Enterprise Data Chatbot
LLM chatbot with Open WebUI and a custom Python MCP server for safe, natural-language querying of enterprise data.
Open case studyDeveloper / Hyderabad
Intelligence that connects to real systems.
I build coding agents, MCP servers, hybrid retrieval, secure APIs, and full-stack fintech platforms designed for production constraints.
ACTIVE Coding Agent
4+ YRS Digital banking
FOCUS MCP + RAG
System Capabilities
Model-facing tools backed by secure APIs, observable workflows, and production engineering.
Agentic workflows
Hybrid retrieval
Authenticated APIs
Observable systems
Active Session / Currently Building
Coding Agent Workbench
SB
A repository-aware assistant for scoped software changes.
The agent inspects repository context, plans a focused change, calls tools, applies code patches, runs checks, and reports the result with traceable execution steps.
PythonMCPLLM tool callingGitDockerOpenTelemetry
01read repository contextREADY
02plan scoped changesACTIVE
03call tools + patch codeTOOLS
04run checks + reportVERIFY
Deployed Systems
Production work across tool calling, retrieval, security, and fintech platforms.
Policy Retrieval System
Hybrid search with BM25, vector embeddings, document parsing, chunking, and user-level access control.
Open case studyTPRM Platform
Vendor lifecycle platform using Spring Boot, Angular, MongoDB, Temporal workflows, Kafka, authorization, and PII encryption.
Open case studySystem Profile
AI engineering grounded in backend and platform depth.
My recent work spans LLM-integrated systems, coding agents, RAG pipelines, MCP servers, document tooling, and full-stack fintech workflows using Java, Spring Boot, Python, Angular, TypeScript, Docker, OAuth2, Elasticsearch, Kafka, and Temporal.
Java + Spring Boot
Python + MCP servers
Angular + TypeScript
Docker + Elasticsearch