Skip to content
View tigee1311's full-sized avatar

Achievements

Achievement: Pull Shark

Achievements

Achievement: Pull Shark

Block or report tigee1311

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
tigee1311/README.md

Ayush Adi

Hi there

Hey, I'm Ayush. I build AI products for healthcare, research, sports analytics, and real-time decision systems. Here's some more about me:

  • Right now I'm building WorldBench — an open-source, CI-grade regression-testing tool for robotics world-model checkpoints. It's on PyPI (pip install worldbench), ships a reusable GitHub Action for checkpoint gating, and lives at worldbench.xyz.
  • I love healthcare AI that does real work: MedEase (senior-friendly medication assistant, live app), Adaptive AI PT (webcam rehab coach with pose tracking, live app), and SDoHv4 (multilingual social-determinants-of-health questionnaire with voice I/O).
  • I also build sports analytics tools, like a college football tendency analyzer for play-by-play data, situational success rates, and coaching-style insights.
  • My favorite projects are ones where the AI or data layer has to earn its keep: analyze uncertainty, adapt to user input, explain its decisions, or make a live workflow easier — not just isolated model demos.
  • I prototype fast — most of the projects below went from idea to deployed in days, not months.
  • Reach me via my portfolio, Twitter/X, or email at iamthehakunamatata@gmail.com.

Languages

Python TypeScript JavaScript Rust Swift HTML5 CSS3 Front‑end

Next.js React Vite TailwindCSS Streamlit Back‑end

FastAPI Node.js Express Prisma PostgreSQL SQLite Data & ML

scikit-learn Pandas NumPy Matplotlib DevOps & Infra

Vercel Docker GitHub Actions Git GitHub


contribution snake

Open Source

WorldBench — regression testing for robotics world models (2026 – Present)
  • CI-grade checkpoint regression testing for robotics world models — catch quality regressions before they ship.
  • Published on PyPI as worldbench with OIDC trusted publishing.
  • Ships a reusable composite GitHub Action for checkpoint gating directly in CI.
  • Docs and demos at worldbench.xyz, including honest-limits documentation about which metrics activate on real robot video vs. synthetic tracking suites.
  • Flagship validation: NanoWM-B/2 50k vs. 300k checkpoints across RT-1 episodes.

Selected Projects

Project Tech Stack What It Does
WorldBench Python Python · GitHub Actions GitHub Actions CI-grade regression testing for robotics world-model checkpoints. On PyPI, with a reusable Action for checkpoint gating.
MedEase (live) Next.js Next.js · Prisma Prisma · PostgreSQL Postgres Senior-friendly medication assistant with auth, prescription workflows, camera verification, and caregiver alerts.
Adaptive AI PT (live) React React · Vite Vite · MediaPipe · Claude Webcam-based AI rehab coach: Claude-generated plans, pose tracking, voice cues, and adaptive form feedback.
TruthLayer FastAPI FastAPI · Chrome Extension Real-time AI context for news: bias scoring, narrative comparison, voice summaries, and topic memory.
ColliderGuard scikit-learn scikit-learn · Streamlit Streamlit CERN HIGGS anomaly-detection dashboard: three ML models, PCA/t-SNE maps, and interpretable explanations.
OpsTwin AI JavaScript JavaScript · SQLite SQLite · Gemini Warehouse digital-twin simulation with autonomous robot orchestration, WebSockets, and pathfinding.
SDoHv4 Python Python · Streamlit Streamlit Multilingual social-determinants-of-health questionnaire with voice input/output and hospital-specific exports.
Football Tendency Analyzer Python Python · Pandas Pandas College football play-by-play analysis: situational success rates, run/pass tendencies, coaching-style insights.
Firecracker Live Migration Rust Rust Live migration experiments for Firecracker microVMs.

Popular repositories Loading

  1. worldbench worldbench Public

    Checkpoint regression testing for robotics world models

    Python 6

  2. adaptive-ai-pt adaptive-ai-pt Public

    Webcam-based AI rehab coach with Claude plan generation, MediaPipe Pose tracking, voice cues, and adaptive form feedback.

    JavaScript 2

  3. SDoHv4 SDoHv4 Public

    Multilingual social determinants of health questionnaire with Streamlit, voice input/output, hospital-specific exports, and persistent response storage.

    Python 1

  4. frontier-tower-radio frontier-tower-radio Public

    OpsTwin AI: warehouse digital-twin simulation with autonomous robot orchestration, WebSockets, SQLite state, pathfinding, and Gemini planning.

    JavaScript 1

  5. collider-guard collider-guard Public

    CERN HIGGS anomaly-detection dashboard with three ML models, PCA/t-SNE maps, interpretable explanations, and Streamlit visualizations.

    Python 1

  6. TruthLayer TruthLayer Public

    Chrome extension and FastAPI backend for real-time AI news context, bias scoring, narrative comparison, voice summaries, and topic memory.

    Python 1