Demos
Open-source projects you can clone, run, and learn from.
AI Slop Detector: Catch AI-generated text with a 270M model that runs in your browser
A fine-tuned 270M parameter model that detects AI-generated text entirely in your browser: no API keys, no cloud, no data leakage. Matches 120B teacher accuracy at 400x smaller size.
Text2SQL: Natural Language CSV Query Tool
Query your CSV data using natural language questions. A fine-tuned 0.6B parameter model converts questions into SQL queries and executes them locally, no cloud required.
SHELLper: Multi-turn Bash Function Calling Model
A fine-tuned 0.6B model that converts natural language into bash commands with 100% multi-turn tool call accuracy. Runs locally with full privacy.
Text2SQirreL 🐿️: Query your data in plain English
A fine-tuned small language model that converts plain English questions into executable SQL queries. Runs locally with no API keys, no cloud dependencies, and full privacy, matching the accuracy of a 685B teacher model.

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.