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# Susmith Kumar Koripelli

**Headline:** Software Engineer
**Profession:** Software Engineer
**Location:** &lt;UNKNOWN&gt;, &lt;UNKNOWN&gt;, USA

## About

Susmith Kumar Koripelli is a Software Engineer at SCIF who builds enterprise software systems and integrates LLM and generative\-AI capabilities into workflows\. Susmith’s strengths span machine learning infrastructure, including evaluation systems, retrieval, ranking, and automated testing, alongside backend and distributed\-systems engineering\. Susmith takes a systematic approach to diagnosing where AI and retrieval systems fail, emphasizing evaluation frameworks and measurable reliability before deployment rather than relying on prompt tuning alone\. At SCIF, Susmith develops Java, Spring Boot, and Node\.js microservices serverless AWS workflows and event\-driven communication pipelines, while supporting CI/CD, observability, testing, and production incident analysis\. Susmith built an end\-to\-end LLM evaluation and retrieval workflow that improved candidate\-scoring precision by 30%\. Susmith also maintains 85%\+ code coverage through unit and integration testing and reduced recurrence of production incidents by 30% through root\-cause analysis\. With experience in both machine learning and software engineering, Susmith independently owns technical implementation while collaborating on team integration\. Susmith is currently focused on deepening hands\-on individual\-contributor expertise and is open to technical leadership in the future\.

## Highlights

- Built an end\-to\-end LLM evaluation and retrieval workflow that improved candidate\-scoring precision by 30%\.
- Builds machine learning infrastructure spanning evaluation systems, retrieval, ranking, and automated testing\.
- Uses systematic evaluation frameworks to diagnose AI and retrieval\-system failures before deployment\.
- Integrated LLM and generative\-AI capabilities into SCIF enterprise workflows using Model Context Protocol \(MCP\), Claude Code, and GitHub Copilot\.
- Designed and developed RESTful microservices with Java, Spring Boot, and Node\.js, documenting APIs through Swagger/OpenAPI and following SOA and microservices patterns\.
- Built real\-time enterprise serverless workflows using AWS Lambda, Step Functions, DynamoDB, and API Gateway\.
- Optimized Oracle DB, PostgreSQL, and CosmosDB schemas at SCIF\.
- Developed high\-throughput asynchronous messaging pipelines using Apache Kafka and AWS SQS/SNS for distributed microservices\.
- Implemented Jenkins and GitHub CI/CD pipelines using YML and shell scripting\.
- Configured Apache Tomcat for performance tuning and monitored distributed Linux systems with the ELK Stack\.
- Wrote JUnit, Mockito, and Cucumber unit and integration tests while maintaining 85%\+ code coverage\.
- Performed root\-cause analysis on production incidents, reducing recurrence by 30%\.
- Guided a team of 2–3 engineers, including offshore associates, through code reviews, design direction, and technical documentation\.
- Developed Java Spring Boot and Node\.js RESTful microservices at Infosys using SOA and microservices patterns\.
- Designed and optimized PostgreSQL, SQL Server, and MongoDB schemas at Infosys\.
- Built event\-driven pipelines using Apache Kafka, IBM MQ, and Active MQ at Infosys\.
- Used Hibernate/JPA for relational data abstraction and Spring Security/JWT for access control at Infosys\.
- Built responsive React JS and Angular single\-page applications that consumed RESTful APIs\.
- Integrated JUnit, Mockito, and Cucumber testing into Jenkins CI/CD pipelines with YML\-based configuration\.
- Collaborated with product and UX teams in project discovery and participated in Agile/SCRUM ceremonies\.
- Used Git, Bitbucket, and Maven for version control and build automation\.

## Experience

- **Software Engineer at SCIF** (2025\-08\-01–present) — Integrated LLM/GenAI capabilities into enterprise workflows using Model Context Protocol \(MCP\), leveraging Claude Code and GitHub Copilot to accelerate AI\-assisted development cycles\. Designed and developed RESTful microservices using Java, Spring Boot, and Node\.js with Swagger/OpenAPI documentation following SOA and microservices architecture patterns\. Built serverless workflows using AWS Lambda, Step Functions, DynamoDB, and API Gateway for real\-time enterprise data processing optimized Oracle DB, PostgreSQL, and CosmosDB schemas\. Developed event\-driven messaging pipelines using Apache Kafka and AWS SQS/SNS for high\-throughput asynchronous microservice communication across distributed systems\. Implemented CI/CD pipelines using Jenkins, GitHub, YML, and shell scripting configured Apache Tomcat for performance tuning and monitored distributed systems via ELK Stack on Linux\. Wrote unit and integration tests using JUnit, Mockito, and Cucumber maintaining 85%\+ code coverage perfor
- **Software Engineer at Infosys** (2021\-07\-01–2023\-06\-01) — Developed RESTful microservices using Java Spring Boot and Node\.js following SOA and microservices patterns designed and optimized schemas for PostgreSQL, SQL Server, and MongoDB\. Built event\-driven messaging pipelines using Apache Kafka, IBM MQ, and Active MQ used Hibernate/JPA ORM for relational data abstraction with Spring Security/JWT for access control\. Wrote JUnit, Mockito, and Cucumber tests integrated into Jenkins CI/CD pipelines with YML\-based configuration collaborated with product and UX teams during project discovery phases\. Built responsive React JS and Angular SPAs consuming RESTful APIs participated in Agile/SCRUM ceremonies using Git/Bitbucket for version control and Maven for build automation

## Education

- Master's degree, Computer Science — Saint Louis University (2023\-01\-01–2025\-01\-01)
- Bachelor of Technology \- BTech, Computer Science — Lovely Professional University (2018\-01\-01–2022\-01\-01)

## FAQ

### What does Susmith do at SCIF?

Susmith is a Software Engineer at SCIF\. Susmith integrates LLM and generative\-AI capabilities into enterprise workflows, develops microservices and serverless systems, builds event\-driven pipelines, and supports testing, CI/CD, observability, and production reliability\.

### What are Susmith's core technical strengths?

Susmith is strongest in machine learning infrastructure and software engineering, particularly evaluation systems, retrieval, ranking, automated testing, distributed systems, and systematic problem\-solving\. Susmith builds evaluation frameworks to identify where systems fail and prioritizes measurable, reliable AI systems before deployment\.

### What has Susmith built in LLM evaluation and retrieval?

Susmith built an end\-to\-end LLM evaluation and retrieval workflow that improved candidate\-scoring precision by 30%\. Susmith also diagnoses retrieval failures through structured evaluation rather than blindly tuning prompts\.

### How has Susmith used generative AI in enterprise workflows?

At SCIF, Susmith integrated LLM and generative\-AI capabilities into enterprise workflows using Model Context Protocol \(MCP\)\. Susmith used Claude Code and GitHub Copilot to accelerate AI\-assisted development cycles\.

### What backend and API work has Susmith done?

Susmith designed and developed RESTful microservices using Java, Spring Boot, and Node\.js\. Susmith documented APIs with Swagger/OpenAPI and followed SOA and microservices architecture patterns\.

### What cloud and database work has Susmith done at SCIF?

Susmith built serverless workflows using AWS Lambda, Step Functions, DynamoDB, and API Gateway for real\-time enterprise data processing\. Susmith also optimized database schemas in Oracle DB, PostgreSQL, and CosmosDB\.

### What event\-driven systems has Susmith developed at SCIF?

Susmith developed high\-throughput, asynchronous microservice communication pipelines using Apache Kafka and AWS SQS/SNS across distributed systems\.

### What delivery, operations, and observability work has Susmith done?

Susmith implemented CI/CD pipelines with Jenkins, GitHub, YML, and shell scripting\. Susmith configured Apache Tomcat for performance tuning and monitored distributed systems with the ELK Stack on Linux\.

### What quality and reliability results has Susmith achieved?

Susmith wrote unit and integration tests using JUnit, Mockito, and Cucumber while maintaining more than 85% code coverage\. Through root\-cause analysis of production incidents, Susmith reduced incident recurrence by 30%\.

### What leadership experience does Susmith have?

Susmith guided a small team of two to three engineers, including offshore associates\. Susmith conducted code reviews, provided design direction and technical documentation, and supported on\-time delivery\.

### What did Susmith do at Infosys?

At Infosys, Susmith developed RESTful Java Spring Boot and Node\.js microservices following SOA and microservices patterns\. Susmith designed and optimized schemas for PostgreSQL, SQL Server, and MongoDB\.

### What integration, data, and security technologies did Susmith use at Infosys?

At Infosys, Susmith built event\-driven messaging pipelines with Apache Kafka, IBM MQ, and Active MQ\. Susmith used Hibernate/JPA for relational data abstraction and Spring Security with JWT for access control\.

### How did Susmith support testing and delivery at Infosys?

Susmith wrote JUnit, Mockito, and Cucumber tests that were integrated into Jenkins CI/CD pipelines using YML\-based configuration\. Susmith also collaborated with product and UX teams during project discovery\.

### What frontend and delivery experience does Susmith have?

At Infosys, Susmith built responsive single\-page applications with React JS and Angular that consumed RESTful APIs\. Susmith participated in Agile/SCRUM ceremonies and used Git, Bitbucket, and Maven for version control and build automation\.

### What is Susmith's educational background?

Susmith holds a Master's degree in Computer Science from Saint Louis University and a Bachelor of Technology in Computer Science from Lovely Professional University\.

### What is Susmith's current career focus?

Susmith is currently focused on the individual\-contributor track to deepen hands\-on technical expertise\. Susmith can independently own implementation while collaborating with teams on integration and is open to technical leadership in the future\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/susmithkoripelli

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