---
title: "Ankit Kumar - Software Engineer in Bengaluru | Tal"
description: "Meet Ankit Kumar, Software Engineer | Agentic AI Engineer | LLM, RAG, AWS Bedrock | Java, Spring Boot, Python | Distributed Systems & Cloud-Native Platforms based in Bengaluru. AI stack includes anthropic apis, claude code, and claude. Explore public work links including github, leetcode, and youtu..."
image: "https://tal.club/meet/ankit-kumar-58/share-image"
---

# Ankit Kumar on Tal

## Headline

Software Engineer \| Agentic AI Engineer \| LLM, RAG, AWS Bedrock \| Java, Spring Boot, Python \| Distributed Systems & Cloud\-Native Platforms

## About

Software Engineer with 5\+ years of experience building production\-grade agentic AI platforms and scalable distributed backend systems\. In my recent project, I architected a secure enterprise knowledge and code intelligence agent using AWS Bedrock, RAG, hybrid retrieval, vector databases, reranking, source\-grounded generation, and permission\-aware orchestration across documents and GitHub codebases\. I also engineered Sentinel, an AI\-assisted pull\-request reviewer combining deterministic policy checks with Claude\-based reasoning and repository context\. Alongside AI engineering, I build Java and Spring Boot microservices supporting 50K\+ daily production requests\. I reduced backend latency by 25% through profiling and architectural improvements, and reduced deployment time by 50% through GitHub Actions and ArgoCD on AWS EKS\. Earlier, I improved API response times by 20% at OpenText and application response times by 30% at Epsilon\. Core strengths: • Agentic AI: AWS Bedrock, Claude, RAG, hybrid retrieval, vector databases, prompt engineering, evaluations, guardrails, and grounded generation • Backend: Java, Spring Boot, Python, FastAPI, microservices, REST/gRPC APIs, PostgreSQL, MySQL, and messaging systems • Cloud\-native delivery: AWS, EKS, Docker, Kubernetes, GitHub Actions, ArgoCD, and CI/CD • Engineering leadership: system design, performance optimization, production reliability, code reviews, and mentorship I also build Resuniq, an AI\-powered career platform for ATS\-aligned resumes, application tailoring, cover letters, and interview preparation\. I enjoy turning complex AI and backend problems into secure, scalable, and maintainable production systems\. Portfolio: https://builtbyankit\.in

## Location

Bengaluru

## AI stack

anthropic apis

claude code

claude

codex

hugging face

langchain

## Work experience

Software Engineer at FICO, Mar 2025 \- Present · 1 yr 6 mos, Bengaluru, \- Architect and lead development of a secure enterprise knowledge and code intelligence agent using AWS Bedrock, RAG, hybrid retrieval, vector databases, reranking, and permission\-aware orchestration across Confluence, SharePoint, document stores, and GitHub codebases\. \- Engineer Sentinel, an AI\-assisted pull\-request reviewer combining deterministic policy checks with Claude\-based reasoning and repository context to evaluate security, logging, testing, reliability, API compatibility, architecture, and maintainability\. \- Build and maintain Java and Spring Boot microservices supporting 50K\+ daily production requests\. \- Reduced backend latency by 25% through profiling, architectural improvements, optimization, and load testing\. \- Containerize and deploy services to AWS EKS using Docker and Kubernetes\. \- Automated CI/CD workflows using GitHub Actions and ArgoCD, reducing deployment time by 50%\. \- Design integrations across REST APIs, messaging systems, databases, and third\-party platforms\. \- Lead code reviews and mentor engineers on testing, reliability, maintainability, and engineering best practices\.

Software Engineer at OpenText, Jan 2024 \- Feb 2025 · 1 yr 2 mos, Bengaluru, \- Developed backend services and enterprise product capabilities for the OpenText Enterprise Content Management platform using Java and Spring Boot\. \- Improved API response times by 20% through backend optimization, performance analysis, and service\-level improvements\. \- Designed and integrated REST APIs supporting enterprise content\-management workflows\. \- Delivered coordinated frontend and backend features with product, architecture, quality engineering, and platform teams\. \- Diagnosed production issues and improved application maintainability through debugging, testing, and code\-quality improvements\. \- Participated in technical design discussions, code reviews, sprint planning, and release activities\.

Software Engineer 2 at Epsilon, Mar 2023 \- Jan 2024 · 11 mos, Bengaluru, \- Built scalable full\-stack applications using Angular, Python, Flask, FastAPI, PostgreSQL, and REST APIs\. \- Improved application response times by 30% through API optimization, database improvements, and backend performance tuning\. \- Designed backend services and APIs supporting business workflows and external system integrations\. \- Containerized applications using Docker and deployed services to Kubernetes\-based environments\. \- Integrated backend services with databases, internal platforms, and third\-party APIs\. \- Performed automated testing, debugging, production troubleshooting, and performance optimization\. \- Collaborated with cross\-functional teams to deliver reliable and maintainable software releases\.

Software Engineer 1 at Epsilon, Aug 2021 \- Mar 2023 · 1 yr 8 mos, Bengaluru, \- Built scalable full\-stack applications using Angular, Python \(Flask/FastAPI\), and PostgreSQL\. \- Deployed containerized applications using Docker and Kubernetes\. \- Integrated APIs and backend services to enhance application functionality and user experience\. \- Performed testing, debugging, and performance optimization for reliable production systems\.

Software Engineer Intern at Epsilon, Jan 2021 \- Jun 2021 · 6 mos, Bengaluru, \- Built a Python\-based social\-media link extractor that automatically scanned client websites and kept profile data current\. \- Configured and integrated MySQL and AWS S3 resources to support reliable data storage and processing workflows\. \- Improved extraction reliability through validation, debugging, and structured data handling\.

Software Engineer Intern at KLA, May 2020 \- Jun 2020 · 2 mos, Tamil Nadu, India, \- Developed DUPLICA, a Visual Studio extension for identifying duplicate code patterns across large codebases\. Implemented code\-analysis workflows to help developers reduce duplication and improve software maintainability\. \- Gained practical experience with developer tooling, static analysis, extension development, and software\-quality practices\.\- Developed DUPLICA, a Visual Studio extension for identifying duplicate code patterns across large codebases\. \- Implemented code\-analysis workflows to help developers reduce duplication and improve software maintainability\. \- Gained practical experience with developer tooling, static analysis, extension development, and software\-quality practices\.

## Education

Master of Computer Applications, Computer Science, National Institute of Technology Karnataka

Bachelor of Science, Chemistry, Delhi University

## Public links

- github: https://github\.com/builtbyankit
- leetcode: https://leetcode\.com/recur\_t
- youtube\.com: https://youtube\.com/@recurthakur

[View the original profile](https://tal.club/meet/ankit-kumar-58)

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