AI Product Engineer × Medical AI Researcher
HuzefaNalkheda Wala
Building production-scale AI systems at CleverFlow, where I work on Ruby CRM — an AI-powered real-estate CRM for the UAE/GCC. Creator of MedGenius LLaMA-3.2B & DoctorAI-8B and a 76K Medical Intelligence Dataset. Specialising in LLMs, RAG, LLM observability, computer vision and healthcare AI — with a registered medical-device design and an AI certification from IIT Ropar.
The short version
I build production AI that ships — end-to-end from dataset → model → API → deployment — and I care about doing it for work that actually matters, especially in healthcare.
I'm an AI Product Engineer at CleverFlow (Hybrid, India / UAE), working as an AI & full-stack engineer on Ruby CRM — an AI-powered real-estate CRM for the UAE/GCC — building agentic CRM automation, an LLM observability & analytics platform, document and email intelligence, and multimodal OCR. As the creator of MedGenius LLaMA-3.2B, DoctorAI-8B and a 76K Medical Intelligence Dataset, I'm focused on advancing healthcare through AI. I'm a co-inventor on a registered medical-device design and completed IIT Ropar's Major Certification in Artificial Intelligence.
Selected Work
Systems I've shipped
Production AI at CleverFlow, research projects and open-source releases.
CleverFlow · Flagship Platform
Ruby CRM
Full-stack work across the whole product — Django backend, Next.js frontend, marketing site and analytics — for an AI-powered real-estate CRM serving UAE/GCC agencies. Spanning data model to deployment, with PropertyFinder / Bayut lead automation and live product analytics.
CleverFlow · Platform
LLM Observability & Analytics
Architected an OpenRouter OTLP trace-ingestion pipeline with dashboards for LLM calls, prompt-template matching, AI Insights reports and DAU/WAU/MAU product analytics.
CleverFlow · Agentic Automation
Ruby AI Agent
Agentic CRM automation — lead qualification, AI follow-ups, and call transcription + summarisation, with WhatsApp/WAHA integration and SSE real-time eventing.
CleverFlow · Production RAG
Email Intelligence — Anastasia
Production RAG pipeline — Qdrant multi-vector indexing, hybrid semantic search, conversation threading and Redis caching — plus an Electron desktop app with auto-updates.
CleverFlow · Production
Document Intelligence API
FastAPI + CV + LLM pipeline parsing UAE government documents (IDs, title deeds, licenses) with production-grade accuracy and monitoring.
CleverFlow
Multi-Model OCR
Invoice / identity extraction API with vision-model routing (Gemini / Grok / Qwen), VAT-number parsing, image compression and validation logic.
CleverFlow
Multilingual Transcription
Audio transcription + summarisation for Dubai real-estate calls in English, Arabic, Hindi and Urdu — on Gemini via OpenRouter, at a fraction of incumbent cost.
CleverFlow · Web & CMS
Marketing Sites & CMS
Ruby & Solis real-estate marketing sites — blog/CMS (Prisma / Tiptap), SEO & JSON-LD architecture, lead-magnet pipelines, S3/WebP media and PropertyFinder integrations.
Technical Expertise
End-to-end AI product development
From dataset curation to production deployment.
LLMs & Retrieval
- LLaMA, LoRA/QLoRA fine-tuning
- RAG systems, BGE embeddings
- SentenceTransformers
- Faiss, Qdrant vector databases
- Multi-vector indexing
LLM Observability
- OpenTelemetry / OTLP trace ingestion
- Prompt-template matching
- AI Insights reporting
- Usage analytics (DAU/WAU/MAU)
- OpenRouter instrumentation
Multimodal & CV
- OCR pipelines, vision-model routing
- Floor-plan analysis
- Image preprocessing
- OpenCV, structured extraction
- Document & invoice parsing
Backend & API
- FastAPI, Django, Node.js
- TypeScript, Python
- Redis, PostgreSQL
- SSE / WebSockets
- JWT / OAuth2 authentication
Frontend & Infra
- Next.js, React, Prisma, Tiptap
- Electron & Android clients
- Docker, CI/CD pipelines
- Railway, S3 cloud storage
- Monitoring & health checks
Healthcare AI
- Medical data curation (76K+ records)
- Medical LLMs — MedGenius, DoctorAI
- Healthcare NLP, Medical Q&A
- Patient-doctor dialogue AI
- IoT medical devices
Research & Open Source
Models, datasets & open science
Open Models · Hugging Face
MedGenius LLaMA-3.2B & DoctorAI-8B
Open fine-tuned medical models (LoRA/QLoRA, GGUF) for diagnostics, education and telemedicine — patient-doctor dialogue and medical Q&A, released openly.
2026 Edition · Kaggle & Hugging Face
Medical Intelligence Dataset — 76K
76,000 source-traceable healthcare records — diseases, treatments, FDA drug labels and clinical dialogues — adopted by the community.
Published npm Toolkit
claude-code-optimizer
A toolkit for Claude Code — 25 skills, 13 hooks, persistent memory, an auto-updater and token-optimization defaults.
Publication · Dec 2024
Byte Latent Transformer (BLT)
Analysis of Meta's tokenization-free architecture — dynamic entropy-based patching and its implications for multilingual AI.
Publication · Nov 2024
DeepSeek v2.5
Evaluation of DeepSeek's Mixture-of-Experts architecture (236B total / 21B active) and cost-efficient inference.
Registered Design · 375474-001 · 2022
PHMS Medical Device
Co-inventor on a registered low-cost wearable design for real-time vital monitoring (ECG, SpO₂, temperature, pulse, BP) — Govt. of India.
Professional Journey
Where I've worked
Nov 2024 — Present
AI Product Engineer
CleverFlow — Ruby CRM · Hybrid (India / UAE)
AI & full-stack engineer building Ruby CRM, an AI-powered real-estate CRM for the UAE/GCC — agentic automation, LLM observability, document & email intelligence and multimodal OCR. 1,400+ commits (2025) across 30+ repositories.
Jan 2024 — Oct 2024
Creator & Engineer
MedGenius Project · Remote
Architected an open healthcare-AI stack: MedGenius LLaMA-3.2B (LoRA/QLoRA), the 76K Medical Intelligence Dataset (2026 Edition), and a co-invented registered medical-device design.
Mar 2024 — Jun 2024
Software Developer
RailWorld India Pvt. Ltd. · Indore, India
Built internal automation tools and system dashboards with modern full-stack practices; led a collaborative team project.
Jan 2024 — Feb 2024
Growth Strategist Intern
Growth Theory · Mumbai, India
Drove digital strategy initiatives, growth experiments and campaign execution.
Education & Recognition
Learning & honours
IIT Ropar · Aug 2024 — Feb 2026 · Completed
Major Certification in Artificial Intelligence
Coursework across LLMs, RAG systems, TinyML, reinforcement learning, computer vision, NLP and prompt engineering.
Parul University · 2019 — Apr 2023 · Grade 7.20/10
B.Tech, Information Technology
1st place at the Vadodara Startup Fest with the PHMS medical-device project — among 250+ startups and 25K+ participants.
2022 · 1st Rank
Vadodara Startup Fest
1st place among 250+ startups (25K+ participants) with a PHMS medical-device innovation.
Community Impact
Open Source & Outreach
45+ GitHub repositories, 5 open models on Hugging Face, and 3K+ LinkedIn followers through technical writing and developer outreach.
Get in Touch
Let's build something meaningful
Open to AI engineering roles, research collaborations and consulting.