Building Production-Ready AI Systems

Generative AI & LLM Engineer

I design and build production-ready AI products that solve real business problems, including recruiter automation, intelligent candidate search, RAG assistants, agentic AI systems, semantic search, and scalable full-stack AI applications.

Production

AI Experience

RAG & Agentic

AI Systems

End-to-End

AI Product Delivery

Samyogh Chilivery

AI & GenAI Engineer

LangGraph / RAG

Production AI

Currently Building

Recruiter Automation

Production

RAG Assistants

Built

Agentic Workflows

Built

Semantic Candidate Search

Production

Core Technologies & Frameworks

Generative AI

OpenAI API

LLM Evals

LangChain

LangGraph

Advanced RAG

Python

FastAPI

Next.js

TypeScript

Node.js

PostgreSQL

Redis & Queues

Material UI

AWS

How I Work

Why Work With Me

A product-minded engineering approach that connects AI experimentation to reliable, user-facing outcomes.

Production AI Systems

Building real AI features used in recruiter workflows.

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End-to-End Ownership

From workflow design and backend services to UI, optimization, and deployment.

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Business-First Engineering

Focused on solving measurable product and user problems.

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Full-Stack AI Delivery

AI workflows, APIs, databases, queues, caching, frontend, and cloud.

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Production Impact

2+ Years

AI & Full Stack Experience

25–40%

Workflow Performance Improvements

Production

AI Recruiting Features

End-to-End

AI Feature Ownership

Overview & Core Value

Applied AI, Built for Real Users

I combine applied AI with full-stack product engineering to take ideas from workflow design and backend services to polished interfaces and reliable production systems.

Applied AI Engineer

I turn LLMs, retrieval, and agentic workflows into dependable features that support real recruiter decisions.

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Full Stack AI Engineer

I connect polished interfaces with APIs, databases, queues, caching, and cloud infrastructure.

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AI Product Builder

I shape ambiguous AI ideas into usable workflows with clear product outcomes and reliable delivery.

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Technical Proficiency

Specialized Skill Set

The focused AI and full-stack capabilities I use most often to deliver reliable product experiences.

AI / Generative AI

Generative AI
Large Language Models
Prompt Engineering
LLM Evals & Benchmarking
LLM Applications
AI Agents
Human-in-the-Loop
Guardrails
Structured Outputs

RAG / Retrieval

Advanced RAG
Vectorless RAG
Data Ingestion
Document Loading
Text Chunking
Embeddings
Retrieval
Similarity Search
Vector Search

LangChain / Agentic AI

LangChain
LangGraph
MCP
Tool Calling
Agent Workflows
Graph-Based Workflows
Nodes, Edges
State Management
Conditional Routing
Conversational Memory
Guardrailed Agent Flows

Full Stack & Production

Next.js & React
Node.js & Express.js
REST APIs
PostgreSQL & Sequelize
Redis Caching
Bull Queues
Background Processing
AWS
Production Reliability

Languages

Python
TypeScript
JavaScript
SQL
Java

ML / DL

Neural Networks
CNNs
RNNs
Deep Learning
Transfer Learning
Scikit-learn
TensorFlow
PyTorch
Ecosystem & Tools

Technologies & Libraries I Work With

The frameworks, platforms, and engineering tools behind my AI product work.

Frontend Stack

React.js
Next.js
TypeScript
Material UI
Tailwind CSS

Backend & Server

Node.js
Express.js
REST APIs
FastAPI
Streamlit
Sequelize ORM
Socket.IO
Redis
Bull Queues
Webhooks
Background Workers

Databases

PostgreSQL
MySQL
MongoDB
SQLite

Vector Stores

FAISS
ChromaDB
Pinecone

AI Frameworks & APIs

OpenAI API
LangChain
LangGraph
Hugging Face
SentenceTransformers
Groq
MCP

Tools & Cloud

Git
GitHub
Postman
VS Code
Jupyter
PyCharm
AWS
Codex
Services & Solutions

What I Offer

Focused AI and full-stack engineering support—from workflow architecture through dependable product delivery.

AI Application Development

Building GenAI applications, AI assistants, and production LLM-powered features.

LLM integrations

Structured AI workflows

Production-ready interfaces

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Full Stack Development

Developing scalable web applications with modern frontend and backend technologies.

Responsive Next.js apps

APIs and databases

Background processing

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RAG & AI Assistants

Creating grounded document Q&A, semantic retrieval, and conversational AI systems.

Document ingestion

Grounded retrieval

Citations and evaluation

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AI Workflow Automation

Designing agentic, human-in-the-loop, and background-processing workflows.

Agent orchestration

Queue-backed workflows

Human review controls

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Ready to Build Your Next AI Product?

Whether you need custom RAG workflows, AI recruiting tools, agentic automation, or full-stack AI applications, let's turn your idea into a reliable production system.