From Debate to Deliberation: When Multi-Agent Reasoning Needs Structure
DCI introduces typed reasoning moves, preserved disagreements, and guaranteed convergence — with honest results on when the 62x token cost is justified.
ReadArchitect · Builder · Leader
Building production AI systems in the hardest environments.
Vice President, Cloud & Platform Architecture at Deutsche Bank. I architect and build production GenAI, NLP, and data systems — and I lead the strategy, governance, and teams that make them ship in regulated financial services.
Latest Writing
Ideas on AI governance, data architecture, and enterprise transformation.
Why Multi-Agent AI Systems Need Identity-Aware Routing
Current agent protocols treat all models as interchangeable. LDP introduces identity-aware delegation — 12x latency gains, 37% fewer tokens, and honest null results.
ReadYour ML Risk Framework Wasn't Built for GenAI. Here's What's Missing.
Why traditional model risk management fails for LLMs — hallucination policy, GenAI risk dimensions, deployment gates, and what a complete governance framework looks like.
ReadOpen Source
Selected projects.
enterprise-rag-bench
RAG patterns benchmarked for enterprise. Five chunking strategies, five retrieval patterns, evaluation harness, guardrails, and observability — built for regulated environments.
enterprise-genai-platform
Reference architecture for LLM applications in banking. Chain routing, prompt registry, guardrails, evaluation pipelines, and output drift monitoring.
applied-nlp-research
Production NLP from pre-LLM to post-LLM era. Capsule networks, BiLSTM-CRF for NER, transformer fine-tuning, and event-driven stream processing in PyTorch.
ai-governance-framework
AI governance for regulated industries. Risk classification, model lifecycle controls, EU AI Act mapping, and worked examples for credit scoring and fraud detection.
Background
Experience
- Deutsche Bank VP, Cloud & Platform Architecture — 2021–Present
- Halialabs Chief Scientist, AI & Platform Architecture — 2018–2021
- Cognizant Technology Specialist / Software Architect — 2012–2017
- Syntel Software Engineer / Project Lead — 2007–2012
Education
- PGPMAX (Executive MBA) Indian School of Business
- M.Tech, Enterprise Business Analytics National University of Singapore
- B.E., Computer Science RGTU, India
Contact
Open to leadership conversations.
If you're shaping the next stage of enterprise AI capability, data platform modernization, or technology transformation — I'd welcome the conversation.