Scaling DevTools · 2026-08-06 · 11 min
In this episode, Ian Coe , Co-founder and CEO of Tonic.ai , joins us at Heavybit DevGuild . Ian explains how Tonic started by helping developers create safe, realistic data for testing and development, and how that has expanded into AI model training, de-identification, and synthetic datasets for reinforcement learning. We discuss structured vs. unstructured data, healthcare and financial services use cases, Tonic Fabricate , Tonic Textual , fine-tuning, RL environments, and why enterprises are becoming more interested in training models on their own data. Links Ian Coe's LinkedIn Tonic.ai Tonic Fabricate Tonic Textual Tonic Blog Heavybit DevGuild
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