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 LLM integration, governance handbook authoring, and agentic automation — driving 40% acceleration in test automation delivery
MCP Server Development
Built winning MCP Server integrating Splunk, New Relic, and Amplitude with Claude Desktop for conversational enterprise diagnostics
Cloud Migration
Led Docker-to-AWS migration achieving 80% completion in 10 months with 30% infrastructure cost reduction
Open Banking & Integration
Transitioned 90% of aggregations from legacy screen-scraping to secure Open Banking APIs across 5 global regions
Skills
Technical competencies across the modern stack
Core Technologies
AI / LLM
Cloud & DevOps
Testing & QA
Experience
A decade of driving technical excellence
Technical Lead
Tata 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 adopted by 40+ engineers across multiple TCS accounts as a company-wide best practice
- Built Orion — a sovereign multi-agent AI orchestrator with Hexagonal Architecture, MCP protocol in Go, achieving sub-200ms query latency with zero external data exposure
- 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, reducing provisioning from weeks to under 5 minutes
- Built async Python diagnostic pipeline (FastAPI + Pydantic) that boosted automated QA test coverage by 95% and reduced MTTR from 12 hours to under 10 minutes
- Designed and delivered a Credit Matrix API proof-of-concept achieving P99 latency of 132ms, securing a multi-year bank contract
Member Technical Staff
Envestnet | 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, implementing OAuth 2.0 + mTLS security
- Transitioned 90% of aggregations from legacy screen-scraping to Open Banking APIs over a 3-year period, reducing connection failures by 65%
- Increased test coverage by 95% by converting regression test cases into end-to-end integration scenarios
- Led cross-functional coordination for FastLink 4 platform release with zero P0/P1 defects, earning the Dream Team Award
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
Awards & Recognition
TCS | Yodlee AI Hackathon Winner
2025
Built winning MCP Server solution — best enterprise-grade AI solution
Spot Award — Delivery Excellence
04/2026
Recognized for exceptional debugging automation and MTTR reduction
Dream Team Award
09/2018
Cross-functional collaboration excellence for FastLink 4 launch
Spot Awards
07/2019, 09/2020, 10/2021
Multiple recognition awards for delivery excellence
Interested in collaborating or discussing a project?