Recently, the backend has received many complaints from testing colleagues: Following the trend to use OpenClaw, the results were either unable to run or generated test cases were all invalid,反而 taking more time than writing scripts manually. After deploying OpenClaw, the team used it for half a month before shelving it. Automation implementation completely failed.Undeniably, OpenClaw, as a locally-prioritized AI Agent framework,凭借 "natural language test generation, modular Skill reuse, local deployment for security" advantages, became the f...
Posts under the category Software Development
Automating Weekly Work Reports with Agent Skills: A Complete Implementation Guide
Background: The Pain Points of Weekly ReportsEvery Monday arrives with the same ritual: trying to recall what you accomplished last week. You dig through git logs, piece together Jira links, and polish everything into coherent language. Half an hour disappears just like that. The bigger problem is that if these records aren't organized promptly, when year-end summary time comes around, you fundamentally can't remember what you've done throughout the year.You want to solve this problem, but you don't want to manually tell AI every time, "Help...
Understanding PDF Design Philosophy: Why It's Digital Photo Paper, Not an Editable Document
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...
15 Essential Open-Source Projects Every AI Agent Needs to Become Truly Powerful
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...
Harness Engineering: The Only Antidote to AI Agent Demo Hallucinations
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...
Post-Django Era: Comprehensive Guide to SQLAlchemy 2.0, Tortoise, and Piccolo Async ORM Selection
From Django's Safe Harbor to the Async UniverseAs developers who have spent years immersed in the Django ecosystem, we've developed profound respect for its comprehensive, stable, and nearly definitive approach to Python web development. Django's "batteries-included" philosophy has set the standard for framework completeness, providing everything from ORM to authentication, admin interface to templating engine in a cohesive, well-documented package. However, as the web development landscape evolves toward asynchronous architectures, and part...