◉GEMINI LABJP
●ROBOTICS — The ER 1.6 preview that shut down on August 31 does have a successor. Gemini Robotics ER 2 is in public preview, in both standard and streaming variants●VIDEO — ER 2 judges success and failure from live video rather than still snapshots, which is what lets it catch spills, slips, and misalignments while a task is still running●DEADLINE — Next up is September 30, when gemini-omni-flash-preview is retired. The target is gemini-omni-1.1-flash, GA since August 27, and there are now under four weeks left●APIKEY — Every remaining standard API key, restricted ones included, stops working during September. The replacement is an auth key bound to a Google Cloud service account●PRICE — Gemini 3.7 Flash keeps its introductory $0.75/$3.75 per 1M through December 31, then moves to $1.50/$7.50 on January 1, 2027. Any estimate crossing the year needs both figures●AUDIO — Gemini 3.5 Transcribe handles language detection across 85+ languages, speaker diarization, word-level timestamps, and custom vocabulary biasing of up to 1,000 terms●ROBOTICS — The ER 1.6 preview that shut down on August 31 does have a successor. Gemini Robotics ER 2 is in public preview, in both standard and streaming variants●VIDEO — ER 2 judges success and failure from live video rather than still snapshots, which is what lets it catch spills, slips, and misalignments while a task is still running●DEADLINE — Next up is September 30, when gemini-omni-flash-preview is retired. The target is gemini-omni-1.1-flash, GA since August 27, and there are now under four weeks left●APIKEY — Every remaining standard API key, restricted ones included, stops working during September. The replacement is an auth key bound to a Google Cloud service account●PRICE — Gemini 3.7 Flash keeps its introductory $0.75/$3.75 per 1M through December 31, then moves to $1.50/$7.50 on January 1, 2027. Any estimate crossing the year needs both figures●AUDIO — Gemini 3.5 Transcribe handles language detection across 85+ languages, speaker diarization, word-level timestamps, and custom vocabulary biasing of up to 1,000 terms
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⟐ Gemini Dev/2026-05-24Advanced

Running Streamlit + Gemini as a Production BI Dashboard — Auth, Cost, Caching, Rate Limits, Observability

A design memo for promoting a Streamlit + Gemini data analysis app into a real multi-user internal BI dashboard — authentication, cost optimization, result caching, per-user rate limits, and observability, all from production experience.

◈ Gemini API/2026-05-01Intermediate

Migrating Working Code from AI Studio to Vertex AI: A Solo Developer's Hands-On Walkthrough

What actually changes when you move existing Gemini API code from AI Studio to Vertex AI. Includes side-by-side code diffs for SDK init, auth, and response parsing.

◈ Gemini API/2026-04-09Intermediate

Vertex AI + Gemini Authentication Error Fix: Service Account & ADC Troubleshooting Guide

Struggling with Vertex AI Gemini authentication errors? This guide covers the most common causes—service account misconfiguration and ADC setup issues—with step-by-step solutions to get you unblocked fast.

⟐ Gemini Dev/2026-04-09Intermediate

Gemini Code Assist Outline Stays Empty: Seven Things to Check

Fix Gemini Code Assist Outline not showing suggestions, failing silently, or throwing authentication errors. Full coverage for VS Code and JetBrains—from plugin setup to enterprise IAM configuration.

◈ Gemini API/2026-03-29Beginner

Gemini API Authentication Errors: Causes and Solutions

Complete guide to diagnosing and fixing Gemini API authentication errors including 401/403 status codes, API key issues, and permissions.