📍 India | 🧠 Builder | 🚀 Founder | 🔬 Experimenter
I’m Ayushman Mukherjee, a 15-year-old founder and engineer building the future of AI infrastructure.
I believe the next leap in AI won’t come from bigger GPUs —
it’ll come from smarter compute.
That’s why I founded MindMorph Labs, where we’re engineering N3L (No-Backprop, No-GPU, Low-Rank Local Learning) — a CPU-first training paradigm that adapts large transformer models without backprop or GPUs.
- 🧠 MindMorph N3L — Forward-only local learning for large models. CPU-only training with sketch-based low-rank adapters. (Private Repository under MindMorph Labs)
- ⚙️ SmartChunk — Python CLI for structure-aware document chunking in RAG pipelines.
- 🔬 Prototyping forward-only optimization for large language models.
- 🧩 Exploring reinforcement learning and decision-making in simulation environments.
- 📊 Building full-stack apps with Flask + React + Firebase.
- 🌐 Writing technical blogs & documenting my research journey on Medium.
- 🚀 Complete DevDotCom’s 15-Day Project Challenge with a technically deep AI project.
- 🥇 Win hackathons with scalable, research-backed builds.
- 📚 Learn deployment & production-grade AI workflows (Docker, API inference, quantization).
🧠 This profile highlights both my AI infrastructure research (MindMorph Labs / N3L) and my full-stack development projects.
I love building systems that make AI training and deployment accessible anywhere — from local CPUs to global-scale inference.
Bridging AI research, infrastructure, and full-stack systems.
-336791?style=for-the-badge&logo=postgresql&logoColor=white){kind=icon}
- 🧠 Youngest Hackathon Participant at major events:
Diversion 2K25, StatusCode 2, Metamorph 2K25, ETH Global New Delhi, ETH Online 2025, IEM HackOasis 2.0. - 🧩 Founder & Maintainer of SmartChunk, EdgeX, and MindMorph N3L.
- 🧠 Exploring ethical AI simulations and reinforcement learning for decision-training.
- 📝 Active open-source contributor and writer on Medium.
- Forward-only / local learning algorithms
- AI infrastructure & low-resource model adaptation
- Open-source developer tools & educational AI apps
📧 Email •
🐦 Twitter / X •
💼 LinkedIn •
📝 Medium
I’m 15 and already training LLMs while sipping chai ☕ — let’s build something cool together!
