Demos
Open-source projects you can clone, run, and learn from.

Gitara: How we trained a 3B Function-Calling Git Agent for Local Use
We fine-tuned a small, tool-calling language model to turn plain-English questions into git commands with the accuracy of a cloud LLM.
Resume Roaster AI: Brutally Honest Resume Critique with a Local SLM
A fine-tuned Llama-3.2-3B model that generates sarcastic resume critiques and professional improvement suggestions. Runs entirely locally to keep your personal data private.
distil-commit-bot: AI-Powered Commit Messages for TypeScript
A fine-tuned 0.6B parameter SLM that generates commit messages for TypeScript codebases. Runs locally via Ollama, achieving 90% accuracy compared to a 120B teacher model, at 200x smaller size.
distil-localdoc.py: Automatic Python Documentation Generation
A fine-tuned Qwen3 0.6B model that generates complete, properly formatted Google-style docstrings for your Python code. Runs locally to keep your proprietary code secure.
distil-expenses: Local Personal Expense Summaries with SLMs
Fine-tuned Llama 3.2 models (1B and 3B) for personal expense analysis. Runs locally via Ollama. Query your spending data with natural language while keeping your financial data completely private.
distil NPC: Small Language Models for Video Game Characters
A family of small language models specialized for conversational NPCs in video games. Enables natural language interaction with game characters running entirely on-device, no network required.