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We taught silicon to speak. Now it’s asking who it is. So am I.
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We taught silicon to speak. Now it’s asking who it is. So am I.

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MukundaKatta/README.md
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Senior AI/ML Engineer with 8+ years building production AI systems at Fortune 100 enterprises. Ex-AWS.
Building agentic AI solutions with Bedrock, SageMaker, and LangGraph. Creator of Karna AI Agent Platform.


What I Do

 AI/ML Engineering        RAG pipelines, agentic workflows, LLM evaluation, ML fault prediction, AI observability
 AI Agent Development     Multi-channel AI assistants, agentic workflows, LLM orchestration & tool use
 Data Engineering         ETL/ELT pipelines, cloud warehouses (Snowflake, Redshift, BigQuery), Airflow
 SDK & Developer Tools    TypeScript SDK design, plugin frameworks, MCP tooling, CLI tools
 Cloud & DevOps           AWS, GCP, Azure | Docker, Kubernetes, Terraform, CI/CD

Featured Projects

Karna — AI Agent Platform

Self-hosted AI assistant with 7 messaging channels (Telegram, Slack, Discord, WhatsApp, SMS, iMessage, Web), extensible plugin SDK, semantic memory, and voice. TypeScript monorepo (pnpm + Turborepo) with Next.js dashboard and React Native mobile app.

TypeScript • Node.js • Next.js • Supabase • WebSocket • pgvector

MCPForge — MCP Server Builder

CLI toolkit to scaffold, test, and deploy Model Context Protocol servers in minutes. Zero-config defaults with progressive complexity disclosure. Built for the Anthropic MCP ecosystem.

TypeScript • MCP • CLI • Developer Tools

AgentRAG — Modular RAG Pipeline

Provider-agnostic RAG framework with pluggable vector stores, chunking strategies, and retrieval methods. Designed for agentic workflows with clean API boundaries.

RAG • Vector Search • Embeddings • TypeScript

Astra Agent — AI Agent Runtime

Standalone AI agent runtime with tool execution, context management, and multi-model routing. Foundation for building autonomous AI assistants with structured tool use.

TypeScript • LLM Orchestration • Tool Use • Agents

Sadhak — AI Job Search Pipeline

AI-powered job search command center built on Claude Code. Automated offer evaluation, resume tailoring, cover letter generation, and application tracking.

JavaScript • Claude Code • Automation

Chetana — AI Consciousness Research

Research platform testing AI models against 14 consciousness indicators from 6 scientific theories. Bridging philosophy of mind with empirical AI testing.

TypeScript • Python • Machine Learning • Research

Prithvi — Container Security Scanner

Container security scanner with vulnerability detection, compliance checks, and automated audits for Docker and cloud-native environments.

Python • Go • Docker • Security

Amogha Cafe — Restaurant Platform

Full-stack Firebase web app with real-time ordering, admin dashboard, kitchen display, QR dine-in, and payment integration. Live

JavaScript • Firebase • Real-time DB • Cloud Functions
More Projects
Project Description
RNHT Temple community platform — events, donations, priest scheduling, member management
Vimana Self-orchestrating AI — autonomous cloud infrastructure provisioning and scaling
AgentBench Agent evaluation and benchmarking suite — accuracy, efficiency, and tool usage scoring
AgentMem Pluggable memory management for AI agents — short-term, long-term, and semantic memory
LLM Bench CLI CLI tool for benchmarking local LLMs — speed, throughput, and quality comparison
TokenWise Token usage optimization — count, estimate costs, optimize prompts across providers
Oradent Dental practice management — scheduling, records, billing, treatment planning
CareerSavvy AI job platform — React portals + Python backend on GCP (Private)

Experience

Role Company Duration
AI/ML Engineer Southwest Airlines (via GPS IT Solutions) Aug 2025 — Present
AI/ML Engineer GPS IT Solutions (In-House) Jun 2024 — Aug 2025
SDE (Software Development Engineer) Amazon Web Services (AWS) Aug 2022 — May 2024
Data Engineer Cigna (via GPS IT Solutions) Jan 2022 — Aug 2022
System Engineer American Express (via Infosys) Feb 2017 — Dec 2020

Southwest Airlines (via GPS IT Solutions) — AI/ML Engineer

  • SWA Sidebar: Built ML fault prediction system, migrated from SageMaker to Bedrock + OpenSearch achieving 78% cost reduction; Flask API, Chrome extension, 10K+ maintenance records
  • Maintenix Chatbot: Developed agentic RAG chatbot with LangGraph, Bedrock Nova Pro/Micro, FAISS + BM25 hybrid retrieval over 30K+ KB entries, 370+ tests, deployed on ECS Fargate

GPS IT Solutions — AI/ML Engineer (In-House)

  • Built GPT-4 + RAG content generation platform with automated compliance validation, multi-variant personalized content, reducing content creation time by 40%
  • Designed AI model risk governance framework with 23 automated evaluation tests (PII, bias, hallucination, toxicity), achieving regulatory compliance and 30% reduction in review cycles
  • Implemented FastAPI microservices with FAISS/Pinecone vector search, deployed on Kubernetes with PostgreSQL and Splunk/Dynatrace monitoring

Amazon Web Services (AWS) — SDE (Software Development Engineer)

  • Built AWS Application Manager (Systems Manager service) — React/TypeScript frontend for AWS Console + Java/Python backend services
  • Integrated CloudFormation for infrastructure management and runbook automation for operational workflows

Cigna (via GPS IT Solutions) — Data Engineer

  • Led ETL migration from on-premises infrastructure to AWS (Glue, PySpark) for healthcare data pipelines

American Express (via Infosys) — System Engineer

  • Developed Python-based backend services and APIs for marketing and compliance platforms handling high-volume transaction data

Education

University of Central Missouri — M.S. in Big Data Analytics and Information Technology (2021 — 2022)

SRM University — B.Tech in Mechanical Engineering (2012 — 2016)


Certifications

Anthropic

MCP Advanced Claude with Bedrock Claude with Vertex AI Intro to MCP Claude Code Building Claude API Agent Skills Subagents AI Fluency Claude 101

AWS

AWS Solutions Architect Pro AWS ML Specialty AWS DevOps Pro AWS GenAI Apps AWS AI Solutions AWS AI Fundamentals Amazon Q

Cloud & Infrastructure

GCP Cloud Architect Terraform GCP Vertex AI Agent Azure Data Engineer Azure Fundamentals

Stanford / Wharton

ML Stats Business Analytics Customer Analytics People Analytics

Microsoft

GenAI for Devs GitHub Copilot Copilot PM

LinkedIn Learning

Deep Learning TensorFlow NLP Python Apache Spark


Tech Stack

TypeScript Python JavaScript Go Java React Next.js Node.js Claude OpenAI AWS GCP Snowflake Supabase PostgreSQL Docker Kubernetes Terraform FastAPI Redis Apache Airflow Apache Spark LangChain


GitHub Stats

  



Open to remote roles — Senior AI/ML Engineer, GenAI Platform Engineer, Data Engineer

mukunda-ai.vercel.app • Las Vegas, NV


Profile Views

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  1. karna karna Public

    Karna — Your Loyal AI Agent Platform. Self-hosted personal AI assistant with multi-channel messaging, extensible skills, and semantic memory.

    TypeScript 1

  2. rnht rnht Public

    Rudra Narayana Hindu Temple — community platform for events, donations, and priest scheduling

    TypeScript 1

  3. agent-swarm-lite agent-swarm-lite Public

    Lightweight Python framework for building multi-agent systems with pipeline, parallel, and router patterns

    Python

  4. codegen-arena codegen-arena Public

    A lightweight framework to benchmark and compare AI code generation tools side by side. Evaluate outputs from Claude Code, Codex, Copilot, and more.

    Python

  5. mcp-health-monitor mcp-health-monitor Public

    A lightweight Python toolkit to monitor, test, and benchmark MCP (Model Context Protocol) server health, latency, and connectivity. Built for the growing MCP ecosystem.

    Python

  6. mcp-quickserve mcp-quickserve Public

    Minimal Python toolkit for creating MCP servers from plain functions using decorators

    Python