Gerald M
Technical Lead with 10+ years of experience driving AI innovation, large-scale system integration, and cloud transformation initiatives
I translate complex business requirements into scalable technical solutions that accelerate product delivery and improve customer experience. My recent work focuses on LLM-powered automation, prompt engineering governance, and production-ready MCP Server development for unified data and observability.
LLMs & Prompt Engineering
Production integration, governance, and authored Prompt Engineering Handbook used across teams
MCP Server Development
Integrating data sources (Splunk, New Relic, Amplitude, docs) with Claude Desktop for conversational interfaces
Cloud Migration
Docker to AWS migrations across multiple data centers
Open Banking & Integration
Rollout and API migration strategies across global markets
Experience
Technical Lead
11/2022 - PresentTata Consultancy Services, Bengaluru (Client: Yodlee, Inc.)
- •Led the AI innovation initiative and won the TCS | Yodlee AI Hackathon by building an MCP Server that unified customer data from Splunk, New Relic, Amplitude and customer documents with Claude Desktop
- •Integrated LLMs into automation frameworks enabling agentic automation from natural language test cases, reducing test development time by ~70%
- •Authored a Prompt Engineering Handbook and governance guide used as the initial system prompt for LLM-powered QA
- •Directed a 6-member engineering team through system integration, automation, and functional testing for pilot products
- •Led migration of on-prem Docker infrastructure to AWS across multiple data centers — achieved ~80% migration within 10 months
Member Technical Staff
07/2015 - 11/2022Envestnet | Yodlee, Bengaluru
- •Migrated two-thirds of the global customer base to next-generation Yodlee products across US, Canada, EMEA, Australia, and India
- •Oversaw system integration testing and Open Banking rollouts across multiple regions
- •Transitioned 90% of aggregations from legacy screen-scraping to Open Banking APIs over a 3-year period
- •Increased test coverage by 95% by converting regression test cases into end-to-end integration scenarios
Awards & Recognition
TCS | Yodlee AI Hackathon Winner
2025
Built winning MCP Server solution
Dream Team Award
09/2018
Recognition for outstanding team contribution
Spot Awards
07/2019, 09/2020, 10/2021
Multiple recognition awards for excellence
Skills
Core Technologies
AI / LLM
Cloud & DevOps
Testing & QA
Education & Certifications
Master of Computer Applications
Sikkim Manipal University • 2016–2020
Bachelor of Computer Applications
Bangalore University • 2012–2015
IIT Kharagpur AI4ICPS Certificate Programme
Indian Institute of Technology Kharagpur •
Interested in collaborating or discussing a project?