# Chandan Satwani > AI engineer in Bangalore. I build grounded AI agents, fine-tune small models for the edge, and publish the research behind them. ## Projects - [PulseDesk OS](/projects/pulsedesk-os): An auditable support console where code owns the workflow and the model owns the judgments. Code: https://github.com/Chandan062311/PulseDeskOS - [WhyBook](/projects/whybook): A chemistry tutor that explains the what, the why and the real world, small enough to run on a laptop. Code: https://github.com/Chandan062311/whybook - [Hail Mary Distilled](/projects/hail-mary): A compact model fine-tuned to reason calmly under uncertainty, and to say it doesn't know when it doesn't. Code: https://github.com/Chandan062311/Hail-Mary ## Research - [LLM Based Embedded Value Trained ChatBot Framework for Personalized Academic Learning](https://www.scitepress.org/PublishedPapers/2025/135998/): SciTePress, INCOFT, 2025. - [CNN-Based EEG Spectrogram Analysis for Accurate Detection of Alzheimer’s and Dementia](https://link.springer.com/content/pdf/10.1007/978-981-96-8694-0_31.pdf): Springer, ITAI, 2025. ## Milestones - Gold medal, 9.6 CGPA - Best Boy award, 2025 - GDG lead, Belgaum - Off the clock: space history, old machines, story RPGs ## Contact - Email: chandansatwani422@gmail.com - github: https://github.com/Chandan062311 - x: https://x.com/ChandanAILab - linkedin: https://www.linkedin.com/in/chandan-satwani - youtube: https://www.youtube.com/@ChandanSatwani-ai ## Machine access - [projects.json](/projects.json): structured projects, papers and links - MCP endpoint: /mcp (Streamable HTTP, JSON responses, no auth, rate limited). Tools: list_projects, ask_project, get_papers, get_contact. - [How the agent is tested](/evals) - [All projects](/projects) and [writing](/writing)