Available for new projects

Hi, I'm Sushil. I build conversational AI.

> Contact Center Engineer

I design enterprise-grade conversational IVR on Amazon Connect, Lex V2, Lambda and Bedrock Agents — shipping self-service that banks and their customers actually trust.

sushil@aws — ivr-shell
Sushil Kumar

Who am I

Engineering conversations that scale

I'm Sushil Kumar, a Contact Center Engineer and Senior Associate at Cognizant with 5+ years designing and delivering enterprise-grade IVR systems for large-scale banking and financial services.

I specialise in Amazon Connect, Lex V2, AWS Lambda and Amazon Bedrock Agents — building end-to-end conversational IVR that hit an 82% speech-recognition rate and 60% containment on critical payment features. I've led a team of 5 engineers and mentored 50+ associates through the Connect Academy initiative.

NIT Raipur graduate (B.Tech, Mechanical). Python is my primary language, Rust my secondary. Off the clock, you'll find me playing chess.

Amazon ConnectLex V2AWS LambdaBedrock AgentsPythonRustDynamoDBNLU Design
0+
Years experience
0+
Lex V2 bots shipped
0%
Speech recognition
0%
IVR containment

What I do

Services & expertise

End-to-end conversational IVR — from NLU and contact-flow design to the Lambda code that powers it. Everything below runs in production banking environments today.

Amazon Connect

Amazon Connect

01

5+ years designing end-to-end IVR contact flows for enterprise banking. Led Wealth Management, Retail Payment Services & 24/7 Banking delivery, managing a team of 5 engineers from requirement analysis through production.

Contact FlowsTeam LeadBanking IVR
Amazon Lex V2

Amazon Lex V2

02

Architected 30+ Lex V2 bots for banking IVR, achieving an 82% speech recognition rate. Expertise in NLU design, custom vocabulary, threshold-based confirmation, and complex bots — NLU Main Menu, Mobile Push Authentication, Stocks Info.

NLU DesignCustom Vocabulary82% Recognition
AWS Lambda

AWS Lambda

03

Engineered Python Lambda codehooks for Connect & Lex — user authentication, DynamoDB integration, data validation, and async API calls. Async Lambda implementation helped boost IVR containment to 60% on critical payment features.

PythonDynamoDBAsync APIs
Connect AI Agent

Connect AI Agent

04

Architected IVR self-service orchestration AI Agents for features like Credit Card Payments and IT Helpdesk to provide real-time generative AI assistance and automate self-service workflows using integrated knowledge bases and backend tools.

BedrockKnowledge BasesOrchestration
Python

Python

05

Primary language for all IVR codehook development — clean, testable Lambda functions for slot validation, API orchestration, DynamoDB reads/writes, and AWS service integrations across 30+ production bots.

LambdaSlot ValidationTesting

Selected work

Projects

A mix of enterprise IVR delivery and things I build for the fun of it.

IVR Wealth Management IVR

Wealth Management IVR

Enterprise IVR cloud migration to AWS — Amazon Connect, Lex V2 & Lambda. Led full delivery: requirement analysis, contact flow design, sprint planning & cross-team coordination.

Amazon ConnectLex V2Lambda
IVR Retail Payment Services

Retail Payment Services

Credit card IVR with NLU Main Menu & async Lambda — boosted speech recognition to 82% and IVR containment to 60% for critical payment flows.

82% Recognition60% ContainmentNLU

Writing

From the blog

Notes on Amazon Connect, Lex, Python and whatever I'm learning.

August 2026 10 min read
Cloud FormationDevOpsAWS

CloudFormation, Without the Fog: My Journey from Console Clicks to Infrastructure as Code

A practical guide to AWS CloudFormation, stacks, templates, resources, parameters, outputs, intrinsic functions, and how it fits with Boto3.

Read article
August 2026 12 min read
VimVS CodeProductivity

Vim in VS Code: The Setup That Doubled My Editing Speed

A practical guide to using the VSCodeVim extension inside VS Code — modal editing, leader keys, custom keybindings, and the exact settings.json and keybindings.json I use every day.

Read article
May 2026 16 min read
PythonVirtual EnvironmentUV

Python Virtual Environments & UV: The Complete Guide

A deep dive into Python virtual environments — professional dependency management.

Read article
May 2026 6 min read
CareerResumeJob Search

The Resume Checklist That Gets You Interviews

The checklist to make every bullet count — no buzzwords, no fluff, just what actually gets you the callback.

Read article
May 2026 11 min read
Prompt EngineeringAI Prompt

Your AI Is Only as Smart as Your Prompt

Discover the prompt engineering techniques that separate average AI users from power users.

Read article
May 2025 14 min read
PythonAsyncioConcurrency

Python Asyncio: The Zen of Not Waiting

A clear, analogy-driven guide to Python concurrency — threads, processes, asyncio, event loops, and coroutines explained from first principles.

Read article
May 2025 8 min read
Amazon ConnectAWSIVR

Getting Started with Amazon Connect

A beginner's guide to building your first IVR contact center flow using Amazon Connect.

Read article
April 2025 10 min read
Amazon LexNLUAWS

Amazon Lex V2: Speech & Intent Handling

Deep dive into slot validation, retries, and codehook patterns in Lex V2.

Read article
March 2025 11 min read
PythonAWS LambdaIVR

Python Lambda Patterns for AWS IVR

Reusable Python patterns for writing clean, testable Lambda functions behind Connect and Lex.

Read article

Let's talk

Have a project in mind?

Whether it's an IVR build, a Lex bot that needs rescuing, or just a chat about conversational AI — my inbox is open.

isushilpuri@gmail.com