Sep 2025 – Mar 2026 · 6 mos · Bengaluru, Karnataka, India · Remote

• Architected and scaled enterprise Generative AI platforms including LLMs, RAG, agentic AI, vector search, and secure inference services across the full production lifecycle.
• Designed and deployed LLM solutions on Amazon Web Services Bedrock, implementing prompt engineering, tool/function calling, agent orchestration, and cost-optimized inference.
• Built production-grade RAG architectures with semantic search, embedding pipelines, chunking strategies, metadata filtering, and vector databases for grounded and auditable outputs.
• Developed LLM-agent virtual audit systems supporting Automotive SPICE and ISO standards compliance, automating evidence retrieval, traceability, and audit reporting.
• Led GenAI strategy aligning business, regulatory, and risk requirements with scalable architectures and LLMOps/MLOps practices.

Jun 2022 – Aug 2025 · 3 yrs 2 mos

• Led design and delivery of GenAI solutions for automotive SDLC, driving automation and improving engineering productivity and decision-making.
• Architected agentic AI systems with LLM integration, tool orchestration, and resilient fallback strategies for production-grade reliability.
• Directed LLM adaptation strategies (parameter-efficient fine-tuning, prompt optimization, evaluation pipelines) to align with domain-specific requirements.
• Owned development of edge AI solutions for driver emotion detection, optimizing models for real-time performance on constrained hardware.
• Collaborated with cross-functional teams (engineering, product, and stakeholders) to translate business needs into scalable AI architectures and deployments.

Jan 2020 – May 2022 · 2 yrs 4 mos

• Led PLM data analysis and migration for BOM/BOP datasets, improving planning process reliability through structured data workflows and validation pipelines.
• Performed large-scale data analysis and anomaly detection on complex BOM data, identifying inconsistencies and ensuring alignment with engineering specifications.
• Designed and implemented data cleansing and preprocessing pipelines, enhancing data quality, consistency, and downstream usability.
• Applied statistical analysis and rule-based/ML techniques to detect patterns, anomalies, and data integrity issues in high-dimensional engineering datasets.
• Collaborated with cross-functional engineering teams to translate domain requirements into data models, validation rules, and analytics solutions.

Nov 2007 – Dec 2019 · 12 yrs 1 mo

• Delivered assembly tooling solutions for global aerospace OEMs including Alenia Aeronautica, Lockheed Martin, Boeing, and Bombardier.
• Executed assembly process planning and work-instruction simulations for Indian Railways programs across the end-to-end design-to-manufacturing lifecycle.
• Led concept-to-detail design, including tooling design, manufacturing drawings, and cross-functional design reviews with engineering and production teams.
• Owned configuration management and BOM processes, driving engineering change management (ECN) to improve release quality and production readiness.
• Enabled process standardization and data-driven planning workflows, improving traceability and manufacturing efficiency.