wentuo-api

Polishing Scientific Research Charts with Nano Banana Pro: A Guide to Automatically Applying Aesthetic Standards from 292 NeurIPS Papers

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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

Claude 5 Latest News: A Preview of the 6 Core Highlights of the Upcoming Sonnet 5 Fennec

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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

In-depth Analysis of Nano Banana Pro’s 5 Major Minor Protection Mechanisms: IMAGE_SAFETY Error Causes and Detailed Explanation of CSAM Protection Technology

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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

In-depth Analysis of Kosmos AI Scientist: An Autonomous Discovery System Completing 6 Months of Research in 1 Day

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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

OpenClaw IM Integration Comparison: Telegram vs Lark Complete Evaluation Guide

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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

OpenClaw 初始化为什么消耗 13000+ Tokens？系统提示词解析与 Haiku 省钱方案

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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

Gemini 3 Flash Preview Response Speed Optimization Guide: 5 Key Parameter Configuration Tips

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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

MoltBot Configure API Proxy: 3-Step Complete Tutorial to Access Claude Opus and Other Models

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Want to connect MoltBot to Claude Opus 4.5 or other Large Language Models but aren't sure how to configure an API proxy? This guide will walk you through the MoltBot Multi-Provider configuration step-by-step, allowing your AI assistant to connect to multiple model services simultaneously for smart switching and disaster recovery. Core Value: By the end … Read more

Understand MoltBot in 5 Minutes: Complete User Guide for the 60,000 Star Open Source AI Assistant

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Want an AI assistant that can actually get things done? MoltBot is exactly that—an open-source project that doesn't just chat; it operates your system, browses the web, and manages files. It's basically "Claude with hands." In this post, we'll walk you through everything from installation and deployment to daily use. Core Value: By the end … Read more

Complete Guide to Ultra-Large Video File Understanding API: 3 Methods for Handling 100MB to 2GB Videos

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Handling AI understanding for huge video files has always been a pain point for developers—uploads timeout, base64 encoding causes memory overflows, and APIs return 413 errors. The good news is that in January 2026, Google significantly boosted Gemini API's file handling capabilities: inline upload limits increased from 20MB to 100MB, Files API now supports up … Read more