Building production AI systems — LLMs · GraphRAG · Multi-Agent · Voice · FastAPI
| Judge-Before-Gen | Vector × Graph | Zero-Drift Tools |
|---|---|---|
| Faithfulness-Gated Answers | Memgraph · FalkorDB Fusion | Deterministic Agent Arithmetic |
AI/ML engineer focused on agentic systems, hybrid retrieval, and production backends.
Currently building RAG pipelines, real-time voice agents, and graph-augmented document intelligence — with grounding and faithfulness checks wired in before generation, not after.
Open source contributor · MLOps · Available for work
Hardest builds — agentic AI, GraphRAG, voice, and production systems.
Full portfolio → aadik1ng.github.io
| # | Project | Focus | Repo |
|---|---|---|---|
| 01 | Intel-Doc | Agentic GraphRAG · LangGraph · Memgraph · judge-first grounding | → |
| 02 | Clinical Intake Agent | LiveKit voice · Whisper STT · healthcare intake slots | → |
| 03 | GraphRAG (Lease AI) | FalkorDB + ChromaDB · legal Q&A · page citations | → |
| 04 | VoiceRAG | Voice-driven RAG · spoken queries over documents | → |
| 05 | Ramy · Mortgage ADK | Google ADK · deterministic EMI/DBR tools · Groq SSE | → |
| 06 | Financial Deep Research | Autonomous multi-step financial research agent | → |
| 07 | Remote Photoplethysmography | Heart rate from video · CV + signal processing | → |
| 08 | Context-Aware Retrieval | Hybrid search · query rewriting · relevance scoring | → |
Intel-Doc — deep dive
Use case: Enterprise document Q&A with <5% hallucination target.
Architecture: Agentic LangGraph → hybrid vector + graph (Memgraph) → judge-first validation → grounded generation
Stack: LlamaIndex · LangGraph · Memgraph · LiteLLM · FastAPI · Streamlit
Clinical Intake Agent — deep dive
Use case: Dual-mode healthcare intake — text chat and real-time voice.
Architecture: FastAPI · Streamlit · LiveKit WebRTC · Whisper STT · OpenAI TTS · Azure OpenAI
Stack: FastAPI · LiveKit · Whisper · LiteLLM · Docker
GraphRAG (Lease AI) — deep dive
Use case: Multi-document lease analysis with structured extraction and cited Q&A.
Architecture: FalkorDB + ChromaDB hybrid → FastAPI → Google ADK chat
Stack: Google ADK · FalkorDB · ChromaDB · FastAPI · Docker
Building: faithfulness-gated RAG · cyclic agent loops · voice intake pipelines · graph-vector fusion
Aaditya Aaryan
aadik1ng.github.io · Turning ideas into intelligent, production-ready systems