title: Why Image Generation APIs Use RPM Instead of QPS: A Deep Dive description: Understanding why image generation APIs like Nano Banana Pro use RPM instead of QPS, and how the synchronous blocking nature of model invocation changes the game. tags: [AI, API, Technical Deep Dive, Image Generation] Author's Note: This is a deep dive…
Author's Note: This guide provides a detailed comparison of the pricing structures, quality differences, and optimal selection strategies for the two major image generation APIs: chatgpt-image-latest and Nano Banana 2. It includes calculations for APIYI discounted rates and real-world cost estimates. In 2026, the two heavyweights of the image generation API market—OpenAI's chatgpt-image-latest and Google's…
Author's Note: This article breaks down the performance data behind the Claude Opus 4.6 and Thinking models, which have swept the top spots on the Arena.ai leaderboard for both Text and Code. We'll also show you how to access the Claude Opus 4.6 API via APIYI at 80% of the official price, with high concurrency…
Author's Note: Without switching to cheaper, lower-quality model channels, this guide details how OpenClaw controls input token length to save costs. We'll cover 6 key strategies: task isolation for new conversations, precise code block retrieval instead of full-file ingestion, context pruning, local QMD search, and more. OpenClaw is notorious for being a "token burner"—some users…
On March 24, 2026, OpenAI officially announced the complete shutdown of its Sora video generation application and API. This product, which once shook the entire AI industry, has come to an end just six months after its launch. If you are currently using the Sora API, you need to plan your migration immediately. Core Value:…
Author's Note: A deep dive into the real reasons behind the shutdown of OpenAI's Sora, the competitive pressure from Seedance 2.0, and an analysis of why Anthropic’s strategy of avoiding image and video models—focusing instead on compute concentration—offers a vital lesson for the industry. On March 24, 2026, OpenAI officially announced the shutdown of Sora—after…
"How much concurrency should I set?"—this is the question developers ask most often when using the Nano Banana 2 API for batch image generation. The answer doesn't lie in platform limits, but in how much Base64 image data your bandwidth and memory can handle. Core Value: After reading this article, you'll understand the primary bottlenecks…
title: ".agents vs .claude: Understanding Configuration Folder Differences in AI Agent Development" description: "Clarify the distinct roles of .agents and .claude configuration folders in AI Agent development, including Skills placement and directory structures." tags: – AI Agent – Configuration – Development – Skills – Best Practices AI Agent development is booming, and project root directories…
Author's Note: A comprehensive breakdown of the latest 2026 capabilities of Claude Code: /loop scheduled tasks, Computer Use remote desktop control, Voice Mode, mobile Remote Control, background Agents, and 12 other core features. As of March 2026, Claude Code has evolved from a simple "AI programming assistant in the terminal" into a full-fledged autonomous coding…
Author's Note: A deep dive into the essence of the thoughtSignature field in Nano Banana 2 API responses. It’s not an image, but an encrypted "thought signature." We’ll break down the Thinking mode response structure, how to handle it correctly, and common pitfalls. Many developers calling the Nano Banana 2 API for image generation have…
