2026年4月

Copying text with weird line breaks? Changing a single character messes up the entire layout? The same file displays identically everywhere?I used to think PDF software was just terrible. Then I realized: it's not the software that's broken—I've been using it wrong all along.The Times PDF Has Frustrated MeCopying a paragraph from a research paper only to find it pasted with random hyphens and莫名其妙的 line breaksTrying to fix a typo, only to have all subsequent content shift, spending hours adjusting coordinates until wanting to smash my compute...

Anyone working on AI Agent implementation has likely encountered this dilemma:You're using a flagship model, have revised your prompts hundreds of times, and tuned your RAG system countless times. Yet when deployed in real-world scenarios, the task success rate simply won't improve—the agent sometimes performs brilliantly, other times goes completely off-track.The problem doesn't lie with the model itself, but with the operating system running outside the model—the Harness.What Is Harness Engineering?The term "Harness" originally refers to r...

Recently, I've discovered a special category of open-source projects on GitHub whose target users are not humans, but AI systems themselves.These projects are inherently designed to serve AI, helping it view web pages, read files, and operate browsers—transforming AI from a chat-only conversationalist into a truly capable all-around worker.Today, I'll highlight 15 open-source projects that AI systems love most. I recommend bookmarking this article, as equipping your AI with these projects will be like giving it superpowers!1. AI's Eyes - Und...

Introduction: The Demo-to-Production ChasmIn the AI technology circle, almost every day brings news of a new "autonomous coding agent" bursting onto the scene. These announcements are typically accompanied by visually stunning demo videos and comment sections filled with exclamations that "programmers are about to become obsolete."However, strip away the demo-phase euphoria, and when cutting-edge engineering teams attempt to deploy these hyped agents into real engineering codebases—executing long-cycle tasks spanning hours or even days—the r...

IntroductionIn today's distributed enterprise environments, managing container images across multiple locations presents unique challenges. This comprehensive guide explores a practical scenario: headquarters has deployed a central Harbor registry containing Project A's images, but branch offices also need access to these same images. When images are large or network conditions are suboptimal, pulling directly from headquarters becomes impractically slow.The solution? Deploy a Harbor registry at the branch office and configure automated sync...

IntroductionIn the explosive year of 2026, where AI Agent concepts have reached mainstream adoption, I've witnessed countless teams rush into development with nothing but a large language model API and boundless optimism. The results are almost always predictable: either they drown in out-of-control "god prompts" that become unmanageable monsters, or their Agents spiral into infinite loops, burning through tokens at an alarming rate before ultimately retreating to redesign everything from scratch.Let me be clear: large language models themse...