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●ARGON — gemini-4-argon is generally available as of 10/13, aimed at complex coding, agents, math and science●DEEP RES — deep-research-pro-preview-12-2025 shuts down 10/23, 6 days left. Move to deep-research-preview-04-2026●NANO — gemini-nano-banana-2.1 is GA (10/06). gemini-3.1-flash-image is deprecated with no shutdown date yet●MCP — One write-up cut an 85,000-token tool result to 310 tokens by wrapping it in an ADK FunctionTool●FLASH — gemini-3.7-flash and 3.5-flash now route automatically to newer Flash models (10/08)●NEW — Stop Re-Reading Every Crash Report: Gre…●ARGON — gemini-4-argon is generally available as of 10/13, aimed at complex coding, agents, math and science●DEEP RES — deep-research-pro-preview-12-2025 shuts down 10/23, 6 days left. Move to deep-research-preview-04-2026●NANO — gemini-nano-banana-2.1 is GA (10/06). gemini-3.1-flash-image is deprecated with no shutdown date yet●MCP — One write-up cut an 85,000-token tool result to 310 tokens by wrapping it in an ADK FunctionTool●FLASH — gemini-3.7-flash and 3.5-flash now route automatically to newer Flash models (10/08)●NEW — Stop Re-Reading Every Crash Report: Gre…
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Quality Monitoring

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Gemini API3Production2Image Classification1Batch Processing1Model Migration1Indie Dev1Automation1LLM-as-Judge1Prompt Engineering1
⟐ Gemini Dev/2026-09-02Intermediate

An agreement-rate gate approves the model swap, then your category shares move

Swapping the model behind an image classification batch can pass a golden-set agreement gate while category shares quietly shift. I measured the sample sizes each check really needs and rebuilt the gate as a paired comparison.

◈ Gemini API/2026-06-17Advanced

Watching the 'Voice' of Generated Text: Catching a Silent Default-Model Swap Through Style Drift

When the default model changes over your head, the output can stay factually correct while its voice quietly shifts. This walks through fingerprinting the style of generated text and detecting drift statistically, with a dependency-free implementation you can drop into your pipeline.

◈ Gemini API/2026-05-21Advanced

Designing a Continuous Quality Monitoring Pipeline for the Gemini API

A practical, indie-developer-friendly design for a Gemini API evaluation pipeline that catches silent quality regressions using a Golden Dataset and a multi-aspect LLM-as-Judge, with full code and real cost numbers.