---

About Me

I build production-grade AI systems at the intersection of Life Sciences, Mathematics, and Computational Intelligence — turning complex domain problems into clean, tested, deployable software.

• Life Sciences focus — GxP manufacturing automation, regulatory AI, clinical informatics, pharma knowledge graphs, digital twins
• Computational intelligence — neuro-symbolic reasoning, theorem proving, neurodynamics, cognitive modeling, quantum-classical hybrid systems
• Applied AI — RAG pipelines, NLP, ML imaging, RL agents, graph neural networks
• Engineering discipline — every project ships with a full test suite (pytest), CI/CD (GitHub Actions), REST API, and Docker support

---

Tech Stack

Languages & Core

AI / ML / NLP

Web & APIs

Quality & Infrastructure

Pharma / Regulatory

---

Featured Projects

🧬 Life Sciences & GxP Manufacturing

Project	Description	Tests
Digital Thread Builder	End-to-end knowledge graph connecting R&D through GMP manufacturing. 28 nodes, 35+ edges, ICH Q10 compliance checker, REST API, traceability engine
GxP AI Governance	Flask platform for pharma AI validation — risk classification, 21 CFR Part 11 audit trails, bias detection, CAPA workflows
Manufacturing Digital Twin	Real-time GMP manufacturing digital twin with process simulation and KPI monitoring
Audit Report Generator	Auto-generates structured GxP/regulatory audit reports — GMP, ISO 13485, EU GMP — with compliance scoring, CAPA tracking, and AI-written narratives
Hepatic Steatosis Imaging	ML imaging pipeline for liver fat quantification using radiomics and deep learning
DOE Optimization Assistant	Design of experiments engine for biopharma process optimization — RSM, factorial, Plackett-Burman
Batch Scheduling Optimizer	Mixed-integer scheduling for multi-product GMP campaigns with capacity and constraint modeling
CPP/CQA Modeler	ICH Q8 critical process parameter and critical quality attribute risk modeling platform

---

🧠 Computational Intelligence & Neuro-Symbolic AI

Project	Description	Tests
Neurodynamics & Cognitive Modeling	Research platform: 8 neuron models (LIF, HH, AdEx, Izhikevich), brain connectivity, cognitive digital twins, disease models (Alzheimer's, Parkinson's, Epilepsy), multi-agent brain simulation
Automated Theorem Proving (ATP+ITP)	Neuro-symbolic theorem proving platform — 12 specialized agents (PFC, hippocampus, BG, thalamus + math domain agents), interactive proof assistant
Quantum Agent	Neural network bridge between classical and quantum computing — quantum circuit simulation meets neural RL
Algorithmic AI Discovery	Neuro-symbolic engine for mathematical discovery — conjecture generation, pattern recognition across mathematical domains
Mathematical Philosophy & Appraisals	AI-powered mathematical intuition engine — predicts conjecture fruitfulness, finds research gaps, bridges 16 mathematical domains

---

📊 Applied AI & Analytics

Project	Description	Tests
Legal Research via RAG	Retrieval-Augmented Generation pipeline for legal research — case law, statute retrieval, citation graph
Dynamic Tax Loss Harvesting Engine	IRS-compliant tax optimization engine — wash-sale detection, ST/LT classification, carryforward math, 50-ticker replacement map
Win/Loss Analyzer	NLP-driven competitive intelligence for B2B pharma/CDMO sales — TF-IDF theme extraction, CRM connectors
Outreach Personalizer	AI-driven personalized outreach platform — prospect profiling, message generation, A/B scoring
RFI Semantic Matcher	Semantic search engine for RFI/RFP matching — embedding-based retrieval, capability scoring
Revenue Reconciliation	Automated revenue reconciliation engine for multi-source financial data with discrepancy detection

---

Domain Expertise

Life Sciences / Pharma          ████████████████████  GMP, GxP, CMC, ICH Q8-Q12, CAPA
Computational Neuroscience      ██████████████░░░░░░  Neural ODEs, spiking networks, cognitive models
Neuro-Symbolic AI               █████████████░░░░░░░  Theorem proving, logic, knowledge graphs
Applied ML / NLP                ████████████████░░░░  RAG, classification, imaging, NLP pipelines
Financial Analytics             ██████████░░░░░░░░░░  Tax optimization, revenue, portfolio analytics
Legal / Regulatory AI           ████████░░░░░░░░░░░░  RAG, case outcome prediction, clause extraction

---

GitHub Stats

---

What I'm Building

• Digital Thread platforms — end-to-end traceability systems connecting R&D artifacts through GMP batch records and regulatory submissions
• Neuro-symbolic reasoning engines — systems that combine neural learning with symbolic logic for explainable, verifiable AI
• Clinical & manufacturing intelligence — AI tools that operate inside regulated environments with full audit trails and GxP compliance

---

Building at the edge of AI × Life Sciences × Mathematics