Three lessons in accelerating foundation model upgrades

1Key Takeaways

• Have you run into problems migrating your products from one model to the next?
• Upgrading to the latest AI models is rarely simple.
• For engineering teams, model updates whether migrating to an entirely new model or updating to a newer checkpoint within the same model family, like moving from an earlier Gemini version to Gemini 3.5 — often require a slow and costly process of testing, proving quality, and manually evaluating new responses.
• For most engineering teams, upgrading to a new model….