Ollama workflow validates Gemma 4 with Nimble 9B

This article demonstrates how to build a local validation workflow that uses Ollama, Gemma 4 E2B to draft replies to attendee questions, and Nimble 9B as a decision model to review and correct those drafts. By running both models locally, internal conversation contexts remain entirely on the user's machine. The workflow successfully identifies problematic drafts and triggers targeted local revisions when necessary. Open article →