RAGAS).

Agentic AI frameworks, transformer internals, and advanced RAG evaluation (RAGAS). Currently exploring self-reflection loops for LLMs and low-resource NLP for Indic languages.

A grounded RAG + voice agent for Kannada literature (0.92 RAGAS faithfulness) and writing the "Demo ≠ Production" engineering blog series on Dev.to about applied LLM systems.

🟢 Open to Work: Actively interviewing for AI/ML Engineering roles. Also happy to chat about RAG architectures, LLM evals, hybrid search math, or low-resource NLP. Let's build!