Generate better Synthetic Data for Fine-Tuning with Skillware

One of the biggest hurdles in training local LLMs is data quality. If your training set is 90% AI boilerplate, your fine-tune will be 90% useless.

We just released the synthetic_generator skill for Skillware. It’s a modular tool that:

• Orchestrates combinatorial personas to hit edge cases.
• Validates data diversity using a zero-dependency entropy score.
• Plugs directly into your Python scripts to build massive datasets automatically.

Run it locally with Ollama or scale with Gemini.

pip install skillware

Read the Skill Card: synthetic_generator.md