Engineering Notes

Engineering Notes

Thoughts and Ideas on AI by Muthukrishnan

AI Agents Architect

06 Feb 2026

PROFESSIONAL SUMMARY

AI Agents Architect and Engineering Leader with 16+ years of experience specializing in designing, building, and deploying production-grade agentic AI systems at enterprise scale. Over the past two years, built and shipped a multi-agent AI platform that automates core workflows across Product Management, QA, Customer Experience, and Engineering at Sanas.ai, driving AI-generated code from 5% to 77% across the engineering organization.

Patent Holder, published author (Essential Search Algorithms), and former startup founder. Deep hands-on expertise in LangGraph, MCP, Claude API, multi-agent orchestration, and agentic SDLC tooling with a track record of moving AI from proof-of-concept to production infrastructure.


CORE COMPETENCIES

Agentic AI & Architecture

Engineering Leadership

Technical Stack

AI Platform & Tooling


PRODUCTION AI AGENTS BUILT & DEPLOYED

Six AI agents currently in production at Sanas.ai, spanning the full SDLC:


WORK HISTORY

AI Agents Architect and Engineering Leader, Sanas.ai

2024 to Present

AI Agents Platform

Platform & Infrastructure

Leadership & Process


Engineering Leader & Principal Engineer, Whatfix

2017 to 2024

Led engineering initiatives across multiple roles, growing the Desktop product from MVP to $2M revenue over three years. Managed a team of 12 engineers across 3 products.

Key Achievements


Software Engineer (Individual Contributor & Founder), Huawei / NextGen Healthcare / Vidyartha / Webzeest

2010 to 2017

Built foundational expertise across full-stack development, system architecture, and product engineering. Founded and developed webzeest.com blogging platform. Delivered solutions in telecom, healthcare APIs, and browser extensions. Gained early startup experience across product development, UX, and go-to-market strategy.


OPEN SOURCE & NOTABLE PROJECTS


PATENTS

  1. 18060,274: Processing Techniques for Fast and Accurate Identification of Application Screens Using OCR
  2. 18/307,280: Cross-Application Walkthrough Guides (Desktop-to-Desktop, Desktop-to-Browser, Browser-to-Desktop)
  3. 18478,379: System and Method for Detecting a Change in Context of an Application
  4. 18/454,118: System and Method for Detecting a Change in Context of an Application Using Subsections
  5. 18/398,544: System and Method of Creating a Shadow Representation of the UI for Faster Element Retrieval

PUBLICATIONS

Essential Search Algorithms — Published Author

Comprehensive technical book covering 40+ search algorithms across 7 categories — AI search, graph algorithms, and text matching — with practical Python implementations, visualizations, and real-world applications. Covers A*, Monte Carlo Tree Search, Ant Colony Optimization, and more.


EDUCATION

Bachelor of Engineering in Computer Science | First Class Distinction, CGPA 9.0 | 2010 Vishweshwaraya Technical University