Hello,I am
Subhajit
SaaS, FinTech & MedTech
LLMs, AI Agents & Scalable Systems
3+ Years Experience
AI Fine-tuning, LLM & ML Expert


Python
AWS
AI / LLMs
@2026 subho004
All rights reserved
Turning Complex Problems
Into Simple Working Systems

FinTech & SaaS Solutions
Developing scalable compliance pipelines, complex fraud detection models, and robust B2B SaaS architecture.

Tech Consulting & Freelance
Open to strategic consulting, freelance engineering, and end-to-end full-stack MVP product development.

AI & ML Architecture
Designing multi-agent workflows, fine-tuning LLMs, and RAG pipelines for dynamic enterprise AI solutions.

Healthcare MedTech Systems
Engineering real-time, zero-latency clinical biosignal processing applications processing petabytes of data.
@2026 subho004
All rights reserved
My creative Portfolio
LLM Distillation: Twitter Sentiment
Uses a large teacher LLM (Llama-3.3-70B via Groq) to label tweet sentiment, then fine-tunes a 125M-parameter RoBERTa student that matches teacher accuracy at ~0.03% of the parameters.
Gen AI/ML
DICOM & X-Ray Viewer
Frontend-only medical imaging viewer built on Cornerstone3D inside a static Next.js app — decodes and renders DICOM/X-ray files entirely in the browser with no backend or PACS.
Web
AI Forge Lab
A monorepo hub wiring 20+ experimental LLM agent, RAG, and reasoning projects together as git submodules for rapid cross-project research.
Gen AI/ML
docchat – Multi-Document Research Agent
A Claude-Code-style Java planning agent that spawns research sub-agents over a hybrid dense + BM25 + knowledge-graph retrieval stack, answering with citations back to the exact excerpt.
Gen AI/ML
ML & Graph Learning Handbook
A static, searchable handbook of Machine Learning and Graph ML notes with a zero-build HTML reader, equations, Mermaid diagrams, and dark mode.
Gen AI/ML
TurboQuant Personal AI
A personal document assistant with grounded, cited chat over folders — powered by TurboVec's 4-bit vector compression, hybrid SQLite BM25 retrieval, and dual-index long-term memory.
Gen AI/ML
Omni-Agent
A Claude-Code-style research harness that plans, runs parallel tool-using sub-agents (search, browsing, code execution, document parsing), and self-corrects until an answer is genuinely sufficient.
Gen AI/ML
Agentic Video Generator
Give it a topic and it researches the web, drafts a storyboard, and generates a full narrated video with synchronized music and a thumbnail using Gemini, Veo 3.1, and Lyria 3.
Gen AI/ML
Auto Research Guide
A self-improving LLM-guided training loop that iteratively proposes, runs, and evaluates feature engineering and modeling scripts to optimize tabular classification metrics.
Gen AI/ML
OpenEvolve — Evolving Dijkstra Implementations
An automated evolution playground where LLMs propose, execute, and mutate Python implementations of Dijkstra's algorithm to discover faster, leaner solutions.
Gen AI/ML
AI Technical Due Diligence Platform
An autonomous investment analyst built on LangChain Deep Agents that delegates technical, market, and financial research to eight specialized sub-agents, producing an evidence-backed investment memo with human approval gates.
Gen AI/ML
Med Atlas
A real-time medical research assistant — a Gemini deep agent decomposes questions, searches ~4,300 trusted medical domains, crawls and reranks evidence, and streams a cited answer.
Gen AI/ML
RAG & Chatbot Evaluation Suite
Notebook-driven evaluation of RAG pipelines and chatbots using LangSmith/LangChain, comparing GPT-4-turbo and GPT-4o-mini across document relevance and response quality.
Gen AI/ML
Company Knowledge Builder
Ingests heterogeneous company files (PDF, DOCX, Swagger, SQL DDL) and uses Gemini to build a linked, browsable, chat-ready Open Knowledge Format wiki — fully on-device.
Gen AI/ML
Privacy-Preserving Financial Data Consortium
A FastAPI demo where multiple banks collaboratively detect fraud across a shared anonymous relationship graph using private set intersection, homomorphic encryption, and differential privacy.
Gen AI/ML
mem-git-agent
A single-machine agent with MemGPT-style tiered memory that ingests documents and serves a chat endpoint able to self-edit its own core, recall, and archival memory.
Gen AI/ML
LLM RPG World Simulator
A Gemini-powered world transition engine with persistent state, NPCs with goals and memory, a supply/demand economy, and emergent quests, rendered as a live world graph.
Gen AI/ML
In-Memory RLM Research Agent
A deep-research FastAPI agent over a 1000+ page markdown corpus using an in-memory BM25 index and a LangGraph plan → act → reflect loop, returning structured JSON answers.
Gen AI/ML
PWA Push Notifications — iOS Safari
A working prototype of Web Push Notifications inside a Progressive Web App on iPhone, covering VAPID keys, service workers, and the quirks iOS Safari imposes.
Web
Long-Context Compliance Retrieval API
A multi-agent, multi-pass pipeline that extracts and synthesizes compliance evidence from long PDFs, chasing cross-references and citing sources with confidence levels.
Gen AI/ML
NeuRPC Stream — Real-Time Biosignal Plotter
A full-stack app that loads, decodes, and streams multi-channel EEG/EOG/EMG recordings in real time via FastAPI SSE and a Next.js + ApexCharts frontend.
Web
Micrograd From Scratch
A ground-up scalar autograd engine and neural network library in Python, with computational graph visualization and PyTorch verification.
Gen AI/ML
GPT-Scratch Laboratory
Builds decoder-only GPT models from absolute scratch in PyTorch, implementing both a character-level Shakespeare GPT and a subword-level GPT-2 with OpenAI weight loading.
Gen AI/ML
Mini AML Engine
A prototype anti-money-laundering pipeline that converts bank statement PDFs into structured transactions and runs AML/structuring heuristics via agent consensus.
Gen AI/ML
Finetuning-LLM
A hands-on reference covering LLM fine-tuning end to end — full fine-tuning, LoRA/QLoRA, quantization, and alignment (SFT, RLHF, DPO) with Mistral and LLaMA walkthroughs.
Gen AI/ML
Graph-LLM
Converts documents into a Neo4j knowledge graph and queries it through an LLM-backed GraphCypherQAChain, with a safe Cypher wrapper guarding LLM output.
Gen AI/ML
Podcast Automate
Generates short AI-narrated podcast episodes from a text prompt, chaining LLM scene outlines with Maya1 TTS and SNAC decoding into a merged episode.
Gen AI/ML
Resume vs JD Analyzer
A FastAPI service that compares a PDF resume against a job description using three Groq-backed LangGraph agents to surface overlaps, gaps, and an overall takeaway.
Gen AI/ML
MCP Chatbot – Modular AI Assistant
A LangChain MCP-powered chatbot that handles math, real-time weather, and web search, with a modular design for easy tool and API integration.
Gen AI/ML
A Flask-based web application using Gemini Pro(Vertex AI)
Upload an image, and Batman will share a Bat-fact with a subtle, dark remark about the image.
Gen AI/ML
An event organization web app like Eventbrite or Meetup
Features authentication, event management, search, filtering, categories, checkout, and payments.
Web
A dynamic job exploration experience with React Native
Seamless API integration, advanced search, and responsive design enhance user interaction.
App
React-based AI Hotel Booking Dashboard
Features date range selection, time series charts, and sparkline charts for visitors.
Web
Skilled in Google Cloud's infrastructure
Networking, data, and AI tasks to handle complex projects efficiently.
Cloud
Experience a detailed jet turbine dissection in augmented reality
Built using Unity 3D, C#, and Vuforia Engine in a Web View.
Web
Flask-based web app employing scikit-learn
Forecasts house prices in Bangalore based on location, area, bedrooms, and bathrooms.
Gen AI/ML
Indoor gardening brought to life in augmented reality through Unity 3D, C#, and Vuforia Engine.
AR/VR
Experience a detailed jet turbine dissection in augmented reality using Unity 3D, C#, and Vuforia Engine.
AR/VR
Created a secure, low-cost smart contract for transferring funds between specific accounts on the blockchain. It includes controlled access, an API (Node.js) for client interaction.
BlockChain
Advanced movie ticket booking app with intuitive browsing, seat selection, secure payments, digital tickets, and admin tools.
App
Proficient in Azure Cloud
Specializing in Azure Cosmos DB for NoSQL, data fundamentals, AI, and diverse Azure services.
Cloud
ASP.NET Core Web API with CRUD operations
Includes authentication, authorization, versioning, and Swagger documentation.
Web
Robust social media platform
Features real-time updates, elastic search, and seamless messaging using JavaScript and MongoDB.
Web
Project utilizing regression techniques to estimate laptop prices. It factors in brand, processor, RAM, storage, graphics card, and screen size, employing diverse regression models for precise price predictions.
Gen AI/ML
Commercial real estate AR app utilizing Vuforia and Unity. Features impressive brochures, realistic models, and immersive property exploration via virtual buttons and first-person controllers.
AR/VR
AR app featuring customizable high-performance vehicles. Voice-controlled using Vuforia, Unity, and cloud-based AI. Ideal for commercial demos and R&D.
AR/VR
Spreadsheet containing link to 31 UI/UX designs
A collection of UI/UX designs for inspiration and reference.
UI/UX
Created and deployed a smart contract on Ropsten Test Network, minting an NFT, and successfully listed it in Metamask.
BlockChain
@2026 subho004
All rights reserved
Skills & Experiences
Next.js
React
TypeScript
FastAPI
Python
Node.js
LangChain
Azure
Kubernetes
Docker
PostgreSQL
TimescaleDB
DynamoDB
Redis
Cosmos DB
React Native
Tailwind CSS
Material UI
Flask
JavaScript
Java
Kotlin
Firebase
ASP .NET Core
C#
Unity3D
API Design
Sanity CMS
Web3.js
Solidity
Ether.js
Show More Skills...
Modus AI
December 2025 - Present · 8 mos
ML Engineer
.Full-time
December 2025 - Present
.8 mos
Bangalore, Karnataka, India
- Worked with multi-agent systems for compliance and fraud detection.
- Deployed ML models to detect several fraud indicators.
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Avinya NeuroTech
July 2024 - December 2025 · 1 yr 7 mos
Software Engineer
.Full-time
July 2025 - December 2025
.7 mos
Hyderabad, Telangana, India
- Led the software engineering team, driving architecture decisions, sprint planning, and full-stack delivery across web, backend, desktop, and AI systems.
- Scaled the real-time biosignal processing platform to handle 100k+ datapoints/min with 20–50 ms latency, used daily by 100+ doctors for clinical workflows.
Read More...
Full Stack Developer
.Internship
July 2024 - June 2025
.1 yr
Remote
Cognizant
May 2025 - September 2025 · 5 mos
QA Automation Engineer Intern
.Internship
May 2025 - September 2025
.5 mos
Remote
- Worked as part of a 6-member QA automation team, leading test planning, tracking tasks in Jira, and coordinating daily stand-ups and sprint ceremonies.
- Built a full end-to-end automation framework (Hybrid: POM + TestNG + Data-Driven) for UI + API testing, improving test coverage and reducing manual effort.
Read More...
Lumio AI
January 2025 - June 2025 · 6 mos
Software Engineer
.Full-time
January 2025 - June 2025
.6 mos
Remote
- Delivered multiple AI SaaS platforms end-to-end, including custom RAG chatbots, voice assistants, agentic workflows, and intelligent automation systems built using LLMs, embeddings, and retrieval pipelines.
- Engineered dynamic crawling frameworks (Selenium, Crawlee) to extract multi-source data, generate analytics reports, and feed training pipelines for enterprise AI systems.
Read More...
Aecho AI
April 2024 - April 2025 · 1 yr 1 mos
Software Engineer
.Full-time
April 2024 - April 2025
.1 yr 1 mos
Remote
RevMaxx
February 2024 - July 2024 · 6 mos
Software Developer
.Internship
February 2024 - July 2024
.6 mos
Kolkata, West Bengal, India · Hybrid
- Built a Next.js medical scribe platform and a full-featured admin portal, powering workflows for 1,000+ clinicians across transcription, note generation, and clinical documentation.
- Integrated advanced AI systems using Whisper, Deepgram, and Together AI for real-time transcription, translation, summarization, and multi-language support.
Read More...
Stealth Startup
March 2023 - March 2024 · 1 yr 2 mos
Full Stack Engineer
.Full-time
March 2023 - March 2024
.1 yr 2 mos
Remote
- Spearheaded React + TypeScript development backed by Azure Cosmos DB, cutting response times by 30%.
- Built .NET Core APIs with Azure SignalR to shrink data-processing latency by 15%.
Read More...
CS FOR ALL
September 2022 - February 2023 · 6 mos
Lead Software Engineer
.Full-time
September 2022 - February 2023
.6 mos
Kolkata, West Bengal, India
Read More...
@2026 subho004
All rights reserved
Achievements & Volunteer Experiences
Publications
Hybrid CNN+SNN and ResNet Pipeline for Real-World Plant Disease Detection and Classification · 2026
Procedia Computer Science, Vol. 283, pp. 555–564 (Elsevier)
Co-authored with Arijit Dutta and Anupam Ghosh — combines a hybrid CNN+SNN architecture with a ResNet pipeline for real-world plant disease detection and classification.
ICIDA 2024 – Springer Best Paper · 2024
A Novel Approach to Plant Disease Classification and Prediction Using Computer Vision
Single research track that produced the Springer publication and Best Paper award.
App Tutorial Instructor
YouTube
.Part-time
December 2022 - March 2023
.4 mos
https://www.youtube.com/watch?v=Wod5K6EwG6U&list=PLEPYybVRtwQfASyW2ZdIwUupizot-kAJz
- Initiated and launched a comprehensive, free React Native-based mobile app development course covering UI design, cross-platform functionalities, and advanced feature implementation.
Read More...
Flutter Developer
Developer Student Club NSEC
.Apprenticeship
February 2022 - March 2022
.2 mos
Internshala Student Partner 27
Internshala
January 2022 - April 2022
.4 mos
BlockChain Developer
Arcana Network
.Apprenticeship
December 2021 - January 2022
.2 mos
- Proficient in Solidity for secure smart contract development; designed a web3 dApp mimicking the distribution of virtual tokens like soda cans.
- Developed a web3 dApp using Solidity, ensuring smart contract security; simulated virtual token dispensing akin to a soda vending machine.
Read More...
App Developer
Developer Student Club NSEC
.Apprenticeship
December 2021 - January 2022
.3 mos
- Integrated Share button in menu and diversified login options to access official website, student portal, and added app rating feature.
- Improved app interface by adding a Share button and broadened login choices for accessing official college site, student portal, and enabling app rating.
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UI/UX Design
Developer Student Club - NSEC
.Apprenticeship
February 2021 - March 2022
.1 yr 2 mos
- Consistently generated 28 designs daily in addition to managing project design work, showcasing strong productivity and design output capabilities.
- Acquired proficiency in design tools such as Figma, Adobe XD, etc., learning to effectively utilize these platforms to enhance design workflows and project outcomes.
Read More...
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@2026 subho004
All rights reserved
Testimonials

Subhajit exhibits unwavering dedication as a studious individual, always eager to explore new domains. During our brief interaction, he stood out as the most promising candidate. His adept handling of a Blockchain task, comprehension of requirements, and the creation of a commendable Proof of Concept were highly praised by others. If he would have continues on this path with me, I could envision propelling him into new realms of technology and business, anticipating his ability to solve intriguing and valuable challenges. Undoubtedly, Subhajit possesses true potential for the future and would be a valuable asset in any pursuit of furthering his technical skills.
Ranjan Sarkar
Vice President JP Morgan
@2026 subho004
All rights reserved
@2026 subho004
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