Skip to content
IndiaThe Applied AI EditionEst. 2021

Deepanshu Saini

The personal record of an applied AI engineer

Vol. ISelected works & notesPrice: one chai

On the wire

  • Open to full-time roles and selective freelance
  • Rank 56 in IPU LEET, the GGSIPU lateral-entry engineering exam
  • Prodigal AI gateway cuts integration latency ~25%
  • Backend defects down ~30% in a quarter at Prodigal AI
  • Sole engineer on three award platforms for Bharat Scouts & Guides
  • Arpo Bot answers only from official PDFs, and refuses rather than guesses
  • Go Laddu: three models transcribe the paper, a fourth judges them
  • Wisper ships offline dictation for macOS
  • Off the clock: state-level volleyball, Pro Kabaddi League, zonal skating champion
Front pageFiled under: open investigations
Case No. 56 · Findings published

An engineer in India who turns AI models into products, front to back.

Four roles in: Deepanshu Saini ships the retrieval layer, the API around it, and the interface people actually click.
By The Investigation DeskReporting from India, between RAG pipelines and API gateways

Rank 56

IPU LEET entrance exam

3

Platforms shipped solo, BSG

25%

API latency cut, approx.

8.12

CGPA, USICT

Pictured: the subject, on the record.

Deepanshu builds the whole path an AI feature takes: the retrieval layer, the API around it, and the interface people click. TypeScript and Node.js sit underneath nearly everything on file, and p99 latency gets more attention than framework choices.

At Prodigal AI the subject owned the API gateway several internal services routed through, then rebuilt document search on Qdrant and Gemini so teams could stop reading PDFs by hand. The current obsession: making a RAG system behave the same on a Tuesday afternoon as it did in the demo.

The evidence

6 shipped products · live demo and source for each

Selected Projects

Openline screenshot
Exhibit Aopenline.deepanshu.live

Exhibit AIndependent · 2026

Openline

A voice AI receptionist for clinics that answers every call in the browser, no hold music.

What I built

  • Suzi books, moves and cancels visits, answers insurance questions and sends refills.
  • Warm-transfers the caller to staff on a live console when a clinician is needed.
  • Eligibility and refill rules are plain code, not LLM output, and the model only sees slot handles so it can’t invent times.
  • TypeScript
  • Bun
  • Next.js
  • LiveKit
  • AssemblyAI
  • DeepSeek
  • Rime
  • PostgreSQL
  • Redis

Exhibit BIndependent · 2026

Inkling

Describe an app in plain words and watch an AI agent build it, with a live preview of real Next.js code.

What I built

  • An agent loop writes files and runs commands inside a Daytona cloud sandbox.
  • Every step streams to the browser over SSE; a worker persists it from a Redis stream to Postgres.
  • Checks that every page loads and fixes its own errors before it hands back.
  • TypeScript
  • Bun
  • Next.js
  • Express
  • Prisma
  • PostgreSQL
  • Redis
  • Daytona

Exhibit CIndependent · 2026

Axiom

A perpetual futures exchange for BTC, ETH and SOL, built from the matching engine up.

What I built

  • In-memory matching engine with price-time priority, liquidations, ADL and 8-hour funding.
  • API, WebSocket server, market maker and Postgres writer all talk to the engine over Redis Streams.
  • Engine snapshots every 3 seconds and replays the stream after a restart.
  • TypeScript
  • Bun
  • Next.js
  • Express
  • Redis Streams
  • PostgreSQL
  • TimescaleDB
  • Docker

Exhibit DBharat Scouts & Guides · 2025

Arpo Bot

A RAG assistant for Bharat Scouts & Guides that answers only from official PDFs, and refuses rather than guesses.

What I built

  • Ingests official BSG PDFs with semantic chunking and embeddings in Qdrant.
  • Re-ranks context at query time and answers through Gemini and LangChain.
  • Says so when the documents don’t cover a question, instead of guessing.
  • Next.js
  • TypeScript
  • RAG
  • Node.js
  • Tailwind CSS
  • Vercel

Exhibit EIndependent · 2025

Wisper

Offline dictation for macOS. Hold fn, speak, and your words land in whatever app you are in.

What I built

  • Hold fn, speak, and the text lands in whatever app has focus.
  • Transcription runs on the Mac with Whisper.cpp, so it works offline.
  • Packaged as an Electron app with ONNX Runtime.
  • TypeScript
  • Electron.js
  • Whisper.cpp
  • ONNX Runtime

Exhibit FIndependent · 2025

Rescho

A room where two people swipe restaurants together and match the moment they both like the same place.

What I built

  • Two people share one room; every swipe syncs live over Socket.io.
  • A match fires the moment both of them like the same restaurant.
  • Next.js front end over a Node.js and MongoDB backend.
  • Next.js
  • TypeScript
  • Node.js
  • MongoDB
  • Socket.io
  • Tailwind CSS

The lab report

Each level is counted from real projects and roles

Skills & Stack

ToolLevel
TypeScript5×Prodigal AI · Go Laddu · Rescho · Arpo Bot · WisperPrimary tool
Node.js5×Prodigal AI · Go Laddu · Bharat Scouts & Guides · Rescho · Arpo BotPrimary tool
React / Next.js4×Bharat Scouts & Guides · Go Laddu · Rescho · Arpo BotPrimary tool
RAG pipelines3×Prodigal AI · Bharat Scouts & Guides · Arpo BotPrimary tool
MongoDB / PostgreSQL6×Bharat Scouts & Guides · Go Laddu · Rescho · Openline · Inkling · AxiomPrimary tool
Redis Streams / Pub/Sub3×Axiom · Inkling · OpenlinePrimary tool
Qdrant2×Prodigal AI · Bharat Scouts & GuidesConfirmed
LangChain + Gemini2×Prodigal AI · Bharat Scouts & GuidesConfirmed
Tailwind CSS2×Rescho · Arpo BotConfirmed
Docker1×Prodigal AIOn record
Socket.io1×ReschoOn record
Whisper.cpp + ONNX1×WisperOn record
Electron1×WisperOn record

Primary tool: used in 3+ roles or projects. Confirmed: 2. On record: 1. Not self-rated.

Skills by role

Pick the role you’re hiring for

Must-have
  • AWS
  • CI/CD

Also expected for a software engineer

  • Observability & monitoring
  • Distributed systems
  • LLMs & generative AI
  • TypeScript
  • Docker
  • Git
  • C++
  • Machine learning
  • React
  • AI agents

The career ledger

5 roles and a degree, newest first · on record since 2021

Experience

  • Nov 2026 - Now

    Stealth Startup

    Software Engineer, Frontend & API Integration · Remote

    Frontend for a Solana prediction-market platform across football, cricket, golf, NFL, rugby and more.

  • May 2026 - Now

    Built Axiom, a perpetual-futures exchange; Inkling, an AI app builder with cloud sandboxing and live previews; and Terminal Harness, a multi-agent coding CLI, here on weekly deadlines with peer code reviews and system-design critiques.

  • Jan 2026 - Apr 2026

    The Bharat Scouts and Guides logo

    MERN Stack Developer, AI/RAG Systems

    The Bharat Scouts and Guides · National HQ

    Sole engineer for three production award portals (Guild, YAMS, Outstanding) at a 3.5M+ member organisation.

  • May 2025 - Dec 2025

    Go Laddu logo

    Software Engineer Intern

    Go Laddu · Internship

    AI extraction pipeline for exam papers and a real-time trading simulator, working directly with India- and US-based clients.

  • Feb 2025 - Apr 2025

    Prodigal AI logo

    API Engineer, Backend & AI Infrastructure

    Prodigal AI · Internship

    AI/LLM REST APIs with typed interfaces, TDD, CI/CD and Dockerized environments.

  • 2021 - 2025

    University School of Information, Communication & Technology logo

    B.Tech, Computer Science

    USICT, GGSIPU

    First recorded appearance. University School of Information, Communication & Technology, CGPA 8.12.

The scoreboard

Products, academics and sport, with context

Achievements

Shipped products

  • 20+ users

    Rescho

    Built a real-time, Tinder-style restaurant matching platform that lets users swipe and match on restaurant choices with friends, attracting 20+ users.

In the classroom

  • Rank 56

    IPU LEET entrance exam

    Ranked 56th in GGSIPU’s Lateral Entry Entrance Test, which admits students directly into the second year of the B.Tech program.

  • 8.12 / 10

    CGPA, B.Tech Computer Science

    Cumulative grade point average at USICT, GGSIPU, on a 10-point scale.

On the field

  • Volleyball

    State-level player

    Played in state-level competition, the tier above district and zonal events in India.

  • Kabaddi

    Pro Kabaddi League participant

    Took part in the Pro Kabaddi League, India’s professional league for kabaddi, a full-contact team sport.

  • Skating

    Zonal-level champion

    Won the skating championship at zonal level, a regional competition spanning several districts.

Letters & commissions

Open to work · Full-time roles and selective freelance

Contact

Put it in writing

I'm open to full-time roles and a small amount of freelance work. The problems I'm best at: an API that has outgrown the shape it was born in, or an LLM feature that demos beautifully and falls apart under real traffic. Tell me what's breaking.

I read every email. Usually reply the same day.