Headline

AI/GenAI Architect · Lead Engineer | Agentic LLM Systems on AWS Bedrock & Azure | RAG · Evals · LangChain · Prompt Engineering | .NET · C# · Angular| DevOps

About

I architect enterprise GenAI systems, the kind that have to be reliable, evaluable, and affordable in production, not just impressive in a demo. Over 11+ years I’ve grown from full-stack .NET engineering into AI architecture, and I now design agentic LLM platforms end to end across AWS and Azure. Right now I lead a multi-tenant GenAI quoting platform on AWS Bedrock: customers forward packaging specs by email, LLMs extract the details, and the platform auto-generates their quote — built with Bedrock agents, LangChain orchestration, a self-improving correction-memory layer, full IaC/CI-CD, and LangSmith-based evaluation and tracing. Before this I built enterprise AI agents at BlackLine — an autonomous coding agent that takes a Jira ticket to PR and code review, plus email-sentiment and customer-outreach agents — and GenAI features for Epicor’s Prism cognitive-ERP platform on Azure OpenAI. A theme in my work is making agents efficient at scale. One example: replacing full-codebase context reads with a semantic code-retrieval layer and incremental re-indexing, cutting token cost per task by ~60%. What I care about: agentic design, LLM evaluation, retrieval architecture, multi-tenant isolation, and cost optimization — the engineering that decides whether AI actually ships. I also mentor engineers on these patterns. Open to Lead / Principal / Architect roles in AI/GenAI. Let’s talk if you’re building agentic systems at scale. Core: AWS Bedrock · Azure OpenAI · LangChain · LangSmith · Agentic AI · RAG · LLM Evals · dynamo db. pgvector · Python · .NET Core · GitActions. Terraform

Location

Bangalore Urban

AI stack

anthropic apis

claude code

codex

langchain

langfuse

langgraph

Work experience

Lead Software Engineer at Amtech Software India, Feb 2026 - Present · 7 mos, Bengaluru, Karnataka, India, Leading a multi-tenant GenAI quoting platform on AWS Bedrock: customers forward corrugated-packaging specs by email, LLMs extract the details, and the platform auto-generates their quote. • Architected the end-to-end platform on Bedrock (Claude Haiku/Sonnet/Gemma),Lambda, S3, DynamoDB, API Gateway with tenant isolation. • Designed a self-improving correction-memory system that turns corrections into reusable inference rules, cutting recurring errors on degraded/scanned documents. • Consolidated RCA, Q&A, DB-query and content-lookup into a single Bedrock agent with Lambda action groups over pgvector. • Orchestrated agent workflows with LangChain; LangSmith tracing + evals; full IaC/CI-CD (Terraform + GitHub Actions). • Cut per-task token cost ~60% via a semantic code-retrieval layer with incremental re-indexing.

Senior Software Engineer at BlackLine, Aug 2025 - Feb 2026 · 7 mos, Bengaluru, Karnataka, India, Built enterprise AI agents and modernized a finance product from a classic Windows app to .NET Core + React. • Built an autonomous coding agent that takes a Jira ticket end-to-end, generating the pull request and performing automated code review. • Eliminated full-codebase context reads with a semantic code-retrieval layer and incremental re-indexing of only changed files, cutting token cost and latency per task by ~60%. • Delivered an email sentiment-analysis agent and an automated customer-outreach agent that initiates calls based on billing due dates. • Migrated the finance product from classic Windows to .NET Core with a React front end.

Senior Software Engineer at BlackLine, Aug 2025 - Feb 2026 · 7 mos

Lead Product Developer at Epicor, May 2024 - Aug 2025 · 1 yr 4 mos, Bangalore, Architected GenAI features for Prism, Epicor’s cognitive-ERP platform (Azure OpenAI), alongside leading core ERP engineering. • Architected GenAI modules for Prism (integrated with Kinetic and P21), owning the embedding + semantic-search layer for RAG-based, domain-aware automation. • Integrated Azure OpenAI / AI Studio via the LLM Gateway; built domain-specific agent extensions with tuned prompts and validation sets. • Built the evaluation and feedback-capture layer for AI features — replacing subjective assessment with measurable quality tracking and regression detection. • Led feature design across the ERP suite (C#, Angular, React, Web API, SQL Server); spearheaded microservices on .NET Core + Azure App Services. • Designed CI/CD on Azure DevOps; mentored engineers; bridged support teams and clients. Tech Stack: .Gen AI , AI, LLM, Net Core, Angular, TypeScript, Azure OpenAI, MongoDB, Rest API, ML , Python,Vector DB, Semantic Search,, Web API Microservices, Application Insights, Azure App Services

Senior Software Engineer at Epicor, Nov 2021 - Jul 2024 · 2 yrs 9 mos, Bengaluru, Karnataka, India, Project - ERP System at Epicor | Role: Team Member The Epicor ERP system is a versatile, industry-specific software designed for comprehensive business process management across a company. It handles various domains, including accounting, finance, human resources, customer relations, supply chain, inventory, distribution, and manufacturing production management. ➢Develop web applications for the .NET platform using Angular 10 and Web APIs. ➢Lead the creation and integration of innovative features, bolstering functionality by leveraging C#, Angular 9/10, Web API, and SQL Server. ➢Use Agile methodology to expedite project delivery. ➢Facilitate communication between support teams and clients, ensuring seamless issue resolution. ➢Enhance application performance by rectifying defects, memory leaks, and performance bottlenecks, improving system efficiency. • Responsible for mentoring team members, as well as designing and architecting software solutions Environment: ASP.NET 3.5/4.0, .NET Core, C#, Angular, TypeScript, JavaScript ; Database: SQL Server 2018 ; Defect Tracking Tools: Team Foundation Server (TFS) & Jira

Senior Software Engineer at Allscripts, Aug 2015 - Nov 2021 · 6 yrs 4 mos, India, Project - TouchWorks at Allscripts (Client: Allscripts, Chicago, USA) | Role: Team Member The TouchWorks EEHR stands as the preferred clinical software across multi-specialty practices, academic settings, and hospital initiatives, crafted to meet the unique demands of physicians in the modern, connected healthcare landscape. ➢Developed Web and Windows applications for the .NET platform using the MVC pattern. ➢Engineered both Web and Windows applications on the .NET framework, employing MVC architecture, leading to enhanced system capabilities. ➢Developed and integrated cutting-edge features, leveraging a suite of technologies including ASP.NET, .NET Core, C#, Angular, TypeScript, JavaScript, and SQL Server 2016, alongside project management with Team Foundation Server (TFS). ➢Adopted Agile practices to streamline and accelerate project completion. ➢Bridged communication between support teams and clients, ensuring efficient resolution of issues. ➢Boosted application performance by identifying and resolving defects, memory leaks, and bottlenecks, resulting in marked system functionality and efficiency improvements. Environment: ASP.NET 3.5/4.0, .NET Core, C#, Angular, TypeScript, JavaScript ; Database: SQL Server 2016 ; Defect Tracking Tools: Team Foundation Server (TFS)

Education

Bachelor of Engineering - BE, Electronics and Communication, Visvesvaraya Technological University (VTU)

Diploma, Electronics and Communication, KLE Society's Lingaraj College, Belgaum