Author's Note: A deep dive into Sora 2's "Gacha" (rolling) mechanism and cost optimization strategies. Learn how to filter for the best results by batch-generating video variants and how to achieve high-ROI AI video creation using APIYi's ultra-low price of $0.12 per generation. When you're using Sora 2 to generate videos, you'll often find that…
Two Methods to Create Characters with Sora 2 Character API Sora 2 Character API offers two flexible ways to create reusable character IDs, each suited for different scenarios. Method 1: Extract from Video URL This method extracts character features directly from an existing video URL. It's perfect when you have a video hosted somewhere and…
Google's Veo 3.1 series offers two versions: Veo 3.1 (Standard) and Veo 3.1 Fast (Lightweight). Many users aren't clear on the specific differences between these two models, so this article provides a detailed comparison across three dimensions: quality, speed, and pricing. Core Value: After reading this article, you'll know exactly which model to choose for…
Author's Note: January 15, 2026 Test: Sora 2 video clarity has significantly improved – OpenAI appears to have completed computing capacity expansion. This article analyzes the causes of quality changes, technical background, and API best practices. On January 15, 2026, observation of customer API call data through the APIYI platform revealed that Sora 2's video…
In the field of AI video generation, Image-to-Video is one of the most anticipated features. However, many developers have misconceptions about how Sora 2 and Veo 3 handle image uploads: Can Sora 2 really only use images as the first frame? And how do Veo 3's two images work? This article will dive deep into…
Deep Dive into Google Veo 3.1's Latest Update: 4K Resolution Output, Native 9:16 Vertical Video, Enhanced Ingredients to Video – Complete Analysis vs Sora 2 on AI Video Generation's New Landscape On January 13, 2026, Google DeepMind dropped a major Veo 3.1 update, officially supporting 4K resolution output and native vertical video generation. This update…
Understanding Gemini API Safety Settings: A Deep Dive When working with Gemini's image generation API (like gemini-2.0-flash-exp-image-generation or gemini-3-pro-image-preview), you've probably come across configuration code like this: "safetySettings": [ {"category": "HARM_CATEGORY_HARASSMENT", "threshold": "BLOCK_NONE"}, {"category": "HARM_CATEGORY_HATE_SPEECH", "threshold": "BLOCK_NONE"}, {"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT", "threshold": "BLOCK_NONE"}, {"category": "HARM_CATEGORY_DANGEROUS_CONTENT", "threshold": "BLOCK_NONE"} ] What does this configuration actually mean? Does BLOCK_NONE really…
Top 10 Must-Install Claude Code MCP Servers Based on usage frequency and practical value, here are the 10 most worthwhile MCP servers, along with their installation commands and use cases. 1. GitHub MCP – Code Repository Management Installation Command: claude mcp add @modelcontextprotocol/server-github Key Features: Create/search/manage issues and PRs directly Clone repositories and switch branches…
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Deep Analysis of Nano Banana Pro API 503 Error "The model is overloaded" with 5 Effective Solutions to Address Google's Compute Shortage Many developers have recently reported frequent encounters with the "The model is overloaded. Please try again later." error when calling the Nano Banana Pro API (gemini-2.0-flash-preview-image-generation), with response times surging from 30 seconds…
