Years of hands-on experience

Senior Engineer - Integrations and Applied AI

Ramya

Senior Engineer with 12+ years building scalable, production-grade AI-driven and web applications across healthcare, fintech, and enterprise. Specializes in backend engineering, system integrations, and applied AI.

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Profile

Languages: English, Telugu, Hindi
Education: B.Tech IT, Avanthi's St Theressa Institute of Engineering and Technology, Vizianagaram–2011

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Tech Stack

Vector DBs & RAG

PGVector (PostgreSQL-native vector indexing)RAG Pipelines (hybrid BM25 + dense retrieval)Tensorlake (document parsing & extraction)Voyage AI (semantic embeddings)

Backend & Auth

WebSocketsREST API DesignPython 3.12+

Frontend

React 18 + TypeScriptTailwind CSS

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Certifications

Claude 101 – Anthropic Claude MCP – Anthropic Claude Code in Action – Anthropic

"The true logic of this world is in the calculus of probabilities."

— James Clerk Maxwell

Intelligence Architecture

MODEL LAYER

Foundation reasoning & multimodal intelligence powering structured workflows.

GPT-4oClaude 3GeminiLlamaHuggingFace

Used in multi-agent orchestration, structured RAG, and enterprise automation.

API & INTEGRATION LAYER

Provider abstraction and multi-model switching via unified interfaces.

OpenAI APIAnthropic APIGemini API

Client → API Gateway → Model Provider

DATA & RETRIEVAL LAYER

Contextual grounding using vector search and structured retrieval pipelines.

PGVector (PostgreSQL-native vector indexing)RAG Pipelines (hybrid BM25 + dense retrieval)Tensorlake (document parsing & extraction)Voyage AI (semantic embeddings)Zep Cloud (temporal knowledge graphs & conversational memory)Firecrawl (web scraping & search)Ragie (multimodal RAG)SQLAlchemy ORMAlembic Migrations

User Query→Embed→Vector Search→Context Injection→Model

AGENT ORCHESTRATION

Stateful, multi-step reasoning systems with graph-based execution.

LangGraphCustom Agent Systems

Planner→Tools→Memory→Executor→Output

BACKEND & SECURITY

Authenticated, access-controlled, production-grade APIs.

WebSocketsREST API DesignPython 3.12+React 18 + TypeScriptTailwind CSS

RBACRate LimitingSecure Token Handling

PERCEPTION & DEEP LEARNING

Vision pipelines and domain-specific model training.

Deep LearningPyMuPDF (PDF reading / thumbnails)Pillow (image processing)pypdf

CNNMultimodal ProcessingEdge Inference

DEPLOYMENT & MONITORING

Scalable deployment with logging, monitoring and CI/CD.

LoggingCI/CDAPI Monitoring

Latency · Error Rate · Throughput · Cost

CLOUD INFRASTRUCTURE

Elastic compute across cloud and serverless environments.

DockerDokploy

Selected Projects

1 / 4

Ultimate AI Assistant Using Model Context Protocol

Problem

Modern AI applications require integration with multiple specialized services to deliver…

Solution

The system follows a modular architecture where a central MCP Agent orchestrates multiple specialized MCP servers.

Impact

Reduced AI assistant development time by 80%.; Easy to swap or add new MCP servers as needs evolve.

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More projects

Core Diagnostics – Report Generation Module

Laravel

Implemented the report generation module that automated creation and delivery of diagnostic reports using dynamic templates and workflow automation. Integrated validation rules, approval flows, and audit trails to ensure accuracy, traceability, and compliance with regulatory standards. Reduced manual report preparation effort while enabling timely, consistent delivery of results to clinicians across all branches.

Tech

LaravelAngularJSMySQL

Deep Dive Case Studies

Narratives of engineering journeys, from architectural decisions to deployment challenges.

RecoveryCopilot: Autonomous Health Insurance Audit System

A production-ready autonomous multi-agent system that audits health insurance claims against complex policy documents using RAG, detecting revenue leakage with 99% accuracy.

Read Narrative

Hybrid AI Documentation Generator

An intelligent hybrid AI documentation platform combining local LLMs with cloud AI to automatically generate comprehensive, publication-ready documentation from any GitHub repository.

Read Narrative

Ultimate AI Assistant Using Model Context Protocol

A powerful Streamlit-based AI assistant that leverages the Model Context Protocol (MCP) to orchestrate multiple specialized AI servers for web scraping, multimodal RAG, and intelligent information retrieval.

Read Narrative

NotebookLM Clone - Document-Grounded AI Assistant

An open-source implementation of Google's NotebookLM that grounds AI responses in your documents with accurate citations, featuring multi-modal processing, conversational memory, and AI podcast generation.

Read Narrative

Real-Time Stock Portfolio Analysis Agent

An intelligent AI agent that streams portfolio analysis workflows in real-time, enabling users to watch as it fetches stock data, calculates allocations, and generates investment insights live.

Read Narrative

Claude MCP Guide: Connecting Local Tools to AI

A comprehensive guide on configuring the Model Context Protocol (MCP) to give Claude Desktop access to your local file system, databases, and custom scripts.

Read Narrative

Parlant Guidelines vs Traditional LLM Prompts

A comprehensive comparison demonstrating the superiority of Parlant's structured guideline-based approach over traditional monolithic LLM prompts for building reliable, maintainable conversational AI agents.

Read Narrative

Context Engineering Pipeline for AI Research Assistant

An intelligent multi-agent research assistant that combines RAG, web search, memory systems, and API integrations using CrewAI Flows to deliver contextually rich, well-cited responses to complex research queries.

Read Narrative

Recent Blogs

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Technical Expertise

API Architecture & Integrations95%

AI Workflow Orchestration (CrewAI, LangGraph)90%

Vector Databases (Qdrant, PGVector)88%

LLM Systems Engineering95%

Multi-Agent Systems90%

RAG Pipelines92%

Interests

Intelligent Automation

Multi-Agent Systems

Cloud Native AI Systems

Agentic AI Systems

Autonomous AI Agents

AI Infrastructure

AI System Architecture

AI Governance & Safety

Case studies

Ultimate AI Assistant Using Model Context Protocol Live →
A powerful Streamlit-based AI assistant that leverages the Model Context Protocol (MCP) to orchestrate multiple specialized AI servers for web scraping, multimodal RAG, and intelligent information retrieval.
Real-Time Stock Portfolio Analysis Agent Live →
An intelligent AI agent that streams portfolio analysis workflows in real-time, enabling users to watch as it fetches stock data, calculates allocations, and generates investment insights live.
Claude MCP Guide: Connecting Local Tools to AI Live →
A comprehensive guide on configuring the Model Context Protocol (MCP) to give Claude Desktop access to your local file system, databases, and custom scripts.

Blogs

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Senior Engineer - Integrations and Applied AI

Ramya

12+ yearsApex Neural

Projects

RecoveryCopilot: Autonomous Health Insurance Audit System Live →

Tech: Agentic AI, RAG, Healthcare, InsurTech, Automated Audit, FastAPI, LangGraph, PGVector, Multi-Agent, PostgreSQL, React, OCR, Claims Processing

A production-ready autonomous multi-agent system that audits health insurance claims against complex policy documents using RAG, detecting revenue leakage with 99% accuracy.

NotebookLM Clone - Document-Grounded AI Assistant Live →

Tech: RAG, Vector Database, Multi-Modal AI, Python, Streamlit, LangGraph

Real-Time Stock Portfolio Analysis Agent Live →

Tech: CrewAI, Financial AI, Real-Time Streaming, Portfolio Management, React, FastAPI

An intelligent AI agent that streams portfolio analysis workflows in real-time, enabling users to watch as it fetches stock data, calculates allocations, and generates investment insights live.

Ultimate AI Assistant Using Model Context Protocol Live →

Tech: MCP, Streamlit, Multi-Modal, RAG, Web Scraping, Python, Firecrawl, Ragie, OpenRouter, GPT-4o Mini, LangChain

Context Engineering Pipeline for AI Research Assistant Live →

Tech: Multi-Agent AI, RAG, CrewAI, Context Engineering, Python, Vector Search

Education

B.Tech IT, Avanthi's St Theressa Institute of Engineering and Technology, Vizianagaram–2007–2011

Intelligence Architecture

Agent Orchestration Layer

CrewAI / CrewAI Flows (multi-agent crews, parallel/sequential pipelines)

LangGraph (stateful agent workflows, fault-tolerant DAG)

CopilotKit + AG-UI Protocol (real-time streaming agent UIs)

Parlant (guideline-based conversational agents)

MCP — Model Context Protocol (modular tool orchestration)

Claude Code Hooks (event-driven AI automation)

Retrieval & Vector Layer

Qdrant (high-performance vector search)

PGVector (PostgreSQL-native vector indexing)

RAG Pipelines (hybrid BM25 + dense retrieval)

Tensorlake (document parsing & extraction)

Voyage AI (semantic embeddings)

Zep Cloud (temporal knowledge graphs & conversational memory)

Backend & API Layer

FastAPI

WebSockets

REST API Design

Python 3.12+

Data & Storage Layer

PostgreSQL (PGVector extension)

SQLAlchemy ORM

Alembic Migrations

Certifications

Claude 101 – Anthropic Claude MCP – Anthropic Claude Code in Action – Anthropic

Senior Profile Addendum

Project Highlights

Expanded project narratives for senior engineering profiles, highlighting architecture decisions, technical ownership, delivery complexity, and measurable outcomes.

Core Diagnostics – Report Generation Module

Tech Stack: Laravel · AngularJS · MySQL

CORE Diagnostics – Accessioning Platform (Multi-Lab Sample Intake System)

Tech Stack: Laravel · MySQL

Multi-lab sample intake system for patient sample registration, test mapping, and lifecycle tracking across diagnostic labs and collection centers. Built with Laravel and MySQL—secure APIs, scalable schema for high-volume workflows, real-time status tracking, and coordination between labs and branches.

Attendance Management System

Tech Stack: Laravel · MySQL

Web-based application to manage employee attendance, working hours, and shift schedules. Automates tracking with role-based access, shift scheduling, leave management, and reports/analytics to streamline HR operations and time management.

Examineering

Tech Stack: Laravel · MySQL

Examineering is an online education platform designed to manage and conduct student examinations digitally. It enables teachers to create, schedule, and administer exams in a structured and secure environment. The system allows educators to evaluate student responses, track performance, and generate assessment reports. It also helps schools organize exam schedules and manage student records efficiently. By digitizing the examination process, the platform improves accuracy, transparency, and overall assessment management.

Anneal Business Coaching

Tech Stack: Squarespace (JavaScript)

Online platform for business coaching and strategic tools to improve performance and profitability. Offers business calculators for profit growth, discount impact, and break-even analysis; supports coaches and organizations in structured improvement and sustainable growth.

ConnectBot

Tech Stack: Zoho SalesIQ script

Chatbot on Zoho SalesIQ for real-time communication with website visitors. Enables automated and live chat for marketing, sales, and support teams to answer queries, guide users through products or services, and support the full customer lifecycle from inquiry to post-service—improving response time and customer engagement.