Full-stack engineer working on GenAI applications. B.Tech in Computer Science and Artificial Intelligence at Newton School of Technology, Rishihood University (2024–2028).

I care about the unglamorous half of AI engineering — making a model's output checkable. Most of what I build ends up being a verification layer wrapped around an LLM, plus the benchmark that proves it works.

GenAI Trainer — Octa Learning · Aug 2025 – present Teaching applied generative AI to 20+ students: LLMs, retrieval-augmented generation and prompt engineering. Designed the hands-on projects where learners build and integrate real AI-powered applications.

Full-Stack Developer, freelance · Jan 2025 – present Delivered production web applications for 10+ clients, most of them live with real users. Backend systems and REST APIs, deployed end to end — owned from requirements through to keeping them running.

Software Engineer Intern — Klariti Learning Innovations · May 2025 – Jul 2025 Built full-stack features on a React and Node.js ed-tech platform used by students and instructors. Shipped REST APIs for user accounts and course workflows serving thousands of requests a day, and cut frontend load time through component-level optimisation.

Otter, Fireflies and Fathom all fall apart on Hindi–English code-switching, and independent testing has found hallucinated content in a meaningful share of AI-generated meeting summaries. verbatim takes the opposite stance: cite-or-drop. Every minute, decision and action item carries a timestamped citation back to the transcript — and any claim it cannot ground gets deleted rather than guessed.

precision   100%    ← zero invented claims on the adversarial set
recall      91–93%
grounding   100%    ← every surviving claim carries a citation
cost        ~$0.08 / meeting-hour, self-hosted

Groq Whisper v3-turbo for transcription · gpt-oss-120b for extraction · sherpa-onnx for local speaker diarization · Qdrant + fastembed for cross-meeting RAG · RapidFuzz to validate every citation · Playwright bot that auto-joins Google Meet. Runs on your own machine, so the audio never leaves it.

Python FastAPI Pydantic Qdrant Playwright · MIT

Most detectors report 99% on the distribution they trained on. Gauntlet holds whole attack families out of training, evolves new attacks with a 21-operator mutation search gated by a victim oracle, and then checks the result against 662 real human-written injections. Five defenders benchmarked at 3 seeds each; plug your own detector in over HTTP with bench. Runs on a laptop CPU, no API keys. The finding: canonicalisation plus sentence windowing took real-data AUC from 0.56 to 0.81, and swapping TF-IDF for a fine-tuned transformer did not.

Python scikit-learn PyTorch (optional) · 63 tests, CI on 3.11 and 3.13

Ingests 14 live free sources (RSS, GDELT, regulators), dedupes them into events, scores market impact with grounded LLM analysis, and seals each directional call before the outcome exists, so accuracy is measured against real price moves rather than asserted. Every claim traces back to a source URL. Read-only FastAPI API, a six-view Next.js frontend, and scheduled recording through GitHub Actions.

Python FastAPI Next.js uv · 287 tests

Drag blocks onto a canvas, style them in an inspector, and export a real, dependency-free site as HTML or React. Built as a full editor rather than a demo: 46 blocks, 24 starter templates, responsive breakpoints, reusable components, undo/redo, a command palette, accounts, one-click publishing, and form submissions collected in a real backend.

React TypeScript Vite · MIT

Takes a vague, human-written bug report and drives a real browser to reproduce it, claiming CONFIRMED only after deterministic checks trip on three clean re-runs. Precision is gated at 100% in the eval harness; recall is reported honestly. Ships with Kirana Cart, a storefront seeded with 22 bugs and 3 decoys, and a lint that fails the build if a model import appears anywhere near the oracles.

TypeScript Playwright Vite

Multi-track timeline, eased keyframes on any transform, chroma key with spill control, colour grading, transitions, an offline audio mixdown and a real MP4 encoded on your machine through WebCodecs. Captions are transcribed locally with Whisper via transformers.js, so the media never leaves the tab. Accounts, saved projects, and shareable watch pages with comments.

Next.js React TypeScript WebCodecs Prisma

archforge.vercel.app · live

Type "a ride-sharing platform", get a verified 15–20 component architecture with capacity math (QPS, storage, bandwidth), per-component reasoning, and a Well-Architected review across all six AWS pillars. Three deterministic verification layers sit between the model and the canvas, so it cannot emit a structurally invalid diagram. Benchmarked at 98% recall against the real published architectures of Uber, Instagram and Netflix. 75 tests. Exports to PNG, Mermaid or Markdown.

React Vite React Flow Node Express elkjs · Groq / Cerebras / Gemini with automatic failover

npm i -g easycron-cli · v3.0.2 published

Render, Railway and Fly.io put free instances to sleep and kill background jobs, which quietly breaks every in-process scheduler. easycron takes a schedule in plain English, compiles it to cron, and wires up an external trigger — GitHub Actions, UptimeRobot or cron-job.org — so the job actually fires. Plugin system with regex-safety validation, configurable retry backoff, execution logs, and endpoint scaffolding for Express and Fastify. The README documents the real limits too: the 60-day Actions sleep and the 2,000-minute monthly budget.

Node.js npm GitHub Actions

Multi-provider email delivery across AWS SES, SMTP and SendGrid, written to make the resilience patterns explicit rather than hidden: per-provider circuit breakers, token-bucket rate limiting, exponential-backoff retries, a priority queue holding 10,000 jobs drained by five concurrent workers, a dead-letter queue for what still fails, and event-based observability throughout. Documented with sequence, activity, class and use-case diagrams.

TypeScript Vitest nodemailer Handlebars

Solar forecasting + agentic grid optimisation — ML forecast of solar DC output, feeding a retrieval agent that returns structured grid recommendations · CryptoVision — crypto analytics dashboard with a live market ticker · FairMarket India — systems-thinking study of small sellers on Indian e-commerce, with causal loop and stock-flow models · geo-panorama-viewer — 360° panoramas on a map, exportable as GeoJSON · HomeScope360 — real-estate platform with 360° virtual property tours

Active contributor across the Apache Foundation and other projects — merged and in-review, all verifiable via GitHub.

27 merged pull requests across 6 organizations, 12 more in review. Full history →

Languages  JavaScript · TypeScript · Python · Rust (DataFusion contributions)

AI / ML  LLMs · RAG · prompt engineering · vector databases · PyTorch · eval harnesses and grounding checks

Frontend  React · Next.js · Vite · Tailwind · React Flow

Backend  Node.js · Express · FastAPI · Pydantic · REST APIs · microservices · queues, retries, circuit breakers, rate limiting

Data  PostgreSQL · MongoDB · Qdrant · NumPy · Pandas

Concepts  Distributed systems · API design · caching · async processing

Tooling  Git · GitHub Actions · Docker · Vercel · Postman · Playwright · Vitest