开源大模型仍然火：企业为什么不只买闭源 API
开源模型的价值在可控、可部署和可微调，但它也要求团队有工程与评估能力。
AI Articles: Tutorials, Reviews and In-depth Guides
AI Startups Enter the Next Phase: Where Model Wrappers, Workflows, and Vertical Products Diverge
As foundation models grow cheaper, startups must build moats in data, distribution, industry workflows, and trust.
AI 工作流搭建方法：别从工具开始，要从重复动作开始
可持续的 AI 使用不是收藏工具清单，而是把高频任务拆成稳定流程。
Customer-Service AI Grows Up: Bots Must Resolve Tickets, Not Just Answer FAQs
A support agent must connect the knowledge base, orders, tickets, and human handoffs—or it will only create more complicated complaints.
New Rules for AI Product Design: Users Want Outcomes, Not a Chat Box
AI products are moving from one-turn conversations to task-oriented interfaces, shifting the design focus to confirmation, reversibility, and explainability.
Why Enterprise Knowledge Bases Matter Again: Agents Need Clean Fuel
Agents cannot work from outdated documents; knowledge governance sets the ceiling for AI output.
Personal Productivity with AI: Five Workflows Worth Building
The key to using AI personally is assigning it to tasks that genuinely happen every day, not chasing every new tool.
Media Trust in the Age of AI Search: Citations, Sources, and Editorial Responsibility
When answers appear directly on the search page, media outlets create value less by winning clicks and more by becoming trusted sources.
AI Regulation Is Tightening: What Governance Practices Should Enterprises Add Now?
AI compliance is not a written statement of principles. It must become concrete controls for data, models, output, auditing, and vendor management.
How AI Is Changing Hiring: Rethinking Resume Screening, Interview Assessment, and Job Profiles
AI can make recruiting more efficient, but it can also amplify bias; a mature system preserves human judgment and a meaningful appeals process.
The Opportunities and Limits of Legal AI: Research, Drafting, and Risk Alerts
Legal AI is best suited to organizing research and producing first drafts, but it cannot replace professional judgment or accountability.
AI's Rise in Design: From Image Generation to Brand Asset Management
AI design tools are moving beyond one-off images toward consistent styles, reusable assets, and adaptation across channels.
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