AI ENGINEER · DATA SCIENTIST · EST. OUTPUT: PRODUCTION
SURYA
REDDY

I build and ship production AI — LLMs, RAG, agents, machine learning. Day job: pipelines @ Neoware. After hours: voice-first apps.

GITHUB ↗ LINKEDIN ↗ EMAIL ↗ X ↗
FIG.00 — FIELD OPERATOR
Pixel-art engineer at work on a laptop
FIELD SIGNAL // 001

    

    
field operator, on duty

  








  

    
    
    
    
PATH
So far

    

      
NOWLLM pipelines @ NeowareHybrid retrieval, production LLM.

      
→CrewAI finance5× faster reports.

      
→RAG >95%CI-gated eval.

      
→YOLOv8 defectsLive factory streams.

      
→MSc Lancaster '24BE E&TC '22.

    

  

  

    
01
Work

    
THE-CAPSULE● LIVE

      
AI voice journal — speak, it transcribes, finds your patterns. Gemini, on-device.

      
TYPESCRIPT / GEMINI / PWA

    
NUTRIVOICE● LIVE

      
Voice-first nutrition — say what you ate, get macros. React 19, local-first.

      
REACT / VITE / GEMINI

    
TRACKO● V1 DONE

      
Android expenses from bank SMS — payee memory, Compose UI, tested.

      
KOTLIN / COMPOSE / ROOM

    
ENTERPRISE RAG>95% Q&A

      
BM25 + vector + cross-encoder rerank over enterprise corpora. MLflow, CI-gated.

      
LANGCHAIN / PINECONE / FAISS / OPENAI

    
CREWAI FINANCE5× FASTER

      
Researcher/Analyst/Compiler agents → finished reports. −40% validation.

      
CREWAI / PYTHON / SQL

  

  

    
04
Stack

    
LLMS
OpenAI · Anthropic · Gemini

    
AGENTS
LangChain · LlamaIndex · CrewAI

    
ML
PyTorch · sklearn · HF · YOLOv8

    
DATA
Pinecone · FAISS · Neo4j · PG

    
ENG
Python · TS · React · FastAPI · Docker

    
MOBILE
Kotlin · Compose