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 variantsVIDEO — 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 runningDEADLINE — 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 leftAPIKEY — Every remaining standard API key, restricted ones included, stops working during September. The replacement is an auth key bound to a Google Cloud service accountPRICE — 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 figuresAUDIO — Gemini 3.5 Transcribe handles language detection across 85+ languages, speaker diarization, word-level timestamps, and custom vocabulary biasing of up to 1,000 termsROBOTICS — 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 variantsVIDEO — 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 runningDEADLINE — 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 leftAPIKEY — Every remaining standard API key, restricted ones included, stops working during September. The replacement is an auth key bound to a Google Cloud service accountPRICE — 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 figuresAUDIO — 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 API/2026-07-12Advanced

When a Whole Chapter Vanished From My Long-PDF Summary — Field Notes on Auditing Coverage

Chapter-wise summarize-then-merge works well on long PDFs, but a lost extraction or a merge step can drop an entire chapter while the pipeline finishes without a single error. This walks through catching those silent drops with one number—coverage—and re-running only the chapters that fell out.

Gemini API/2026-05-10Intermediate

Gemini API: RESOURCE_EXHAUSTED When Sending Large PDFs or Videos via inlineData — When to Switch to Files API

Why the Gemini API returns RESOURCE_EXHAUSTED for large PDFs or videos sent via inlineData, and a practical migration path to Files API based on real indie-developer experience.

Gemini API/2026-05-02Intermediate

Gemini API PDF Input Troubleshooting: When Your Document Just Won't Read

When Gemini returns nothing for your PDF, hits the 20MB ceiling, or quietly skips pages, the symptom usually points to one of five very specific causes. Here's how to narrow it down quickly.

Gemini API/2026-03-27Beginner

How to Analyze and Summarize PDFs with Gemini API — A Practical Python Guide

Learn how to extract text, summarize, and run Q&A on PDF files using the Gemini API in Python. A step-by-step guide covering File API uploads, multimodal processing, and structured data extraction.

Gemini API/2026-03-26Advanced

Gemini API Multimodal Techniques in Practice — Mastering Image, Video, Audio, and PDF Processing

Advanced implementation guide for integrating all 4 modalities (image, video, audio, PDF) with Gemini API. Learn streaming pipelines and Function Calling integration for production-ready multimodal AI systems.

Workspace/2026-03-26Beginner

Using NotebookLM as Gemini's Research Scout — How I Actually Cut Down PDF Reading Time

A working record of using NotebookLM as a research scout in front of Gemini. How I place it at the entrance to long PDFs, papers, and YouTube videos, plus an honest take on where podcast generation helps and where it doesn't.

Gemini API/2026-03-14Advanced

Gemini Advanced Document Processing — PDF Analysis, Table Extraction & Automated Review

Advanced document processing with Gemini's multimodal capabilities. Covers full PDF analysis, table and chart extraction, multi-document comparison, automated contract and invoice review. Includes File API integration and context caching patterns.