Beginner AI guides
Follow practical, step-by-step guides to complete real tasks and understand why each step matters.
18 articlesWhat Can Kimi K3 Build? Twenty Reproducible Capability Experiments
Evaluating whether Kimi K3 is useful does not require a dramatic launch story. Treat it as a new tool that still needs to be measured. Official material describes model scale, context, and product entry points, but those specifications define the…
Many AI agent projects eventually collapse into a while loop that keeps calling a model: context grows, responsibilities blur, and the output begins to drift. They don't route.…
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Claude Code / Codex Compatible: Full Version of Skill Creation Prompts for Beginners to Use Directly Want to try creating Agent Skills. But as soon as you open…
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A WeChat Official Account cold start looks like a traffic problem. In practice, it begins as a judgment problem. Positioning, topic selection, headlines, publishing time, sharing, and image…
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Many people still use Claude Code as a question-and-answer tool: give one prompt, wait for one change, then let a human decide the next step. If every round…
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Most people still use AI manually. They input a prompt. They wait for an answer. They review the output themselves. They notice where things went wrong. They write…
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What the transformation of AI agent architecture really means The useful agent-architecture question is shifting from “how can one loop run a few more times?” to “how should…
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Chinese foundation models and their coding tools are moving quickly, but parameter counts and claims of being “close to a flagship model” do not replace project acceptance tests.…
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Claude Code combines file editing, command execution, diff review, and approvals in one environment. When evaluating another model, separate that workflow layer from the model behind it. That…
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Most attempts to build multi-step agents end up as a straight line. Step one, step two, step three — each step politely waits for the previous one to…
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