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FRANCIS

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// ABOUT_ME

Francis - AI Engineer
Francis AI Engineer & Full-Stack Developer
A.I... / protocol_alpha

$ whoami

AI Engineer & Full-Stack Developer


$ cat bio.txt

I architect intelligent systems at the intersection

of LLMs, cloud infrastructure, and product engineering.

I build production-ready AI apps - from multi-agent

orchestration to RAG pipelines - and deploy them with

Docker, AWS, and full CI/CD automation.


$ cat focus.txt

LangChain · LangGraph · CrewAI · MCP · AWS Bedrock


$ ▋

0 Projects Built
0 AI Models Integrated
0 AWS Services Used
0 % Open Source

// TECH_STACK

AI / ML

LangChain LangGraph CrewAI OpenAI API Groq Google Gemini FAISS MCP Protocol AWS Bedrock AgentCore Sentence Transformers RAG

Backend

Python FastAPI Pydantic REST API

Cloud / DevOps

AWS EC2 ECS Fargate App Runner Bedrock AgentCore Docker GitHub Actions ECR S3 Secrets Manager CloudWatch

Frontend

HTML CSS JavaScript Responsive Design

Tools & DBs

Git VS Code Postman MySQL SQL Server Visual Studio .NET

// EXPERIENCE

Capgemini

Associate I Bengaluru, Karnataka, India
February 2022 – Present
  • Engineered a custom Content Management System using C#, VB, and .NET to automate the parsing and processing of unstructured data in PowerPoint presentations.
  • Developed a data extraction engine that analyzes slides based on user-defined keywords, dynamically extracting and compiling relevant content into new presentations to reduce manual effort.
  • Integrated SQL Server to optimize data retrieval and keyword tracking, reducing manual slide processing time by 60%.
  • Managed the full Software Development Lifecycle (SDLC), driving features from requirement gathering and system design through to coding, deployment, and performance optimization.

// PROJECTS

01
👁️ 🔊 🎨 🔍
AI

OmniChat

Multi-Modal AI Chatbot

Unified AI interface combining vision analysis, text-to-speech, image generation & web search across 6+ LLM providers including OpenAI, Groq, and Gemini.

FastAPI Groq Gemini Stable Diffusion OpenAI
View Code Live Demo
02
Q → VEC → GEN

RAG ReAct Agent

Document Search System

Semantic PDF search with ReAct agent orchestration, persistent FAISS vector store, automatic Tavily web search fallback, and real-time source citations via Gradio.

LangChain LangGraph FAISS OpenAI Tavily
View Code
03

AI Code Review Crew

Multi-Agent Analyzer

5 specialized AI agents review Python code for bugs, OWASP Top 10 security flaws, performance bottlenecks, and documentation quality with severity ratings.

CrewAI FastAPI AWS ECS OpenAI Anthropic
View Code
04
Q A 📝

Study Tools MCP

AI Study Assistant

Claude Desktop-integrated study assistant via Model Context Protocol. Generates quizzes, flashcards, concept explanations & summaries directly from PDF study materials.

MCP FastAPI OpenAI PyPDF2 AWS EC2
View Code
05
? 💬 ?

Lauki FAQ Agent

Conversational Support AI

Customer support agent with persistent conversation memory via AWS Bedrock AgentCore, semantic FAQ search using FAISS, and fully automated CI/CD pipeline on AWS App Runner.

LangGraph AWS Bedrock FAISS Groq Docker
View Code
06

Expense Manager

Full-Stack Finance App

Full-stack expense tracker with glassmorphism UI, category-based analytics, real-time charts, and 41+ automated test cases. Deployed on AWS Elastic Beanstalk with MySQL RDS.

FastAPI MySQL AWS Beanstalk Pydantic JavaScript
View Code

> ESTABLISH_SECURE_LINK

Let's Build Something

Open to collaborations, opportunities, and interesting projects in AI engineering.

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