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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
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
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
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
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
Clawdbot has emerged as the most popular open-source personal AI assistant project of 2026, catching the attention of countless developers and productivity geeks. But before you jump in, there's one question everyone is asking: How much does Clawdbot actually cost? And am I the target user? Core Value: By the end of this article, you'll … Read more
