Muthu Thavamani — AI-Native Engineer & Technical Architect

AI-Native

Governed Asset Agents

Enterprise Asset Management

Predict, Analyse, Act

A multi-agent system for Enterprise Asset Management that forecasts failures via anomaly detection, analyses operational data, and takes action within policy guardrails.

Responsible AI & Guardrails

Every agent decision runs inside a governance layer with Responsible AI controls and human-in-the-loop review, keeping autonomous actions auditable, safe, and compliant.

Enterprise Data Backbone

Grounded on enterprise data across Databricks, Teradata, and DynamoDB for reliable, context-aware reasoning.

Tech Stack

PythonMulti-Agent AIGuardrailsResponsible AIHuman-in-the-LoopAnomaly DetectionDatabricksTeradataDynamoDBAWS

AI-Native

Universal AI Copilot

MCP-Connected Assistant

RAG Over Any System

A RAG Copilot that connects to any system through a secured Model Context Protocol (MCP) link, using tool/function calling and semantic search to expose a single conversational interface over scattered tools.

Secured MCP Connections

Designed the MCP integration layer with security and access control first, so the copilot can act across systems without over-permissioning.

LLM Document Parser

Paired with an LLM document parser that uses embeddings and RAG to turn unstructured enterprise documents into usable, structured data.

Tech Stack

PythonLLMsRAGMCPTool-CallingEmbeddingsSemantic SearchFastAPIReactJSAWS

AI-Native

AIDLC · BRD Multi-Agent Engine

AI Development Life Cycle

AIDLC Ideation to Delivery

Designed and delivered the AIDLC (AI Development Life Cycle) BRD engine end to end, from concept through to a successful production rollout.

LangChain / LangGraph Orchestration

Coordinated specialized agents with LangChain and LangGraph to automate business requirement document workflows, with LLM evaluation and prompt engineering reducing manual effort across the pipeline.

Data Governance Built In

Integrated with medallion-architecture data (Bronze/Silver/Gold) on Databricks to keep agent outputs grounded and governed.

Tech Stack

PythonAIDLCLangChainLangGraphMulti-Agent AILLM EvaluationDatabricksPySparkAWS

AI-Native

IT Support Copilot

Governed · Multi-Tenant

Governed Agentic Workflow

A policy-driven copilot that acknowledges, asks one clarifying question, delivers up to five cited steps, and hard-stops to escalate when confidence is low — it never guesses, with strict prohibitions on privileged actions and sensitive data.

Three-Tier RAG on Azure

Retrieval cascades local → shared → vendor knowledge tiers, using hybrid search (pgvector HNSW + PostgreSQL BM25 fused with RRF) and a 0.70 confidence gate that escalates rather than answer poorly.

Grounded & Multi-Tenant

Built on Copilot Studio and Azure AI Foundry (GPT-4o) with content filtering, groundedness evaluation, and per-tenant isolation — all data staying inside the tenant boundary.

Tech Stack

Azure AI FoundryCopilot StudioRAGpgvectorHybrid Search (RRF)Azure Functions (Python)Power AutomateEntra IDGroundedness Evaluation

Web3 & Ventures

Crypit.app

Crypto Super App

A comprehensive "super app" ecosystem to simplify crypto interactions, with a unified dashboard for asset tracking and DeFi exploration.

User-Centric Web3 UX

Abstracted complex blockchain interactions into a seamless web interface to lower the entry barrier for non-technical users.

Full-Stack Development

Managed the end-to-end lifecycle from UI/UX design to the integration of decentralized backend services.

Tech Stack

ReactJSWeb3.js/Ethers.jsNodeJSAPI IntegrationNetlify

Web3 & Ventures

3suite

Multi-Chain Utility Suite

Token Operations Engine

A specialized toolset for token management, including high-efficiency "Token Multi-Sender" and automated airdrop distribution modules.

Cross-Chain Minting

A "Mint Token" service compatible with multiple EVM chains, letting users deploy custom tokens without writing code.

Protocol Efficiency

Optimized smart contract calls to minimize gas fees during bulk transactions for cost-effective token distributions.

Tech Stack

SolidityHardHatReactJSEVM (EthereumPolygonBSC)OpenZeppelin

Web3 & Ventures

NFT Marketplace

3suite Ecosystem

Marketplace Architecture

A decentralized NFT marketplace for browsing, minting, and trading digital assets.

Smart Contract Logic

Implemented the core trading engine in Solidity, handling royalties, bidding logic, and secure ownership transfers.

IPFS Integration

Leveraged decentralized storage for NFT metadata and assets to ensure data permanence and censorship resistance.

Tech Stack

SolidityEthers.jsIPFSReactJSTailwind CSS

Web3 & Ventures

Unique Foods

Quick-Commerce Mobile App

Local Delivery Ecosystem

A high-performance Flutter application for a local quick-commerce startup, facilitating real-time food and grocery ordering.

Scalable User Base

Scaled the platform to over 5,000 active users, ensuring app stability and fast load times during peak hours.

Real-time Logistics

Integrated location-based services and push notifications to track orders from the local merchant to the doorstep.

Tech Stack

Flutter (Dart)Firebase (Firestore & Auth)Google Maps APICloud Functions

Entrepreneur mindset

Beyond technical depth, I bring an entrepreneurial mindset to every project — identifying market opportunities, architecting scalable solutions, and driving products from concept to market. Whether building AI-native platforms, Web3 infrastructure, or mobile apps, I combine deep technical knowledge with business acumen to ship impactful solutions.