Author’s note: This article starts from Google’s Eiffel Tower demo and explains how multiple agents turn historical images and engineering documents into an interactive 3D exhibit. Quick Glossary (to know) Agent: An AI program that can call tools and carry out tasks. It doesn’t just answer questions; it plans, executes, and checks its own results….
Author’s note: MiniMax-H3-Image’s strengths are roughly 16MP direct output and up to 16 reference images. Seedream 5.5’s strengths are its officially self-reported ~100 rounds of continuous editing and native transparent backgrounds. This article gives a “which model for which job” verdict, and explains which generation of Seedream you can call on APIYI today. Two image…
Through 2026-11-30, Gemini 4 Carbon’s official global price is $2 input, $0.10 cached read, and $10 output per 1M tokens. APIYI’s gemini-4-carbon listing on 2026-11-11 matches that. On 2026-12-01, the official global price doubles to $4 input, $0.20 cached, $20 output, so a budget you built in November can’t simply carry over to December. This…
Google made Gemini 4 Carbon available to paid developers and enterprises on 2026-11-10. The model ID is gemini-4-carbon. It’s a text model built on Gemini 4 Argon, and it accepts text, images, audio, and video as input. On the same day, Google said on its official blog and official accounts that it’s the most capable…
Bottom line first. For bulk image generation on APIYI, use gpt-image-2.5-all by default for regular tasks. It runs under the Default group, works with either request-based or usage-based tokens, and is listed at $0.025 per image. When you need to lock to a fixed size or 4K, switch the model name to a -vip variant…
Author’s note: From the prompt and the depth-compensation formula to frame-by-frame export with Playwright + ffmpeg, this walks through how to build a 2.5D parallax animation studio with Claude Code that exports without dropping frames. A lot of people try an AI coding assistant for animation for the first time and hit the same wall:…
On November 9, 2026, Google Cloud announced two new system configurations for its eighth-generation TPUs: TPU 8tx and TPU 8i Max. TPU 8i Max integrates two TPU 8i chips in a single package, doubling compute capacity, on-chip SRAM, and HBM bandwidth. It’s designed for workloads involving long context windows, high concurrency, and collaborative multi-Agent reasoning….
Author’s note: Starting with a 30-minute software development Agent task, this article breaks down the costs of ordinary input, cache writes, cache reads, output, and tool round trips across multiple Agent calls. It compares cache pricing from three providers and uses a 12-call example to show when caching actually saves money. On November 9, 2026,…
Author’s note: When an image API returns HTTP 451 with the error code image_safety, the image being filtered is the one that was generated—not your API key being rejected. Based on APIYI’s documentation and retests, this article explains how 451 differs from 401 and 429, what you should change, and why you shouldn’t keep retrying….
Author’s note: When the Seedance asset library reports copyright restrictions, it’s usually not actually a copyright issue. The real problem is that the provenance for the face is missing. This article explains the three types of portraits you can add to the library—and how to preserve their provenance. When you upload a portrait to the…
