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SUNSET — Five days until the imagen-4.0 family shuts down: imagen-4.0-generate-001 and two sibling models stop on August 17SAMPLING — Since July 21 the temperature, top_p, and top_k parameters are deprecated; no shutdown date yet, but worth auditing your callsAPI — The Interactions API is now generally available and is the recommended path to the latest models and featuresROBOTICS — gemini-robotics-er-1.6-preview shuts down on August 31; its successor, ER 2, has been in public preview since July 30ENTERPRISE — The Gemini Enterprise mobile app reached GA for organizations authenticating through third-party identity providersRENAME — NotebookLM Enterprise is now Gemini Notebook Enterprise, so the term to search the docs for has changed tooSUNSET — Five days until the imagen-4.0 family shuts down: imagen-4.0-generate-001 and two sibling models stop on August 17SAMPLING — Since July 21 the temperature, top_p, and top_k parameters are deprecated; no shutdown date yet, but worth auditing your callsAPI — The Interactions API is now generally available and is the recommended path to the latest models and featuresROBOTICS — gemini-robotics-er-1.6-preview shuts down on August 31; its successor, ER 2, has been in public preview since July 30ENTERPRISE — The Gemini Enterprise mobile app reached GA for organizations authenticating through third-party identity providersRENAME — NotebookLM Enterprise is now Gemini Notebook Enterprise, so the term to search the docs for has changed too
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Retry Design

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Gemini API1Error Handling1Model Migration1Observability1Gemini 3.5 Flash1Cost Optimization1Model Routing1Indie Development1
Gemini API/2026-08-04Advanced

Retrying a Retired Model Never Showed Up in Success Latency

With the image generation models shutting down soon, I rebuilt a mock server to see what my retry layer actually does when it hits a retired model ID. The damage landed in wall time and queue wait, and never touched the metric I was watching.

Gemini API/2026-06-26Advanced

Is Gemini 3.5 Flash Actually Cheaper? Measuring Retry Amplification to Find the Flash vs Pro Break-Even

Now that 3.5 Flash is generally available, it is tempting to route everything to it. But once you measure effective cost per success instead of per-call price, the decision changes. Here is a small harness to measure retry amplification and find the break-even.