I'm an AI engineer, systems builder, and founder of ReasonWorks AI Inc — a healthcare AI company building production-grade, HIPAA-compliant, SOC 2 audited AI infrastructure for clinics, hospitals, and healthcare organizations.

I don't just train models — I design and ship complete AI products: from raw data pipelines and LLM reasoning systems to real-time voice agents, clinical EMRs, and deployed SaaS platforms.

My background spans AI engineering, full-stack product development, and financial/accounting expertise (CA Intermediate + B.Com) — giving me a rare combination of technical depth and business fluency.

• Multi-stage AI pipelines — data → reasoning → structured clinical output
• RAG systems — vector databases (FAISS), embeddings, multi-model backends
• LLM-powered applications — OpenAI, LLaMA, Groq, Ollama, SGLang
• Real-time AI — streaming STT → LLM → TTS voice agents
• Clinical AI systems — pharmacogenomics, infectious disease, behavioral health
• Scalable backend infrastructure — FastAPI, Docker, WebSockets, Nginx, AWS
• HIPAA-compliant, SOC 2 audited production deployments

AI-native healthcare infrastructure — built for real clinical environments. www.reasonworks.ai · baljinder@reasonworks.ai · 708.573.9951

Pharmacogenomics (PGx)

• Full multi-stage pipeline: VCF → variants → star alleles → phenotype → drug recommendations
• 5,100+ clinical annotations · 2,100+ dosing recommendations
• Integrated PharmGKB, CPIC, DPWG, and FDA guidelines
• Polygenic risk scoring (schizophrenia, depression, bipolar) for proactive patient stratification

Molecular & Infectious Disease AI

• Parses PCR panels and pathogen lab results
• Maps resistance genes → treatment options
• Generates structured treatment matrices (oral vs IV, resistance scoring)

• HL7/FHIR integration with lab device bridges (LabDAQ, Crelio)
• Multi-tenant clinic architecture with per-org data isolation
• AI-assisted chart management, order entry, and clinical workflows
• Python/FastAPI backend with PHI de-identification (Microsoft Presidio)
• DICOM support for imaging workflows

• Ambient AI that listens to clinical encounters and generates structured SOAP notes
• Integrated directly into ReasonEMR workflows
• Reduces documentation burden so clinicians can focus on patients

• Streaming STT → LLM → TTS pipeline with speaker diarization
• Conversational memory for multi-turn clinical interactions
• Designed for AI receptionists and patient-facing healthcare workflows
• 3D AI avatar integration (GaussianTalker, Three.js TalkingHead) for realistic digital care experiences

• Conversation-governed behavioral health AI with clinical oversight
• Polygenic risk-stratified conversation logic (schizophrenia, bipolar, depression)
• Adaptive care pathways with escalation thresholds and clinical flagging
• Designed for psychiatric care coordination and early prodromal detection

• AI-assisted telehealth for TeleStroke, TeleNeuro, TelePsych, and primary care
• Real-time AI decision support during clinical encounters
• Integrated with ReasonEMR and ReasonVoice

• Chain-of-Thought (CoT), Tree-of-Thought (ToT), and parallel reasoning execution
• Designed for structured clinical and business decision-making systems
• Powers decision logic across ReasonShield and ReasonCare

• Built on FreeSWITCH + T.38 on private Ubuntu servers
• Zero dependency on costly SaaS eFax providers
• Integrated with ReasonEMR for direct document routing

• Conversational AI for patient engagement and intake

Chicago, IL · 2024 – Present

• Building a full-stack healthcare AI company: EMR, PGx, voice AI, telemedicine, behavioral health, and payroll.
• Leading HIPAA compliance architecture and SOC 2 Type II audit across all products.
• Deploying LLM inference (SGLang, LLaMA, OpenAI) on private GPU infrastructure.
• Managing enterprise sales, clinical integrations, and partner relationships.

New York, NY · June 2023 – August 2023

• Built scalable vector search systems using FAISS; improved retrieval performance by ~40%.
• Developed AI systems using OpenAI APIs for enhanced information retrieval.
• Reduced QA errors by 25–40% through improved question-answer pipeline design.
• Benchmarked BERT vs LLaMA2 for NLP task performance.
• Advocated for open-source models to uphold data privacy in AI development.

Multi-language code translation system (Python, Java, C++, SQL, NoSQL, and more). Supports function-level, OOP, and database-level translations. Backends: OpenAI, Groq, LLaMA3, Ollama. Handles floating-point formats (FP16, FP32, bfloat16), bash scripts, and config files.

Full Retrieval-Augmented Generation pipeline: document parsing → embedding generation → FAISS vector search → LLM response. Multi-model backend (OpenAI, Groq, Ollama). Designed for production chatbot deployments.

Conv3D model on 30-frame video sequences; achieved ~93% accuracy. Focus on temporal + spatial feature learning in low-resolution video.

Depth + RGB fusion pipeline for point cloud generation and continuous 3D mapping. Focus on accuracy and efficiency in real-time reconstruction.

CNN + reinforcement learning for autonomous Chrome Dino gameplay with state optimization.

Personalized tutoring system using LLaMA3 and Gemini with adaptive learning and user behavior modeling.

• Bank Loan Default Prediction — risk modeling with ensemble ML algorithms
• Retail Rocket Recommender System — item-based, user-based, and hybrid collaborative filtering on e-commerce behavioral data

Languages: Python · Java · PHP · SQL · Rust (learning)

AI / ML: PyTorch · TensorFlow · scikit-learn · Keras · Transformers · Reinforcement Learning · XGBoost

LLM Systems: RAG · FAISS · Embeddings · Prompt Engineering · OpenAI · LLaMA · Groq · Ollama · SGLang

Healthcare: HL7/FHIR · DICOM · PGx/CPIC · PHI De-identification · HIPAA · SOC 2

Backend & Infra: FastAPI · Docker · WebSockets · Nginx · AWS · FreeSWITCH · Ubuntu

Data & Tools: OpenCV · Spark · Hadoop · Flink · Tesseract OCR · Git

3D / Vision: 3D Gaussian Splatting · GaussianTalker · Three.js · OpenCV

• 🎓 MS in Artificial Intelligence — DePaul University, Chicago, IL (GPA: 3.5)
• 📊 CA Intermediate — The Institute of Chartered Accountants of India (GPA: 3.6)
• 💼 B.Com (Accounting, Finance & Taxation) — Gujarat University, India

• Advanced LLM reasoning systems and agentic workflows
• Real-time speech-to-speech AI for clinical environments
• High-performance systems in Rust and GPU optimization
• 3D CNN architectures and advanced computer vision
• Scalable multi-tenant healthcare AI infrastructure

• 🌐 www.reasonworks.ai
• 💼 LinkedIn
• 📧 baljinder@reasonworks.ai (work) · baljinderbedi409@gmail.com (personal)
• 📞 708.573.9951