Available for forward-deployed (AI · Data · Web3) Engagements

AI-Native Engineer · Technical Architect

Shipping Generative AI from discovery to production.

11 years turning 0→1 ideas into production systems. I embed with teams as a Forward Deployed Engineer — building governed multi-agent AI, RAG copilots over MCP, and predictive engines, and owning them end to end.

Generative AIAgentic AIRAG & LLMsForward DeployedData Engineering
11+
Years shipping production systems
5+
AI-native products delivered
5+
Early-stage startups shaped
Databricks
Certified Professional
01   What I do

Focus areas

Generative AI & Agents

Foundation models (OpenAI, Claude, Hugging Face, LLaMA) applied to governed asset agents, MCP-connected RAG copilots, and LangGraph multi-agent orchestration — with fine-tuning, guardrails, evaluation, and human-in-the-loop controls.

Data Engineering

Serverless ETL, medallion architectures, and delta pipelines over millions of records — with governance and validation built in.

Architecture & Web3

Protocol engineering, decentralized identity, and scalable backends in Go and Python — from consensus layers to serverless platforms.

02   Recent

Selected experience

Full history →

Lead AI Engineer · Contract

Forward-Deployed AI DeliveryAI-Native

Embedded with clients to ship Generative-AI products from discovery to production: governed multi-agent asset agents, a RAG Copilot over secured MCP, a predictive engine for healthcare HVAC, and a governed IT Support Copilot on Azure for multi-tenant organisations.

Generative AIRAG / MCPMulti-AgentGuardrailsAzureDatabricksAWS

Lead Data Engineer

Greenmen ConsultingAI-Native

Built the AIDLC BRD engine — a LangChain / LangGraph multi-agent system — from ideation to production, led enterprise migration to Salesforce with full governance, and shipped serverless delta loads plus a Databricks medallion architecture.

AIDLCLangGraphMulti-AgentDatabricksTeradataAWS

Product Development Head

Unibase Labs

Led an esports GameFi ecosystem from ideation to production — 400K+ decentralized IDs via Privado ID, L1 development on Avalanche Subnet and Polygon CDK, and a re-architected serverless Tezos launchpad.

GolangPolygon CDKPrivado IDCosmos SDK
03   Flagship

Selected works

All projects →
AI-Native

Governed Asset Agents

Enterprise asset-management agents that forecast failures, analyse operations, and act within policy guardrails — multi-agent, auditable, and governed by Responsible AI and human-in-the-loop controls.

Multi-AgentGuardrailsResponsible AIAnomaly DetectionDatabricks
AI-Native

Universal AI Copilot

A RAG assistant that plugs into any system through a secured MCP connection — using tool/function calling and semantic search to expose one conversational interface over scattered enterprise tools.

RAGMCPTool-CallingEmbeddingsFastAPI
AI-Native

AIDLC · BRD Multi-Agent Engine

An AI Development Life Cycle (AIDLC) engine orchestrating LangChain / LangGraph multi-agent workflows that take business requirements from ideation to production, with LLM evaluation and governed medallion data.

AIDLCLangGraphLangChainMulti-AgentLLM Evaluation
AI-Native

IT Support Copilot

A policy-driven, governed AI copilot for multi-tenant organisations — a governed agentic workflow with three-tier RAG (hybrid pgvector + BM25, RRF fusion) on Azure, grounded by content filtering and groundedness evaluation, with structured auto-escalation to IT.

RAGpgvectorAzure AI FoundryCopilot StudioGuardrails
04   Toolbox

Technical arsenal

Generative AI & Agentic
Generative AI · Foundation Models (OpenAI · Claude · Hugging Face · LLaMA) · LLMs · RAG · Hybrid Search (RRF) · pgvector · Fine-Tuning · Vector DBs · AIDLC · Multi-Agent · LangGraph · LangChain · MCP · Tool-Calling · Prompt Engineering · Embeddings · Semantic Search · Guardrails · Responsible AI · Human-in-the-Loop · LLM Evaluation · Groundedness Evaluation
Forward-Deployed Delivery
Customer-embedded delivery · Discovery · Scoping · System Design · Production Rollout · Stakeholder Collaboration · End-to-End Ownership
MLOps & AI Engineering
MLflow · Model Registry · Feature Store · FastAPI · Docker · CI/CD · Drift Detection · Model Monitoring · Computer Vision
Data Engineering
Databricks · Airflow · PySpark · AWS Glue · Delta Lake · Serverless ETL
Languages
Golang · Python · TypeScript · Solidity · Java · Dart
Web3 & Blockchain
EVM · Cosmos SDK · Polygon CDK · Privado ID · Hyperledger
Backend & APIs
FastAPI · ExpressJS · Hasura (GraphQL) · gRPC
Cloud & Infra
AWS · GCP · Azure · Azure AI Foundry · Copilot Studio · PostgreSQL/pgvector · Docker · Serverless

Let's build

Have a Generative-AI problem worth solving?

I embed with teams as a Forward Deployed Engineer — taking agentic systems and data platforms from discovery to production. Let's talk about where you're headed.