Sunil Prakash
Enterprise AI & Platform Architecture Leader Production AI systems, governance, and trust infrastructure for regulated financial services. VP at Deutsche Bank.
Research
Trust infrastructure for multi-agent AI systems: identity, delegation, provenance, and collective reasoning.
- AIP — Verifiable delegation for AI agents across MCP and A2A · arXiv:2603.24775 ·
aip - Provenance Paradox — Why self-reported agent quality harms routing · arXiv:2603.18043 ·
ldp-research - LDP — Identity-aware protocol for multi-agent delegation · arXiv:2603.08852 ·
ldp-protocol - DCI — Structured collective reasoning with typed epistemic acts · arXiv:2603.11781
Books
Agentic AI for Serious Engineers — A practical field guide to reliable, evaluable, production-grade agent systems. 11 chapters on when to use agents and when not to, evaluation, hardening, governance, and production reality. Available on Amazon (paperback & Kindle) and free online.
Selected Repositories
| Repository | What It Does |
|---|---|
aip |
Agent Identity Protocol — verifiable, delegable identity for AI agents across MCP and A2A (Rust + Python) |
ldp-protocol |
LLM Delegate Protocol — identity-aware communication for multi-agent systems (Rust reference implementation) |
enterprise-rag-bench |
RAG patterns benchmarked for enterprise: 5 chunking strategies, 5 retrieval patterns, evaluation harness, guardrails, observability |
enterprise-genai-platform |
Reference architecture for LLM applications in banking: chain routing, prompt registry, guardrails, eval pipelines, drift monitoring |
applied-nlp-research |
Production NLP from pre-LLM to post-LLM: capsule networks, BiLSTM-CRF, transformer NER, event-driven stream processing |
ai-governance-framework |
AI governance for regulated industries: risk assessment, model lifecycle, compliance mapping, responsible AI standards |
reference-data-platform-gcp |
GCP data platform reference architecture: BigQuery, Dataflow, Composer, dbt, Data Vault 2.0 |
Background
- 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)
Writing
sunilprakash.com — Technical writing on enterprise AI, RAG patterns, data architecture, and AI governance.