◉GEMINI LABJP
●NANOLITE — Nano Banana 2 Lite is here: Google's fastest and most cost-efficient Gemini Image model, made for running lightweight image generation cheaply●OMNIFLASH — Gemini Omni Flash is in public preview, a natively multimodal model that lets enterprises and developers build custom, dynamic video workflows●AGENTS — Managed Agents expand with background: true for async server-side runs and polling, remote MCP server integration, and refreshing credentials across interactions●MEMORY — The Memory Bank IngestEvents API is generally available, decoupling event ingestion from memory generation so you can stream content continuously●THROUGHPUT — Provisioned Throughput now lets you submit up to seven pending orders for the same model and region●DEPRECATE — Image generation models shut down on August 17, and the Grok 4.1 family on the Gemini Enterprise Agent Platform on August 20●NANOLITE — Nano Banana 2 Lite is here: Google's fastest and most cost-efficient Gemini Image model, made for running lightweight image generation cheaply●OMNIFLASH — Gemini Omni Flash is in public preview, a natively multimodal model that lets enterprises and developers build custom, dynamic video workflows●AGENTS — Managed Agents expand with background: true for async server-side runs and polling, remote MCP server integration, and refreshing credentials across interactions●MEMORY — The Memory Bank IngestEvents API is generally available, decoupling event ingestion from memory generation so you can stream content continuously●THROUGHPUT — Provisioned Throughput now lets you submit up to seven pending orders for the same model and region●DEPRECATE — Image generation models shut down on August 17, and the Grok 4.1 family on the Gemini Enterprise Agent Platform on August 20
TAG

long-context

4 articles
← Back to all tags
Related:
gemini-api2gemini-2.5-pro2pdf1summarization1coverage1python1troubleshooting1context-window1performance1business1document-analysis1prompt-engineering1
◈ 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/2026-05-03Intermediate

Common Gemini API Long Context Problems and How to Fix Them

Struggling with Gemini API's 1 million token context window? This guide covers the most common issues — ignored middle content, slow responses, unexpected costs, and unstable output — with practical code fixes.

⬡ Gemini Advanced/2026-04-24Advanced

Reading a 200-Page Contract with Gemini 2.5 Pro — Five Techniques That Move Long-Context Analysis to Production Quality

Using Gemini 2.5 Pro's long context for real business work takes more than stuffing the whole document in. Here are the five techniques I found most effective for contracts, meeting minutes, and technical specs.

⬡ Gemini Advanced/2026-04-21Intermediate

Taking Gemini 2.5 Pro Seriously — Where Long-Context Reasoning and Code Generation Earn Their Keep

A solo developer's practical evaluation of Gemini 2.5 Pro across long-context reasoning, code generation, and the Thinking mode — including the tasks where it outperforms competitors and the ones where you're better off routing elsewhere.