Professional Experience

Healthcare AI platform making preventive testing tailored and accessible.

• Design adaptive AI system with multi-agent LLM orchestration and multi-layer validation across 900+ NHS records
• Architect hybrid RAG systems integrating SQL with vector search (Pinecone), delivering sub-500ms query response times
• Build model governance layers with confidence scoring and fallback logic for LLM outputs

AI consulting for education sector — RAG systems, predictive analytics, compliance automation.

• Built production RAG system with Claude API and ChromaDB achieving 93%+ accuracy
• Architected AI-first school management platform with predictive analytics for at-risk students
• Automated UK DfE compliance workflows achieving 100% regulatory compliance

ML research and cybersecurity — URL threat detection and adaptive learning systems.

• Developed ML-based URL threat detection achieving 97.8% accuracy
• Optimised data pipelines with dynamic encoding detection, reducing processing time by 35%
• Implemented adaptive learning for evolving threat patterns, improving resilience by 23%

Enterprise backend engineering — API optimisation, data pipelines, monitoring.

• Reduced API latency by 32% through Python upgrade and database schema optimisation
• Delivered 16 new features and resolved critical database query issues
• Automated data workflows with Talend and Python, saving 120 work-hours per quarter

Full-stack web application development with Django and React.

• Built responsive UI/UX with React, improving cross-device compatibility
• Developed 24 RESTful APIs with Django REST and OAuth2 authentication

Financial services — derivative trade compliance and reporting automation.

• Designed reporting automation with Excel VBA and SQL, saving 20+ minutes per task
• Maintained compliance in global derivative trades (IRD, CDS, FX, Equity)