Demos

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

How to label your emails locally with a distil labs fine-tuned model and n8n
Demo ClassificationOn-Prem / Edge

How to label your emails locally with a distil labs fine-tuned model and n8n

Build a fully local Gmail email classification pipeline using a distil labs fine-tuned 0.6B model and n8n, keeping all email data private on your machine.

Making FunctionGemma Work: Multi-Turn Tool Calling at 270M Parameters
Demo Tool Calling

Making FunctionGemma Work: Multi-Turn Tool Calling at 270M Parameters

Google's FunctionGemma scores just 10-39% on multi-turn tool calling out of the box, but after fine-tuning with distil labs it reaches 90-97% accuracy across three benchmarks, matching or exceeding a 120B teacher model at 270M parameters.

pytest-generator: AI-Powered Unit Test Generation
Demo On-Prem / Edge

pytest-generator: AI-Powered Unit Test Generation

Generate high-quality pytest test cases from Python function signatures and docstrings. Runs entirely on your local machine with zero API costs and complete privacy.

AI Slop Detector: Catch AI-generated text with a 270M model that runs in your browser
Demo ClassificationOn-Prem / Edge

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.

Demo Question AnsweringOn-Prem / Edge

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
Demo Tool CallingOn-Prem / EdgeAgentic AI

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
Demo Question AnsweringOn-Prem / Edge

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
Demo Tool CallingAgentic AI

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
Demo Information ExtractionOn-Prem / Edge

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.