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●VIDEO — Agentic video understanding reached 3.7 Flash, 3.6 Flash, and 3.5 Flash-Lite on September 1. The model navigates the timeline itself rather than sampling frames at a fixed rate●TOKENS — Because it pulls transcripts, frames, or audio only when it needs them, Google measures up to 88% fewer tokens on long-form content●SCOPE — It works across both the Interactions and GenerateContent APIs. If you have costed out long-video work before, the assumptions have moved●MUSIC — Lyria 3.5 entered public preview on September 3, generating full-length songs at 44.1 kHz stereo●CONTROL — Lyria 3.5 accepts text and image inputs, with better musical coherence, more natural vocals, and finer control over duration and structure●ROBOTICS — gemini-robotics-er-2-streaming-preview is tuned for real-time streaming over the Live API, with function calling that blocks on physical robot actions●VIDEO — Agentic video understanding reached 3.7 Flash, 3.6 Flash, and 3.5 Flash-Lite on September 1. The model navigates the timeline itself rather than sampling frames at a fixed rate●TOKENS — Because it pulls transcripts, frames, or audio only when it needs them, Google measures up to 88% fewer tokens on long-form content●SCOPE — It works across both the Interactions and GenerateContent APIs. If you have costed out long-video work before, the assumptions have moved●MUSIC — Lyria 3.5 entered public preview on September 3, generating full-length songs at 44.1 kHz stereo●CONTROL — Lyria 3.5 accepts text and image inputs, with better musical coherence, more natural vocals, and finer control over duration and structure●ROBOTICS — gemini-robotics-er-2-streaming-preview is tuned for real-time streaming over the Live API, with function calling that blocks on physical robot actions
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Cloud Run

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Gemini API5production3Production2Cloud Pub/Sub1Event-Driven1Indie Developer1cold start1AWS Lambda1Cloudflare Workers1serverless1Cloud Tasks1async1
◈ Gemini API/2026-05-21Advanced

Designing Event-Driven AI Workflows with Gemini API and Cloud Pub/Sub — Notes from an Indie Developer

An implementation memo on wiring Gemini API into Cloud Pub/Sub event-driven workflows. Using an app-review analysis pipeline as the running example, the article covers retry policy, dead-lettering, idempotency, and cost guardrails — from the perspective of someone running it solo.

◈ Gemini API/2026-05-04Advanced

Solving Gemini API Cold Starts — Production-Grade Startup Optimization for Cloud Run, Lambda, and Workers

When you put Gemini API on serverless, the first request takes six seconds. This guide breaks down where the time goes and shows concrete startup-optimization patterns for Cloud Run, AWS Lambda, and Cloudflare Workers — with real numbers, runnable code, and cost trade-off advice.

⟐ Gemini Dev/2026-04-22Advanced

Async AI Job Queues with Gemini API and Cloud Tasks — Production Patterns for Timeouts, Retries, and Rate Limits

Migrate synchronous Cloud Run + Gemini calls to a Cloud Tasks async job queue. Covers retries, DLQ, idempotent workers, and cost modeling with working code.

◈ Gemini API/2026-04-07Advanced

Gemini API × Slack Bot in Production — Bolt SDK, Thread Context, and Cloud Run Deployment

Build a production-grade AI Slack Bot with Gemini API and Slack Bolt SDK (Python): thread context management, multimodal support, rate limit handling, and Cloud Run deployment.

⟐ Gemini Dev/2026-03-30Advanced

Firebase Genkit × Gemini API in Production — Design Choices and Gotchas from a Month of Indie Backend Work

Field notes from a month of running Firebase Genkit and Gemini API behind an indie app review-summarization backend. Flow and Tool design, Cloud Functions vs. Cloud Run, real cost and latency numbers, and seven undocumented gotchas.