Blog and Guides · Page 2
Explore practical LLM API guides, integration notes, and product updates.
Product updates, integration guides, and practical notes for LLM API developers.
Grok 4.5 Review: 500K Context, Speed, Coding & Agents
Grok 4.5 review based on xAI documentation, X reactions, and Reddit tests, covering coding, agents, 500K context, pricing, limits, and practical value.
Tencent Hunyuan Hy3 Review: 295B MoE, 256K Context, Stronger Agent Capabilities, and Real Product Integration
Based on Tencent's July 6, 2026 official Hy3 release, the Tencent Hy3 GitHub repository, and the Hugging Face model card, this review explains why Hy3 matters: 295B MoE scale, 21B active parameters, 256K context, stronger agent and coding performance, deep product integration, and API availability.
Meituan LongCat-2.0 Review: A 1.6T Agentic Coding Model Trained and Deployed on China's Domestic AI ASIC Cluster
Based on Meituan's June 30, 2026 tech blog, the official LongCat-2.0 GitHub README, and the Hugging Face model card, this review explains why LongCat-2.0 matters: 50,000-card domestic accelerator training and inference, 1.6T MoE scale, 1M context, agentic coding focus, and real enterprise workflow value.
Tencent Marvis vs WorkBuddy: Which Should You Deploy First, a System-Level AI Assistant or an Enterprise Agent Workspace?
Based on the Marvis official website, Tencent public materials, and published Tencent Cloud Developer Community articles, this guide breaks down the real differences between Marvis and WorkBuddy across product positioning, system-level capabilities, local mode, document collaboration, enterprise workflows, and multi-agent execution, so teams can decide whether to start with a system-level AI assistant or an enterprise Agent workspace.
Tencent WorkBuddy for Automotive: Marketing Leads, Outbound Sales, Vehicle Planning, and After-Sales Diagnostics in Real Enterprise Workflows
Based on public Tencent Cloud developer articles and Tencent materials, this review breaks down how WorkBuddy shows up in real automotive production environments for car brands, dealers, and mobility companies: marketing content generation, outbound sales support, vehicle planning analysis, after-sales troubleshooting, and how it fits with ClawPro, MCP, and enterprise Skill libraries.
Tencent WorkBuddy in Chain Retail: AI Hiring, AI Store Manager, AI Inspection, and Loyalty Marketing Cases
An SEO case study for overseas buyers evaluating Tencent WorkBuddy in chain retail. Based on public reporting from Tencent News, Xinhua, People's Daily, and CSDN, it breaks down Chayan Yuese AI interviews, the Chayan Xiaozhuge AI store manager assistant, Mingming Henmang AI inspection, and Juewei Food loyalty marketing agents.
Tencent WorkBuddy in Pharma: Why Dongyangguang and AstraZeneca Are Moving Regulatory, Medical Content, and Rep Workflows to AI Agents
Based on Tencent's public materials and pharma industry case coverage cited by ByDrug and moomoo, this article breaks down how WorkBuddy is being used in real pharma workflows, including regulatory document comparison, structured extraction from drug review reports, clinical milestone mapping, scientific content agents, CRM integration, materials compliance checks, and intranet search.
Tencent Marvis 6-Agent Team Review: Why PM, File, Computer, and Browser Agents Make It Feel Like a Desktop Workforce
Based on the Marvis official site and Tencent Cloud Developer Community tutorials, this review breaks down Marvis's public 1+5 agent architecture, including task routing, file handling, system operations, web retrieval, and cross-app execution, to see why it feels closer to a desktop AI team than a standard chat assistant.
Tencent Marvis Cross-App Workflow Breakdown: Why One AI Command Is Starting to Connect Word, Excel, and the Browser
Based on a public Tencent Cloud Developer Community case study and Marvis public materials, this article breaks down how this system-level AI assistant handles real cross-app workflows across Excel analysis, browser research, Word report writing, and file archiving.