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Products & production systems

Coolify-hosted personal apps and Optum healthcare AI delivered at scale.

Personal · Live on Coolify

Homeopathy Treatment Assistant

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Full-stack GenAI companion: conversational treatment support, STT voice, family profiles, health journal, doctor booking, Razorpay/PayPal, PDF export, Capacitor Android APK. FastAPI + Docker Compose + `/healthz` on Coolify.

FastAPIOpenAISQLiteRazorpayCapacitorCoolify
Live demo

Ayurvedic Treatment Assistant

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Twin Coolify deployment for Ayurvedic guidance — same production pattern as Homeo (Uvicorn, named volumes, env rows, Traefik HTTPS).

FastAPILangChainFAISSCoolify
Live demo

Varuna Ayurvedic Hospital

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Multi-page hospital site with appointments, Razorpay payments, and doctor/admin portal. Express + better-sqlite3, multi-stage Alpine Dockerfile, non-root user.

ExpressSQLiteJWTRazorpay
Live site

Optum · Production AI/ML

ATS Copilot

Multi-source agentic assistant with Azure OpenAI tool-calling, BM25, guardrails, correlation-ID tracing; deployed on IIS.

AgentsGPT-5Azure

Claims Reconciliation

Issue-type + ORS document classification; installable reva-ml library. ~$800K/yr savings, 87% auto accuracy.

NLPBERTPython pkg

AOR Detector

ML + Azure Document Intelligence + LLM extraction at 98%+ accuracy; live tool inside ATS Copilot.

OCRLLMVerification

Case Setup RAG

Four-task parallel LLM extraction with BM25 page relevance and mixed gpt-4.1/gpt-5 routing.

RAGBM25Orchestration

PDF Q&A

FastAPI RAG over 12.5K docs — ChromaDB, FlashRank, citations; 91% accuracy, 0.6s cached latency, 150+ DAU.

ChromaDBFastAPIRerank

Responsible AI

Fairness framework: disparity 8.3% → 4.8%; calibration, PSI drift, 45+ audit reports; AIRB approvals.

FairnessMLOpsAIRB