Tony-Sebastian

About Me

Seasoned AI & ML-focused software engineer with 6+ years of experience shipping GenAI, data, and automation platforms that modernize enterprise workflows.

Specialized in LangChain, LangGraph, Azure OpenAI, and FastAPI—designing retrieval-augmented assistants, observability frameworks, and cloud-native integrations across legal, finance, and engineering teams.

Dedicated to creating trustworthy AI solutions with strong governance, measurable business impact, and delightful user experiences.

My Top Skills

Python C++ LangChain React FastAPI Hugging Face OpenAI Docker Azure AI Azure SQL Github Actions

Work Experience

Toronto-Dominion Bank

Software Engineer
Sept 2022 – Present | Toronto, Canada
  • Architected full-stack LLM platforms using React, FastAPI, LangChain, LangGraph, and Azure AI to automate workflows across engineering, legal, and finance partners.
  • Developed legacy code analytics for COBOL, SAS, and SQL that combined Azure OpenAI with LangGraph to accelerate modernization, documentation, and onboarding.
  • Delivered legal document intelligence using Azure AI Search and LangGraph, improving compliance review accuracy above 85% and removing manual processing loops.
  • Designed retrieval-augmented assistants with FAISS and LangChain to enable natural language discovery across policy repositories, cutting lookup time dramatically.
  • Built a data mapping assistant with LangGraph and Azure OpenAI that aligns external datasets to internal schemas, reducing manual reconciliation.
  • Shipped AI-driven forecasting pipelines with Azure ML, XGBoost, NeuralProphet, and Prophet that replaced spreadsheet planning and saved millions daily.
  • Implemented custom Model Context Protocol flows to optimize long-context reasoning, token efficiency, and multi-turn orchestration across GenAI workflows.
  • Automated CI/CD with GitHub Actions and Docker, integrating observability that surfaces token usage, logs, and failure details in real time.
Tech Stack: React, TypeScript, FastAPI, LangChain, LangGraph, Azure OpenAI, Azure Cognitive Search, Azure SQL, MongoDB, FAISS, Docker, GitHub Actions.

HP (via Inspirisys Solutions)

Software Engineer
June 2018 – July 2021 | Technopark, India
  • Delivered custom software solutions for HP scanning platforms, consistently meeting B2B milestones and client release schedules.
  • Engineered C++/CLI plugins to connect HP scanners with Google Drive, Dropbox, SugarSync, and Box for cloud-based document workflows.
  • Designed RESTful APIs powering large-scale data migrations that processed over one million records with improved reliability and scalability.
  • Implemented multithreaded features using OpenMP, boosting performance of compute-heavy image processing routines by 20%.
  • Built image-to-PDF conversion and document editing modules that elevated user experience and adoption across enterprise deployments.
  • Resolved 50+ high-priority defects and partnered with global teams to stabilize product quality for worldwide releases.
  • Led sprint ceremonies, grooming, and triage to cut bug resolution time by 25%, while producing comprehensive product documentation.
  • Maintained custom Windows drivers and network layers with WIA, TULIP, and MFC to streamline device-to-cloud communication.
  • Automated testing pipelines with Jenkins, GoogleTest, and CPPTest, reducing manual QA work by 30%.
  • Managed Git and SVN workflows, ensuring peer-reviewed releases aligned with customer requirements.
Projects: HP Ink Supply Station, HP Scan Plus, HP Twain Plus, HP Universal Scan, HP Scan Cloud. Tech Stack: C++, C#, .NET, WPF, OpenMP, Python, Node.js, REST APIs, WIA, AWS, Dropbox SDK, Google Drive SDK, Jenkins, GoogleTest, CPPTest, SQL, WIX.

Certifications

OCI AI Foundations

Oracle

Foundations Associate

OCI Generative AI

Oracle

Professional

Oracle AI Vector Search

Oracle

Professional

OCI Data Science

Oracle

Professional

IT Transformation: Practical Use Cases Powered by Generative AI

PwC

Issued Apr 2024

Finance Transformation: Practical Use Cases Powered by Generative AI

PwC

Issued Mar 2024

SAS Macro Language 1: Essentials

SAS

Issued Apr 2023

SAS Programming 2: Data Manipulation Techniques

SAS

Issued Apr 2023

Business Overview of SAS Solution for IFRS 17 in SAS Risk Stratum

SAS

Issued Mar 2023

SAS Programming 1: Essentials

SAS

Issued Mar 2023

Projects

MeetCode project

MeetCode — Generative AI Code Learning App

LeetCode-style practice platform with AI-generated challenges, hints, and personalized coaching powered by LangChain.js and GPT within a React + TypeScript + Vite interface.

Repository
News Analyzer

News Analyzer — Generative AI + Streamlit

Streamlit app aggregating AI news from TechCrunch and arXiv, summarized with Google Gemini models to produce trend insights and weekly briefings.

Demo
Recipe Recommendation Bot

Recipe Recommendation Telegram Bot

Computer vision and NLP workflow predicting recipes from grocery images using TensorFlow CNNs, embeddings, and similarity search.

Case Study
Real Estate Image Search

Search Images Feature — Real Estate

TensorFlow Keras pipelines trained on rental listings to retrieve visually similar apartments from an uploaded photo.

Canada Jobs Analytic App

Canada Jobs Analytic App

View
Hybrid Recommender

Collaborative vs Hybrid Recommender

View
Canada Restaurant Analysis

Canada Restaurants Sentiment Analysis

View
Early Fire Detection

Early Fire Detection with Deep Learning

View
YouTube Analysis

Analyzing YouTube Data

View
Amazon Recommender

Amazon Products Recommender System

View
Audio Emotion Analyzer

Audio Emotion Analyzer using MLPClassifier

View
Heart Disease Prediction

Heart Disease Prediction

Web Browser

Web Browser

Technical Skills

Programming Languages

Modern C++
Python
TypeScript / JavaScript
Go
C# / .NET

AI & LLM Platforms

LangChain
LangGraph & MCP
Prompt Engineering
Azure OpenAI
Azure AI Search
Vector Stores

Frameworks & Tools

FastAPI
Django
Express.js
WPF / MFC
Jenkins

Data & Cloud

Azure SQL
MongoDB
MySQL
PostgreSQL
Docker
GitHub Actions

Collaboration

Git
SVN
Jira
Agile
Scrum

Contacts

Linkedin Medium Github
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