Gen AI Architect at Capital Group (Contract)

Designing secure document intelligence and signal extraction systems for investment banking and asset management workflows, converting unstructured financial documents and conversational data into validated structured outputs. Built extraction pipelines using LangExtract with custom model providers, schema validation, and provider abstraction for controlled LLM integration in a secure enterprise environment. Implemented topic modelling and context engineering (BERTopic and LiSA) to create semantic chunks, embeddings, and topic signals across meeting transcripts and internal documents. Designed AWS AgentCore and Terraform deployment architecture with Helix ecosystem integration and PostgreSQL/pgvector provisioning. Added Azure AI Foundry / Azure OpenAI platform experience including Foundry resource patterns, quota justification, model deployment flow planning, and enterprise LLM access mapping via Azure API Management / AI Gateway with managed identity, Azure RBAC, Key Vault, and diagno

AI Systems Architect at Cognitive Videos Limited

Led a greenfield build of an AI-powered document-to-video and document intelligence platform from architecture to production, including 6 microservices and 111 REST API endpoints. Engineered multimodal document ingestion combining Google Document AI OCR/layout parsing, PubLayNet-trained DIT/Detectron2 layout detection, and PaddleOCR to extract text, tables, figures, titles, and list regions with confidence-scored bounding boxes. Designed universal document schemas in Pydantic to normalize OCR/layout outputs into sections, key-value pairs, tables, contact data, and bounding-box annotated content blocks for downstream RAG and agent workflows. Built LangGraph document analysis agents using AWS Bedrock Claude to extract entities, numeric data, coverage terms, exclusions, and claim procedures with source-page grounding and validation. Created an evaluation and ground-truth pipeline using PostgreSQL/pgvector for dynamic few-shot retrieval, quality scoring, golden example comparison, and regr

Senior Software Engineer at Sky Labs

Led connectivity engineering across the Sky Glass/Sky Live connected device ecosystem, delivering production releases to approximately 10 million devices worldwide. Improved connection success rate by 45% using instrumentation, failure-pattern analysis, and hardened recovery logic with iterative testing. Delivered staged rollouts with canary releases and rollback procedures, applying release discipline relevant to ML pipeline and model deployment operations.

AI Engineer at Okko Health

Developed real-time computer vision inference pipelines for facial movement detection and tracking, optimizing model latency for production deployment. Implemented MediaPipe tensor pipelines for eye/eyeball movement tracking on camera feeds, demonstrating multimodal signal processing and model optimization experience.

Senior Software Engineer at Oxford Immune Algorithmics

Built on-device AI model integration on Qualcomm chipset with AOSP for image quality enhancement, including model deployment, inference optimization, and hardware integration.

Senior Specialist at Tata Elxsi Limited

Architected and delivered high-throughput data processing applications across platforms, coordinating teams on pipeline performance and real-time processing requirements. Managed engineering teams and stakeholder relationships, driving technical decisions across concurrent delivery streams.