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[!NOTE]
GitHub Actions is practical and powerful, helping individual developers and enterprises automate and scale their workflows.

[!TIP] Source link: Let’s talk about GitHub Actions

[!NOTE]
Generative AI went from needing lots of GPUs in past years to using huge amounts of memory this year. With such massive resource consumption, will it truly benefit ordinary people in the future, or is it just a matter of AI companies competing for business?

[!TIP] Source link: Sam Altman’s Dirty DRAM Deal

[!NOTE]
Faster isn’t always better — but acting sooner brings earlier feedback, shortens the loop, and ultimately improves outcomes. First make it work, then make it right, and finally make it fast.

[!TIP] Source link: Why speed matters

[!NOTE]
今 、 空気 美味しい です

[!TIP] Source link: 我总是担心有没有通过别人的考验 | 风平浪静的闲暇

[!NOTE]
Never see noise, and never miss hidden gems again

[!TIP] Source link: I Ditched the Algorithm for RSS—and You Should Too - Joey’s Hoard of Stuff

[!NOTE]
The developers who have gone furthest with AI are working differently. They describe their role less as “code producer” and more as “creative director of code,” where the core skill is not implementation, but orchestration and verification. Let’s dive in for the more detailed findings, alongside key stats from the 2025 Octoverse report.
They gradually evolved in how they use AI — from Skeptic, to Explorer, to Collaborator, to Strategist.

[!TIP] Source link: The new identity of a developer: What changes and what doesn’t in the AI era

[!NOTE]
AI can execute established methods, but it is not a new research method — it is a tool to reveal patterns, not to create knowledge from nothing.
Using AI in research requires a human in the loop to review, verify, and take responsibility for the results.

[!TIP] Source link: AI 算不算一种研究方法？ - 少数派, AI 算不算一种研究方法？ - 少数派