Author's Note: A deep dive into why GPT-5.4 was released just 2 days after GPT-5.3 Instant launched, analyzing the competitive landscape between OpenAI, Anthropic, and Google, and the differentiated positioning of GPT-5.4. On March 3rd, OpenAI released GPT-5.3 Instant. Just 2 days later, on March 5th, GPT-5.4 officially went live. Two heavyweight models from the…
Author's Note: GPT-5.4 has been officially released and its API is now open for calls. It supports a 1 million token context window, native computer control, and full-resolution vision. APIYI has already integrated it—register now to start calling it. GPT-5.4 was officially launched on March 5, 2026. It's OpenAI's most powerful general-purpose model to date….
DeepSeek V4 is about to be released—a trillion-parameter native multimodal model that supports unified generation of text, images, and video. This article provides a quick overview of DeepSeek V4's core architectural innovations, performance, and API integration methods to help developers prepare for technical evaluation. Core Value: Get up to speed in 3 minutes on DeepSeek…
ByteDance's Seedance 2.0 video generation model has become a sensation since its February release, hailed as the "DeepSeek moment" in video generation. Volcano Engine has already published the Seedance 2.0 API pricing page, though the API interface hasn't officially launched yet. This article provides a detailed breakdown of Seedance 2.0 API's three-tier pricing structure, core…
Author's Note: Gemini 3.1 Flash-Lite Preview has launched with an impressive output speed of 380 tok/s and a super low cost of $0.25/M. This article provides an in-depth analysis of its 5 core advantages, benchmark data, competitor comparisons, and API integration methods. Google DeepMind officially released Gemini 3.1 Flash-Lite Preview on March 3, 2026—the fastest…
Author's Note: Google has officially announced that the Gemini 3 Pro preview will be shut down on March 9, 2026, requiring migration to Gemini 3.1 Pro. However, 3.1 Pro is currently plagued by frequent 503 errors and latencies as high as 104 seconds. This article analyzes the shutdown reasons, 3.1 Pro's stability issues, and developer…
Sora 2 and Wan2.6 are the two most talked-about AI video generation models in 2026. This article compares Sora 2 and Wan2.6 across six dimensions—text rendering, material simulation, character consistency, and more—to provide clear selection advice for e-commerce and anime content creation. Core Value: After reading this, you'll know exactly which model to choose for…
E-commerce product videos and anime content creation are the two fastest-growing areas for AI video generation demand in 2026. This article compares Sora 2 and Kling 3.0 across 6 key dimensions to help you choose the right model for these two scenarios. Core Value: After reading this article, you'll know whether to choose Sora 2…
Author's Note: I generated a fantastic video with Sora 2, but the Chinese text in the frame came out crooked and garbled—it's a shame to throw it away, but sending it out isn't professional either. This is one of the most frustrating problems Sora 2 users face today. This article explores 5 practical solutions to…
Author's Note: Latest assessment from March 2026, comparing 10 lightweight Large Language Models suitable for translation scenarios across three dimensions—speed, translation quality, and cost. Models include Gemini 3 Flash, Claude Haiku 4.5, DeepSeek V3.2, GPT-5 Nano, and more. {Translation scenario LLM API TOP 10} Using Large Language Models for translation has become the mainstream approach…
