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shanmukh05/README.md

Hi, I'm Shanmukh πŸ‘‹

I specialize in building algorithms for high-precision optical metrology, and I love coding models from scratch to understand them under the hood. I build systems across NLP, RL, and Generative AI.

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πŸ‘¨β€πŸ’» About Me

🚧 Ongoing Projects

Project Description
trisynapse-memory Local-first memory for AI agents. Store verifiable traces, recall meaning, and answer with citations.
AresSim A Mars habitat development environment for testing reinforcement learning algorithms and LLM agents. Agents control a rover and perform tasks involved in building and maintaining a habitat.
LLM Gathering (Not actively working) A platform where multiple LLMs with assigned roles discuss a given topic. It explores multi-agent reasoning and memory systems for collaborative agent workflows.

πŸ§ͺ Recent Projects

Project Description
Trisynapse Trisynapse is a local-first, BYOK AI research workspace. Turn scattered papers, PDFs, bookmarks, notes & videos into a private digital brain. The app auto-summarizes, maps concept graphs, and compiles sources into auto-updating wikis. Work seamlessly with a built-in split-view Browser, local retrieval Chat, AI Assistants, and infinite Canvas whiteboards for note-taking. 100% offline-first (except AI API calls) and private: your vault stays on your machine
DotChat A minimalist PyTorch framework for training small language models from scratch. It supports pretraining, SFT, DPO, Chain-of-Thought reasoning, CUDA Graphs, and static KV-cache inference.
SimpleThoughts A synthetic Hugging Face dataset designed for supervised fine-tuning, preference alignment, and reasoning training.
ArxiViz An interactive platform for exploring neural network architectures across computer vision, NLP, generative AI, and reinforcement learning alongside mathematical concepts and PyTorch implementations.
ScratchNLP A Python library implementing core NLP algorithms and tokenizers entirely from scratch.

πŸ”— Connect

LinkedIn Β· X Β· Kaggle Β· Blog

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  1. Machine-Learning-Roadmap Machine-Learning-Roadmap Public

    A roadmap for getting started with Machine Learning

    513 80

  2. AresSim AresSim Public

    A high-fidelity grid-world RL simulation environment for training human agents in extreme extraterrestrial conditions

    Python

  3. trisynapse-memory trisynapse-memory Public

    Local-first memory for AI agents. Store verifiable traces, recall meaning, and answer with citations.

    Python

  4. DotLM DotLM Public

    A minimalist, production-ready framework for training small language models through 4 sequential stages (Pretraining, SFT, Alignment, Reasoning). Optimized for extreme performance with a hardware-a…

    Jupyter Notebook 5

  5. scratch_nlp scratch_nlp Public

    A python library with foundational NLP Algorithms implemented from scratch using PyTorch

    Jupyter Notebook 1

  6. EssayInsightsAI EssayInsightsAI Public

    A chatbot integrated webapp that helps students to improve their essay writing skills

    Jupyter Notebook