When using the Nano Banana Pro API for architectural rendering, product image base-layering, or e-commerce scene generation, you might encounter a head-scratcher: you upload two reference images and write a clear prompt, but the result looks like a "carbon copy" of one of the originals, completely ignoring your editing instructions. This phenomenon has become significantly…
Great news! Previously, many users reported that the recharge process via USDT or manual wire transfers was cumbersome, involved long wait times, and lacked the seamless international experience provided by major vendors like OpenAI and Anthropic. To ensure our global users can pay as easily as they would for a local SaaS service, APIYI (apiyi.com)…
The biggest cost sink in running LLM applications isn't output tokens—it's the redundant retransmission of system prompts and long documents. Both OpenAI and Anthropic have provided a solution: prompt caching. However, their billing philosophies are completely different: OpenAI follows a "zero-configuration, moderate discount" path, while Claude follows an "explicit declaration, deep discount" path. This article…
With the Google I/O 2026 keynote just a day away, Google can no longer keep its secrets under wraps. On May 5, developers managed to extract Gemini 3.2 Flash from the iOS Gemini app and Google AI Studio, while the "Liquid Glass" interface for the web version was also leaked ahead of schedule. The most…
In May 2026, OpenAI quietly swapped the default model for ChatGPT to GPT-5.5 Instant. At the API level, this corresponds to a rather peculiar name: chat-latest. It lacks a version number or a date suffix—it’s just a fixed "latest" string. Yet, every time you call it, the underlying model might be silently changing behind the…
Author's Note: This guide breaks down the newly released Claude Code Agent View (Research Preview), covering its core capabilities, a 4-step quick start, a comparison with tmux multi-window workflows, and important billing considerations for background sessions. If you've ever run multiple Claude Code tasks simultaneously, you've likely been in this situation: six terminal tabs open,…
xAI officially launched Grok Build in May 2026, and it has been the talk of the developer community for less than a week. Elon Musk has previously admitted that xAI lagged behind Anthropic and OpenAI in "coding capability," but Grok Build is xAI's first true AI coding agent designed to compete for market share, directly…
Author's Note: Claude Opus 4.7 has deprecated sampling parameters like temperature, top_p, and top_k, and now requires the system prompt to be passed as a top-level parameter rather than a message role. This article explains the root causes of two common 400 errors and provides code fixes. After upgrading to Claude Opus 4.7, the biggest…
Author's Note: This article breaks down the technical upgrades of GPT-5.5's native browser-use capabilities, real-world Agent deployment scenarios, and how to get started. It includes performance benchmarks from OSWorld and Terminal-Bench, along with 5 typical application scenarios. Over the past two years, almost every "impressive" AI Agent demo has relied on a core capability: the…
If you're currently using Cursor as your editor for Claude Code, your experience likely looks like this: Cursor handles file management and code editing, while Claude Code runs heavy agentic tasks in the terminal. Occasionally, you run into those awkward "stutter + conflict" moments where they fight over file indexing, hog memory, or both the…
