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In the historical spiral of progress, the mobile and web ends that once dominated have shifted back to the desktop end.

Previously, AWS certificates and basic operations and maintenance would have become obsolete.
Let Codex use CLI tools from major cloud services to operate, which is much smoother and more rigorous than average practitioners.
This year's trend:
Ditch MCP, go with skill + CLI

If everyone is using simulated real browser scraping for content, then anti-scraping would become completely meaningless.

Young people are really relying on their parents. Those with houses and cars at home save enough on rent and mortgage payments every year to do a lot of things. They won't hesitate to recharge AI subscriptions they can't afford, blindly buy equipment they're reluctant to purchase, and go out eating and drinking extravagantly every day without any issues.

Most people make decisions while driving by looking in the rearview mirror.
They look at what this person did amazingly before, how this stock's K-line performed previously,
and then conclude that they should follow this person now, buy this stock.
Unless you realize that the world is a large-parameter chaotic system, otherwise you'll spend your whole life spinning like a top, getting whipped around.

The lobster wave may be the beginning of cultivating the habit of software subscriptions in elderly care.

From lobsters, you can summarize a set of "excretion" dissemination speeds of technological information.
First Silicon Valley pulls ahead, then Shanghai and Shenzhen get a taste,
Next Beijing enjoys some semi-concentrated info,
Then inland cities like Chengdu can only sip some thin broth,
Finally, on the Loess Plateau and the vast grasslands, it's a state of disconnection and inaccessibility.
Before the AI era, many people relied on this information gap for arbitrage, but now it should be very difficult.

AI has made tightly coupling libraries and frameworks a thing of the past

According to the conclusion that AI will cause programmers to lose their jobs, the first to be laid off are all students.
Who can outperform GPT in solving problems?

Actually, A-shares and CNY-USD are both good targets.
They are highly cyclical, only moving in oscillations. When they fall below a certain range, big players definitely step in.
Trust the people of China, trust the national team members involved. Every time A-shares drop below 3,000, and CNY drops below 6.4, they go all in.
Not buying city investment bonds or trusting government-backed projects like xx.

Watching Haidong Appraisal, people are now taking bean buns to antique markets to hunt for treasures.
For consumers, there's no need to compete anymore; ByteDance has completely crushed the competition.

Currently, the purest open-source model: DeepSeek