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harshitgavita-07/README.md
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Typing SVG

B.Tech CSE (AI & Data Science) · Nxtwave Institute, Pune · India 🇮🇳


LinkedIn Gmail GitHub


⚡ Who Am I

harshit = {
    "role"       : "AI Safety Engineer | Applied AI Systems",
    "focus"      : ["Agentic AI", "Multi-agent Orchestration", "AI Evaluation", "On-device ML"],
    "building"   : ["AIOS"],
    "researching": ["PTF — Agentic AI Failure Study (SSRN)", "Genesis Lock — Blockchain AI Governance"],
    "philosophy" : "From math → production. No API wrappers, no shortcuts.",
    "location"   : "India 🇮🇳 — India-first deployment always.",
}

🔬 Research In Progress

📄 PTF — Protection Toward Future

Empirical study of an agentic AI failure incident

An investigation into a real multi-agent system failure — root cause analysis, failure cascade mapping, and safety mitigations. Submitted to SSRN.

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6472278

#AISafety #AgenticAI #FailureAnalysis

🔗 Genesis Lock

Blockchain governance for self-evolving AI

A governance proposal for constraining and auditing self-modifying AI systems using on-chain commit structures and quorum-based approval gates.

#AIGovernance #Blockchain #SafeAI


🚀 What I'm Building Right Now

Project What Status

| 🖥️ AIOS | Local offline AI desktop assistant + AI-Native Operating Environment — zero cloud dependency | ✅ Live |


🏆 Highlight Reel

Project Signal
Anthropic Performance Challenge 10.2× kernel speedup on Anthropic's real hiring take-home. VLIW cycles: 147K → 14K
🧠 micrograd-JAX Rebuilt Karpathy's autograd in JAX — grad, jit, vmap, XLA-compiled, GPU-ready
🖥️ AIOS Local AI desktop assistant. Ollama-powered. Built before on-device AI was a trend
📚 ML Fundamentals 19 notebooks — every core ML algorithm from scratch in NumPy. #100DaysOfML
🏭 CodeAlpha ML Internship Production ML: credit scoring, image recognition, disease prediction, speech emotion

🛠️ Stack

Languages

Python C++ SQL

AI / ML

JAX PyTorch TensorFlow scikit-learn NumPy Ollama

Tools & Infra

VS Code Google Colab Git AWS n8n FAISS


📊 GitHub Stats

GitHub Streak


🐍 Contribution Snake

github contribution grid snake animation

🎯 2026 Targets

[ ] PTF Paper — peer-reviewed ArXiv publication
[✓]   PTF PAPER(Preprint) - Published to SSRN 
[✓]  Open source: 10+ merged PRs across AI safety / NLP repos
[✓] AIOS — shipped
[✓] Anthropic Performance Challenge — 10.2× speedup
[✓] micrograd-JAX — XLA-compiled, GPU-ready
[ ]  Building a small prototype to the PTF and genesis lock frameworks and around  "How humans can control AI "

💬 Let's Connect

I'm actively looking for ML Engineer / Applied AI / AI Safety / AI Systems roles — remote globally or India-based.

If you're building in agentic AI, multilingual NLP, on-device inference, or AI safety — let's talk.

LinkedIn Email


"Build from first principles. Ship to production. Leave the APIs for later."

Pinned Loading

  1. ML_fundamentals ML_fundamentals Public

    A comprehensive guide to machine learning fundamentals including algorithms, data preprocessing, model evaluation, and practical implementations.

    Jupyter Notebook 1

  2. Anthropic_challenge-my-solution- Anthropic_challenge-my-solution- Public

    Python

  3. micrograd_JAX micrograd_JAX Public

    Forked from karpathy/micrograd

    Micrograd rebuilt with JAX - a minimal autograd engine using JAX transformations (grad, jit, vmap) for modern autodiff and accelerator-ready execution

    Jupyter Notebook

  4. Aios Aios Public

    AI-Native Operating Environment — Linux-based OS with Rust kernel modules and Python AI/ML runtime. Local LLMs, multi-agent orchestration, and intent-driven computing, all on-device.

    Python 25 5

  5. paygate paygate Public

    Forked from dhruvxop19/paygate

    Cross-chain payment layer implementing HTTP 402 for AI Agent-ready API monetization with instant on-chain settlements

    TypeScript