Professional Focus
Acting AI architect for enterprise solutions with 18 years in software engineering, the last 2+ in enterprise agentic AI in a regulated payments environment.
I create and architect the platforms engineering teams use to run AI agents. I write code in Python and TypeScript, set architecture standards and guardrails, and train the teams that adopt them.
Core Expertise
Agentic AI Architecture
Multi-agent orchestration, planning, agent memory, tool calling, MCP, A2A, human-in-the-loop decision gates, isolated agent workspaces
LLM Engineering
RAG with hybrid retrieval, context engineering, spec-driven development, evaluation of agents and skills; OpenAI, Anthropic Claude, LiteLLM, local models
Standards & Guardrails
Secure-by-default reference architectures, contract-first release gates, audit trails, OIDC/JWT security, reusable patterns for platform teams
Software & Cloud Engineering
Python, TypeScript, clean architecture, automated testing, AWS, Docker, Kubernetes, Helm, GitLab CI, OpenTelemetry
Enterprise Agentic AI Platforms
Governed Autonomous Delivery Platform
Creator and chief architect. A multi-agent pipeline from intake to a reviewed merge request with human decision gates, isolated workspaces, immutable approvals, and no auto-merge or auto-deploy. In pilot.
AI SDLC Framework and CLI
Creator and architect. An agent-agnostic framework for Claude Code, Codex, and Copilot: governed onboarding, project knowledge, skills, subagents, and local-first code intelligence.
Enterprise MCP SDK
Creator and architect. One secure-by-default MCP server shape with mandatory JWT auth, rate limiting, SSRF-safe allowlists, a scaffold generator, and a compliance checker as a release gate.
AI Capability Assurance Platform
Creator and architect. Contract-first quality and security gates for skills, agents, and MCP servers, with offline static checks and a separate LLM-based evaluation mode.
Experience
Senior Application Analyst
Fiserv (FirstData GmbH), Bad Homburg
January 2021 - Present
- Architect and lead engineer for the internal AI platforms above, from problem definition and architecture to implementation, documentation, and team onboarding
- Built AI agents and MCP integrations for GitLab, Jira, ServiceNow, and SQL Server, including an AI merge request reviewer and a change-request evaluator
- Founded and run the internal AI engineering academy, with regular sessions and workshops
- Built a predictive scoring pipeline with XGBoost on Snowflake
- Led the AWS migration of 3 on-premises applications, reducing downtime by 80%
- Improved CI/CD pipelines with Docker and ArgoCD, reducing deployment time by 30%
Senior Consultant
CGI Deutschland GmbH, Frankfurt
June 2016 - December 2020
- Designed and implemented automated train planning solutions for Deutsche Bahn, improving operational efficiency by 30%
- Analysed scheduling algorithms with Python and improved system accuracy by 20%
- Member of the AWS Cloud Community of Practice, advising on cloud adoption
IT Consultant
Capgemini GmbH, Frankfurt & India
July 2011 - May 2016
- Led the SEPA compliance implementation across 22 applications
- Directed a team of 10 engineers and acted as liaison between business stakeholders and IT
Software Engineer
iGate India & Vicisoft
August 2008 - June 2011
- Led a team of 3 porting CT-scan products from UNIX to Windows; developed product modules in Visual C++
Open Source & Writing
- subagent-evals: an open-source quality index for markdown-defined AI agents across Claude Code, Codex, GitHub Copilot, Cursor, and Windsurf
- Tutorial tracks on LangGraph, LLM systems, GenAI, and enterprise RAG
- Field guide on agent harnesses, eval generation, regression gating, and drift
Education & Certifications
Post Graduate Diploma
Machine Learning and Artificial Intelligence
NIT Warangal, India
Master of Computer Applications
M.C.A. (equivalent to M.Sc. in Germany)
Bachelor of Science
Electronics (equivalent to B.Sc. in Germany)
Professional Certifications
- TOGAF EA Foundation & Practitioner
- AWS Certified Solution Architect Associate
- Docker Certified
Technical Skills
Agentic AI & LLM
MCP, A2A, tool calling, RAG, evaluation, OpenAI and Anthropic SDKs, LangChain, LangGraph, Google ADK, OpenAI, Anthropic Claude, LiteLLM, Hugging Face
Programming
Python, TypeScript, C#/.NET Core, Go, Kotlin, FastAPI, React, Angular
Databases
PostgreSQL, SQL Server, MySQL, Qdrant, Redis, Snowflake
Cloud & DevOps
AWS (EC2, RDS, S3), Docker, Kubernetes, Helm, GitLab CI, ArgoCD, OpenTelemetry, Prometheus