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Surya-R-16/README.md

Surya · v2026.09

AI Engineer & Data Scientist. I build applied AI end-to-end — from ambiguous problem to something actually running in production. Currently: LLM pipelines and hybrid retrieval at Neoware Technology Solutions.

Changelog

v2026.09 — now

  • 🔨 LLM pipelines and hybrid retrieval systems at Neoware.
  • 🚢 The-Capsule — AI voice journal. You talk, it transcribes and finds the patterns in your life.
  • 🚢 NutriVoice — voice-first nutrition. Say what you ate, get calories and macros back.
  • 🔨 TRACKO — Android expense tracker that reads your bank SMS and categorizes spending. v1 complete: hardened parser (payee memory, income/expense detection) + full Compose UI with tests.

Earlier ships

  • 🤖 Multi-agent financial reporting (CrewAI) — three specialized agents, 5× faster reports, 40% less manual validation.
  • 🔍 Enterprise RAG engine (BM25 + vector + cross-encoder rerank) — >95% Q&A accuracy, MLflow-tracked, CI-gated eval.
  • 👁️ Real-time defect detection (YOLOv8 + OpenCV) on live manufacturing streams.

Stack

AI / LLMs — OpenAI · Anthropic · Gemini · LangChain · LlamaIndex · CrewAI ML — PyTorch · scikit-learn · Hugging Face · OpenCV · YOLOv8 Data — Pinecone · FAISS · Neo4j · PostgreSQL Engineering — Python · TypeScript · React · FastAPI · Docker · MLflow · AWS Mobile — Kotlin · Jetpack Compose

Background

MSc Data Science, Lancaster University · BE Electronics & Telecommunication. Co-author, paper on knowledge-graph-augmented retrieval.

Run

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  1. Surya-R-16 Surya-R-16 Public

    Profile README — changelog of an AI engineer