Best AI API Router From APIYI.com
gemini-3.1-pro-preview and gemini-3.1-pro-preview-customtools are two model endpoints released by Google on the same day. While they share the same pricing and reasoning capabilities, their behaviors are night and day. This article compares the differences across 6 key dimensions to help you make the right choice for your Agent development. Core Value: By the end of … Read more
One of the biggest headaches in e-commerce operations is the high cost, long turnaround times, and inconsistent quality of product photography. A standard set of studio-quality main images—covering everything from lighting and shooting to post-processing—can easily cost thousands of dollars and take 3-5 business days. Now, Nano Banana Pro API can turn a mobile snapshot … Read more
Author's Note: Anthropic is offering $50 in free extra usage for Claude Pro and Max users. This article details the eligibility criteria, steps to claim, and key pitfalls to avoid. Deadline: February 16. Along with the release of Claude Opus 4.6 on February 5, Anthropic gifted all existing Pro and Max subscribers $50 in free … Read more
Author's Note: A detailed look at how PaperBanana automatically extracts aesthetic norms from 292 NeurIPS 2025 papers to polish hand-drawn sketches and rough charts into publication-grade academic illustrations, covering four major optimization dimensions: layout, color scheme, typography, and iconography. Are your research figures suffering from these issues: crowded layouts, jarring colors, inconsistent fonts, or a … Read more
Has Claude 5 been released? According to multiple leaks in early February 2026, Claude Sonnet 5 (codename Fennec) is just around the corner. Leaked benchmarks suggest its SWE-Bench score might break the 80% barrier. Based on public leaks, here's a forward-looking analysis of this highly anticipated model. Key Takeaway: A 3-minute guide to the Claude … Read more
Encountering an IMAGE_SAFETY error while using Nano Banana Pro for image editing is a common point of confusion for many developers. This article dives deep into Nano Banana Pro's five major minor protection mechanisms to help you understand why images suspected of featuring minors are rejected by the system. Core Value: By the end of … Read more
Long research cycles, tedious literature analysis, and time-consuming hypothesis validation are universal challenges for researchers. Kosmos AI, introduced by FutureHouse and Edison Scientific, is an Autonomous AI Scientist System capable of completing six months of traditional research work in just 12 hours, completely revolutionizing data-driven scientific discovery. Core Value: In this article, you'll learn about … Read more
Author's Note: A deep dive into OpenClaw's integration performance on Telegram vs. Lark (Feishu) to help you pick the best IM platform for your AI assistant. OpenClaw is the hottest open-source AI Agent gateway of 2026, supporting unified access for 12+ major IM platforms. In this post, we'll compare Telegram and Lark across API openness, … Read more
作者注：深度解析 OpenClaw 启动时为何消耗 13000+ tokens,6 大系统提示词组件详解,以及用 Claude Haiku 4.5 替代 Opus 节省 80% 成本的实战方案 "明明只发了一句话,为什么输入就要 13403 tokens？感觉像有很多预设默认提示词一样。" — 这是很多 OpenClaw 用户的困惑。答案是：你说得对,OpenClaw 确实在每次对话前注入了大量的系统提示词。 核心价值: 读完本文,你将理解 OpenClaw 的 6 大初始化组件,学会精简系统提示词,并掌握用 Claude Haiku 4.5 替代 Opus 节省 80% 成本的方法。 OpenClaw 初始化 Token 消耗解析 很多用户发现,即使是一句简单的"你好",OpenClaw 也会消耗上万 tokens。这不是 bug,而是 OpenClaw 的设计特性。 初始化 Token 构成 OpenClaw 在每次对话开始时,会将以下内容全部注入系统提示词： 组件 估算 Token 说明 … Read more
Dealing with long response times when calling the Gemini 3 Flash Preview model is a common challenge for developers. In this post, we'll dive into configuration tips for key parameters like timeout, max_tokens, and thinking_level to help you master response time optimization for Gemini 3 Flash Preview. Core Value: By the end of this guide, … Read more
