Recently, users have been using interior renderings for "image cleaning"—trying to remove CG rendering artifacts and convert them into the realistic texture of an iPhone shot. However, the images generated by Nano Banana 2 showed obvious ghosting on the ceilings and pillars: a single structural line became two, and a translucent "ghost" floated on the…
In the APIYI technical support group, we were recently asked a very specific question: if you feed a model three images—Image 1 as the base scene, Image 2 as the object to be inserted, and Image 3 as a reference for color and atmosphere—along with a long prompt, which one actually produces higher quality and…
Many people have a misconception when they first use the ChatGPT web interface: they input a PDF or a single sentence, and "pop"—it spits out five images with a consistent style. However, once you switch to the API and set the n parameter to 5, you end up with five variations that look largely the…
I. What Exactly is the Blurry Block Issue in Nano Banana Pro's White Background Images? Let's first clarify the phenomenon. The "blurry block" we're talking about usually appears in large areas of solid color or blank space within an image. It manifests as a gray mist with no clear edges, a lingering shadow, or a…
When it comes to creating e-commerce product images, should you use Nano Banana Pro or gpt-image-2? This is the most common dilemma for cross-border sellers and e-commerce design teams. A simple but accurate rule of thumb is: main images are all about realism and material texture, while detail pages are about information density and text…
In June 2026, Amazon began displaying AI-generated product images directly in search results and its mobile app. This move sent a clear signal: AI-generated imagery is no longer an experimental edge case—it’s a mainstream production method that both platforms and sellers are embracing. For cross-border e-commerce, those who successfully integrate an AI image workflow first…
Many developers working with the gpt-image-2 image editing API hit the same wall: they scour the images/edit API Reference page, only to find the note that "GPT image models support up to 16 images," but they can't find a single word about individual file size limits. Is there no limit? Or did the documentation just…
The new Claude Fable 5 model is here, but for many, the first question isn't how powerful it is—it's how expensive it is. The answer is straightforward: the official pricing is $10 per million tokens for input and $50 for output, making it exactly twice as expensive as Opus 4.8 across almost every billing dimension….
On June 9, 2026, Anthropic quietly pushed claude-fable-5 to the official api.anthropic.com/v1/messages endpoint. This means the first publicly available model in the Claude 5 series is no longer just a rumor on prediction markets—it's a real product you can get an API key for and start using right now. This article skips the marketing fluff…
If you only have flat-lay or ghost mannequin photos of your clothing but need high-quality on-model shots, you're facing the most common challenge in e-commerce operations. Traditional photoshoots—involving models, photographers, studio rentals, and retouching—can easily cost thousands of dollars and take 1–2 weeks to complete. For fast-fashion giants like SHEIN, annual photography costs run into…
