SELECT STAGE

Projects, grouped by domain. Gold border = flagship work. Click any card for the full case study — most include architecture diagrams.

⦿ ACTIVE QUEST — NOW PLAYING Building autonomous L&D agents @ Sword AI ENGINEER · MAY 2026 – PRESENT
Agentic AI
Autonomous agents, MCP servers, LLM tooling
12 STAGES
★★★ STAGE 1-1 Feb 2026 – Feb 2026

Sybil — AI Business Requirements Document Generator

Agentic AI platform that turns scattered project artefacts — emails, transcripts, specs — into a structured 13-section Business Requirements Document. Built as a GDG Hackathon 2026 submission in 2 days.

Next.js 14TypeScriptFastAPIPython
▸ ENTER STAGE
★★★ STAGE 1-2 Jan 2026 – Present

Manul — Agentic Coding Assistant

A terminal-native AI coding agent with a pluggable multi-provider backend and a 16-tool execution layer — works with local and cloud models alike.

AI AgentsTypeScriptLLM ToolingTerminal UI
▸ ENTER STAGE
★★★ STAGE 1-3 Jan 2024 – Dec 2024

Enterprise Knowledge Repository

8,000+ SharePoint files turned into a live semantic index — Logic Apps watch the drive every 5 minutes, only the changed slices re-embed, and 5,000+ people query it through a React front end at <500ms.

Knowledge ManagementWeaviateAzure Logic AppsSemantic Search
▸ ENTER STAGE
★★★ STAGE 1-4 Oct 2025 – Dec 2025

Graphing — AI-Drivable Diagram Editor + MCP

A React Flow diagram editor that an AI agent can drive live over MCP — generate, patch, and auto-layout architecture/flow/ERD diagrams, with a CRDT substrate for human↔agent collaboration.

TypeScriptReact FlowModel Context ProtocolYjs CRDT
▸ ENTER STAGE
★★★ STAGE 1-5 Sep 2025 – Mar 2026

Neural Core — Retrieval as a Control Problem

A retrieval-and-reasoning backbone that treats RAG as a control loop — grade, verify, reflect — over an agent-agnostic blackboard where new capabilities plug in with zero rewiring.

PythonFastAPICorrective RAGSelf-RAG
▸ ENTER STAGE
★★★ STAGE 1-6 May 2026 – Present

Meeting Intelligence Platform

A self-hosted meeting notetaker — a bot joins your calls, records and diarizes them, and ships AI summaries, with database-level tenant isolation and a usage-metered credit ledger.

PythonFastAPIPydantic AISpeech-to-Text
▸ ENTER STAGE
★★★ STAGE 1-7 Jun 2026 – Jul 2026

Idolwild — An Ant-Farm for LLM Minds

A browser god-game where 60 stone-age agents perceive, remember, plan, gossip, and invent religions — a deterministic cognition engine that runs for free, with an LLM rationed in as the smallest, most-replaceable part.

TypeScriptthree.jsVercel AI SDKZod
▸ ENTER STAGE
★★★ STAGE 1-8 Jun 2026 – Present

Sortie — Job-Application Autopilot

A self-hosted agent that applies to jobs for you inside your own logged-in browser, tailors the résumé per role without inventing facts, and keeps the ledger so you always know where you stand.

Browser AutomationPlaywrightFastAPINext.js
▸ ENTER STAGE
★★★ STAGE 1-9 Jun 2026 – Present

The Agent Survival Guide — Production Agents, Not Demo-ware

A free 17-chapter guidebook plus 8 implementation guides on building agents that survive production, built on one thesis, your agent does not need a better model, it needs a better harness.

AI AgentsLLM HarnessEvalsGuardrails
▸ ENTER STAGE
★★ STAGE 1-10 Feb 2026 – Present

Perry — Autonomous Personal AI Agent

A 24/7 personal agent running on a Raspberry Pi that doesn't just answer questions — it reaches out, remembers, and acts across calendar, mail, expenses, location, and health.

AI AgentsAutonomous AgentEdge ComputingTool Use
▸ ENTER STAGE
★★ STAGE 1-11 Jun 2020 – Jun 2020

IchiBot

Developed and deployed a versatile AIML-powered Chatbot, excelling in dynamic conversations on diverse subjects.

AIMLTelegramChatbotNLP
▸ ENTER STAGE
★★ STAGE 1-12 May 2026 – Present

Application Copilot — HITL Agent

A human-in-the-loop copilot that tailors resumes and drafts screening answers from a learning memory bank — built around hardened browser automation with safety governors and human review.

PythonFastAPIPlaywrightBrowser Automation
▸ ENTER STAGE
Production ML
Medical AI, BFSI systems, models that survive compliance review
8 STAGES
★★★ STAGE 2-1 Jan 2023 – Dec 2024

BFSI ML Systems — Transaction Intelligence, Underwriting & Fraud

Production ML systems for enterprise banking — transaction intelligence, fraud, underwriting, and next-best-action — delivered for enterprise banking clients across UK and Indian markets.

Machine LearningBFSITransaction CategorizationFraud Detection
▸ ENTER STAGE
★★★ STAGE 2-2 Jan 2026 – Feb 2026

Alchemist — An AutoML That Reasons

An AutoML framework where LLM agents profile the data, propose moves from a constrained action registry, and run a self-healing, paper-grounded improvement loop — across classical ML and fine-tuned small language models.

AutoMLLLM OrchestrationLiteLLMPydantic
▸ ENTER STAGE
★★★ STAGE 2-3 Jan 2024 – Dec 2024

Medical AI Pipeline

Compliance-grade pipeline that condenses FDA drug monographs into clinician-ready summaries — powered by a homegrown, runtime-configurable prompt-graph engine I built before LangGraph was a thing. ₹2 crores+ revenue in 3 months.

Medical AIDocument ProcessingPrompt OrchestrationAWS Lambda
▸ ENTER STAGE
★★★ STAGE 2-4 Jan 2024 – Dec 2024

XParser - Enterprise Document Intelligence

Enterprise-grade document parser sold at $100K+ per deployment to healthcare clients in USA and Europe

Enterprise AIDocument ParsingOCRLLM
▸ ENTER STAGE
★★★ STAGE 2-5 Jan 2026 – Feb 2026

AutoTrader — Regime-Aware Quant ML Lab

A two-tier quant-ML lab for NSE equities — 36 regime-specialist models under a GPT-based "checker" (a Decision Transformer + RL ensemble), with honest walk-forward backtesting and a documented win for simplicity.

PythonXGBoostLightGBMPyTorch
▸ ENTER STAGE
★★ STAGE 2-6 Mar 2024 – Jun 2024

Lung Cancer Detection with Vision Transformers

A research project applying Vision Transformer architectures to lung cancer detection from medical imaging, exploring attention-based models as an alternative to convolutional approaches.

Deep LearningComputer VisionVision TransformerMedical Imaging
▸ ENTER STAGE
★★ STAGE 2-7 Oct 2019 – Nov 2019

Indian Sign Language Interpreter

A Sign Language Interpreter for Mute or Deaf People

Machine LearningComputer VisionTensorFlowOpenCV
▸ ENTER STAGE
★★ STAGE 2-8 Jun 2024 – Sep 2024

Virtual Try-On POC (GenAI)

Stable Diffusion-based virtual try-on POC for major enterprise retail brand's digital commerce platform

Generative AIStable DiffusionComputer VisionRetail
▸ ENTER STAGE
Open Source
Tools shipped to the community
3 STAGES
★★★ STAGE 3-1 Jan 2026 – Jan 2026

Chomper — One Document Core, Three Surfaces

One document-processing core that chomps 36+ file formats, fronted by a library, a CLI and an MCP server — with a swappable four-stage pipeline and a token-optimized wire format.

PythonMCPDocument ParsingSemantic Chunking
▸ ENTER STAGE
★★★ STAGE 3-2 Jun 2026 – Present

Greybeard — Senior Judgment for Coding Assistants

Playbooks and tripwires distilled from real work across ML, quant, agents, RAG and backend, so any coding assistant stops making the junior mistakes it was always going to make.

LLM PlaybooksAgent SkillsKnowledge DistillationAdversarial Review
▸ ENTER STAGE
★★ STAGE 3-3 May 2025 – Present

MCP & LLM Tooling — Open-Source Building Blocks

A set of protocol-level building blocks for the AI agent ecosystem — a unified LLM gateway, a diagram-generation MCP server, and a domain MCP server over an astronomical ephemeris.

Open SourceMCPLLM ToolingTool Calling
▸ ENTER STAGE
Game Dev Origin
Where it all started — Unity, C#, national hackathon gold
12 STAGES
★★★ STAGE 4-1 Jul 2026 – Present

TYRANT — One of You Is a Hero, the Other Is a God

An asymmetric online duel. One player runs for the door. The other rebuilds the world in real time to stop them. Time is the score, and cruelty is a strategy.

Game DevReal-Time MultiplayerAsymmetric PvPCanvas
▸ ENTER STAGE
★★★ STAGE 4-2 Jul 2026 – Present

DRIFT — The Belt Goes On Forever

Endless 3D flight through an asteroid belt that never ends. Steer, boost, blast, and thread the gaps as the field tightens around you.

Game DevThree.jsWebGL3D Graphics
▸ ENTER STAGE
★★ STAGE 4-3 Jun 2020 – Aug 2020

The Useless Game

Embark on a playful journey with 'The Useless Game,' an Android adventure blending simplicity with innovation, all crafted through the lens of a learning game development experience.

UnityGame DevelopmentC#Android
▸ ENTER STAGE
★★ STAGE 4-4 Jul 2021 – Aug 2021

CyberSec Emulator — CIACON CTF Game

A real-time multiplayer Capture-the-Flag game built solo in Unity and shipped to the browser via WebGL for CIACON, an international CTF event for ethical hackers — still playable today.

UnityC#WebGLPhoton Multiplayer
▸ ENTER STAGE
★★ STAGE 4-5 Sep 2022 – Oct 2022

NEAT Flappy — Self-Learning AI Birds

A Flappy-Bird clone where nobody plays — a population of neural networks teaches itself to fly via NEAT (NeuroEvolution of Augmenting Topologies), growing more complex each generation.

PythonPygameNEATNeuroEvolution
▸ ENTER STAGE
★★ STAGE 4-6 Jul 2026 – Present

ECHO — See With Sound

A stealth descent through the dark where you see by pinging sonar. Every ping reveals the room, and every ping tells them exactly where you are.

Game DevStealthProceduralCanvas
▸ ENTER STAGE
★★ STAGE 4-7 Jul 2026 – Present

PARADOX — Cooperate With Your Past Self

A time-clone cooperation puzzler. Record a run, rewind, and your past self replays it beside you. Your best teammate is who you were 12 seconds ago.

Game DevPuzzleTime MechanicsCanvas
▸ ENTER STAGE
★★ STAGE 4-8 Jul 2026 – Present

NOCTURNE — A Garden That Plays Itself

A generative musical night garden. Plant seeds, and the wind plays them. Less a game than a toy you leave running, where the music writes itself.

GenerativeWeb AudioCreative CodingCanvas
▸ ENTER STAGE
★★ STAGE 4-9 Jul 2026 – Present

EMBERVALE — A Tiny Living Town

A cozy pixel-voxel god-game. Place lots, and the roads find each other, villagers move in, and dusk lights the windows amber. The pleasure is observation, not management.

Game DevGod GameVoxel / IsometricCanvas
▸ ENTER STAGE
★★ STAGE 4-10 Jul 2026 – Present

HARBORLIGHT — A Cove That Builds Itself

A cozy tidal cove that builds itself around your nudges. Driftwood washes ashore, you spend it on piers and cottages, and tiny villagers wake, row out, fish, and lantern home as the tide breathes.

Game DevGod GameSimulationCanvas
▸ ENTER STAGE
★★ STAGE 4-11 Jul 2026 – Present

MOTH — You Cannot Steer

You are a moth, and you cannot steer. Light is the only thing you obey. You play the world instead — placing, snuffing, and relighting lanterns to route your helpless moth through dark gardens to the moon-gate.

Game DevPuzzlePhysics / EmergentCanvas
▸ ENTER STAGE
★★ STAGE 4-12 Jul 2026 – Present

HOLLOWDEEP — The Keep Remembers

A story-driven, turn-based dungeon RPG in the browser. Shattered-Pixel-Dungeon depth, Hades-style death-advances-the-story structure. Every turn is a decision, and death is progress.

Game DevRoguelike / RPGTurn-BasedCanvas
▸ ENTER STAGE
Full-Stack
End-to-end apps, serverless, product builds
5 STAGES
★★ STAGE 5-1 Nov 2025 – Dec 2025

Flash Upsell — Multi-Tenant Shopify App

A multi-tenant Shopify app that shows targeted in-checkout upsells, applies a real WASM-backed discount, and tracks the revenue each offer actually earns.

Full-StackShopifyReact RouterTypeScript
▸ ENTER STAGE
★★ STAGE 5-2 Jan 2024 – Dec 2024

NutriLog - AI Food Logger

Full-stack AI-powered nutrition tracking application with dual AI models, serverless architecture, and Infrastructure as Code deployment.

ReactNode.jsAWS LambdaTerraform
▸ ENTER STAGE
★★ STAGE 5-3 Oct 2022 – Dec 2024

Thought Machine Banking Contracts

Python-based smart contracts for banking product lifecycle management on Thought Machine Vault platform

Thought MachineVaultBFSIBanking
▸ ENTER STAGE
★★ STAGE 5-4 Sep 2025 – Jun 2026

Shopify Consultation Booking Platform

An embedded Shopify app for booking expert consultations — timezone-correct slot engine, calendar + video sync, idempotent order webhooks, and TTL holds that make double-booking impossible.

RemixShopifyGoogle Calendar APIPrisma
▸ ENTER STAGE
★★ STAGE 5-5 Apr 2026 – Present

Multi-Store Commerce Sync Engine

A real-time multi-store sync engine — parent↔child product and inventory propagation on a durable Postgres job queue, with webhook idempotency, retry/backoff, and conflict-resolution rollback.

RemixShopifyGraphQLPostgreSQL
▸ ENTER STAGE
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EXPERIENCE LOG

Where I've worked and what shipped, in detail.

Sword ⦿ CURRENT

Chennai, India

AI Engineer (May 2026 – Present)

AI Trainer Helper — Autonomous Agentic AI for Learning & Development

  • Building an autonomous AI agent that scans and assesses learner profiles to surface skill gaps and personalise recommendations for corporate trainers.
  • Automating end-to-end training-plan creation, sharply reducing the manual effort and turnaround time for individualised plans.
  • Engineering agentic tool-use so the agent acts directly on the organisation’s centralised CMS — updating plans, assigning modules, managing learner records.
LLMsAgentic AITool CallingMCPRAGPython
Xebia

Gurugram, Haryana, India

Xebia is a worldwide, innovative IT Consultancy Company, operating on a global scale

Software Developer, AI/ML (Aug 2022 – May 2026)

  • Medical AI Pipeline - Architected compliance-grade Medical AI pipeline generating ₹2+ crores revenue within 3 months by automating data extraction from 10,000+ documents with 95%+ accuracy. Built XParser (enterprise document parser sold at $100K+ per deployment) featuring three-layer AI enrichment (OCR + CV + LLM orchestration). Implemented 200+ crafted prompts with custom version control. Deployed via AWS AppRunner/Lambda with Azure AI Foundry backend.
  • XParser - Enterprise Document Intelligence - Engineered enterprise-grade document parser sold at $100K+ per deployment to healthcare clients in USA and Europe. Three-layer AI pipeline (OCR + Computer Vision + LLM orchestration) processing multi-format documents with 95%+ accuracy. Powers medical AI pipeline generating ₹2 crores revenue and integrated across 5+ organizational workflows.
  • Knowledge Repository - Designed a company-wide AI repository by processing ~8K SharePoint files into a vector DB for semantic search; optimized related UI.
  • Generative AI - Computer Vision - Developed Stable Diffusion-based Virtual Try-On POC for Fortune 500 retail brand enabling AI-generated apparel visualization. Implemented image conditioning and prompt engineering workflows preserving garment attributes (90%+ accuracy) with near real-time previews (<3 seconds).
  • Banking AI & ML Systems - Built ML-powered PFM systems for leading UK-based SME lender and India-based retail bank: transaction categorization (92% accuracy, 500K+ monthly txns), NBA recommendations (25% loan uptake increase), fraud detection (30% false positive reduction), and underwriting models (40% faster review time). Developed privacy-preserving GenAI chatbots using pseudoanonymization and Small Language Models (SLMs) for on-premise data privacy.
  • Core Banking Infrastructure - Developed Python-based Thought Machine Vault smart contracts for CASA, Mortgages, Loans, and Credit Cards with POS integration. Managed backend systems supporting 10+ client demos. Built Apache Airflow DAG pipelines for document processing workflows with MLflow integration.
  • Open Source Contribution - Built Chomper: open-source MCP server parsing 36+ file formats with TOON (Token-Optimized Object Notation) reducing token usage by 40% for LLM processing. Published as open source under the MIT license.
  • Other AI/ML - AWS AI workflows, Apache Airflow ingestion pipelines, and Neo4j hackathon data insights.
  • Leadership & Mentorship - Mentored engineers in AI/ML workflows and BFSI smart contract development. Conducted technical interviews for Python, Machine Learning, Generative AI, Android, and iOS roles.

Technical Trainee (Oct 2021 - Aug 2022)

  • Internal Chatbots - Built conversational AI prototypes using Rasa for organizational workflows.
  • Internal Smart Contract Work - Contributed to early Thought Machine (Vault) smart contract development and testing.
  • Blockchain-Style Internal PoC - Managed and coordinated an internal proof-of-concept using distributed-ledger principles for background verification use cases.
  • Learning & Foundations - Gained hands-on experience in Python, MongoDB, Postman, and API integrations while supporting multiple internal engineering projects.
Generative AIMachine LearningAgentic AI SystemsThought Machine (Vault)Smart ContractsAWSAzureLangChainNeo4jFastAPIPythonJavaScript
Packt

Online U.S.A

  • Designed an NLU chatbot using RASA for real-time COVID-19 updates, tailored for Indian data
Achievements/Tasks
  • Leadership: Led a team of interns, fostering a collaborative environment and facilitating skill development.
  • Project Management: Conducted daily stand-up meetings to track project progress and address any issues promptly.
  • Delivery: Delivered the project on time, demonstrating effective project management and leadership skills.
  • Recognition: Recognized for delivering the best project in the given timeframe, reflecting commitment and efficiency.
NLU ChatbotRASALeadershipProject Management
CIACON

Online Delhi, India

  • Spearheaded the development of a Capture The Flag (CTF) game for an international event that engaged ethical hackers globally.
  • Leveraged Unity Engine and Photon Multiplayer to create a real-time and seamless gaming experience.
  • Solo Developer.
  • ▶ Play the WebGL build — the CTF emulator is still live in the browser (enter a shared room name for multiplayer).
Capture The Flag (CTF) GameUnity EnginePhoton MultiplayerSolo Developer
Variety Innovation

Gurugram, India

  • Executed tasks related to robotics and collaborative robots (cobots) within the company.
  • Successfully programmed a robot for precision cutting, ensuring accuracy and efficiency in the manufacturing process.
  • Worked extensively with 3D objects, applying Solidworks 3D for design and modeling.
  • Collaborated with cross-functional teams to integrate robotic solutions into various projects.
RoboticsCollaborative Robots (Cobots)Solidworks 3D
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