GEMINI LABJP
SCALE — The Gemini app passed one billion monthly users on August 11. Consumer adoption has settled, and developer attention is shifting to how to build on top of itASSISTANT — Gemini replaces Google Assistant on Android from September 4. Fifteen days out, so apps wired into App Actions or voice shortcuts should be checked nowAGENTS — Managed Agents in the Gemini API entered public preview, letting you build stateful autonomous agents inside a secure Google-hosted environmentENTERPRISE — Gemini Enterprise reached general availability for registering and managing A2UI and A2A agents, moving agent-to-agent wiring out of previewSUNSET — gemini-robotics-er-1.6-preview shuts down on August 31, eleven days out. The replacement is Gemini Robotics ER 2, in public preview since July 30PRICING — Gemini 3.7 Flash went GA on August 13 at an introductory $0.75 per million input tokens and $3.75 output, holding through December 31, 2026SCALE — The Gemini app passed one billion monthly users on August 11. Consumer adoption has settled, and developer attention is shifting to how to build on top of itASSISTANT — Gemini replaces Google Assistant on Android from September 4. Fifteen days out, so apps wired into App Actions or voice shortcuts should be checked nowAGENTS — Managed Agents in the Gemini API entered public preview, letting you build stateful autonomous agents inside a secure Google-hosted environmentENTERPRISE — Gemini Enterprise reached general availability for registering and managing A2UI and A2A agents, moving agent-to-agent wiring out of previewSUNSET — gemini-robotics-er-1.6-preview shuts down on August 31, eleven days out. The replacement is Gemini Robotics ER 2, in public preview since July 30PRICING — Gemini 3.7 Flash went GA on August 13 at an introductory $0.75 per million input tokens and $3.75 output, holding through December 31, 2026
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usage_metadata

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Gemini API2Gemini 2.5 Pro1cost management1SaaS operations1Context Caching1cost optimization1TTL1instrumentation1operations1
Gemini API/2026-07-08Intermediate

When My Paid Gemini Chat Bill Came in at Double the Estimate — Field Notes on Per-Request Token Accounting to Plug the Cost Leaks

From a real overrun where my paid Gemini chat SaaS bill nearly doubled the estimate, here is how I logged token usage per request, traced where cost was leaking, and plugged three specific gaps. Recording usage_metadata and reconciling it against the invoice is the starting point.

Gemini API/2026-07-06Advanced

When Context Caching Didn't Lower My Gemini Bill — Field Notes on Measuring the Real Hit Rate

When Context Caching is enabled but the Gemini API bill barely drops, this field note measures the real hit rate from usage_metadata, separates TTL churn from fragmentation, and walks through a staged recovery.