
领哥LingGe🙏

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Using Codex and Claude is truly exceptional.
Currently, the understanding of top-tier AI in the country is extremely poor.
Surprisingly, many parents still enroll their children in programming classes during summer vacation.
Wouldn't it be better to spend that money subscribing to a top-tier AI for the kids to use?
X just announced:
From now on, even if a single tweet gets a million exposures, it might not earn a single cent in revenue share.
The old Revenue Sharing will close on September 7, and existing creators must reapply.
The new rules only settle original content × Premium user homepage valid exposures:
Replies don't count, repeated views are not counted multiple times; reposting, slight modifications, aggregation, and cross-platform reuploads also do not count as original.
On the surface, the threshold drops from 5 million to 500,000, but the actual screening is stricter.
X is shifting money from traffic farms to those who truly provide exclusive information, professional analysis, and original viewpoints.
There are two points in the new rules that AI creators should especially note:
1. Content with a Helpful Community Note is not eligible for revenue.
2. The official statement clearly says: "Content created or published through automated means" is not eligible.
This does not mean X is completely banning AI content, because the boundary between AI-assisted writing, scheduled posting, and fully automated batch generation has not been explained.
But the signal is already very clear:
The platform is willing to pay not for mass-produced text, but for verifiable human judgment and incremental information.

Don't let Codex run from start to finish in a single window anymore.
This is the most costly, most prone to hallucinations, and easiest way to mess up a project.
Let me share the workflow I've been using.
After working for a while, have Codex generate a "super detailed handover document."
Then open a new window, drop the handover document in, and let the new Codex take over.
The experience:
📉 Token consumption feels reduced by 50%–60%
🚀 Development efficiency improves by about 30%
🧠 The chances of hallucinations, random changes, and forgetting history drop noticeably
I recommend you directly save and copy the handover prompt below 👇
Stop telling Codex and Claude:
"Help me write a program"
"Fix a bug"
"Make a website"
"Help me trade"
You're not using AI here.
You're treating a top-level senior engineer like an intern.
What really makes a difference is the precise task prompts you give them.
Here are 9 prompts you should bookmark 👇👇
When trading contracts, don't rely on anyone's analysis; the market decides everything.
If the market is weak, it doesn't matter who says it will rise; if the market is strong, it will rise regardless of anyone's pessimism.
Don't think that just because you have strong self-control, you will definitely win.
Don't be greedy when it rises, and don't hold on when it falls; remain unaffected by various bullish and bearish news.
If you can't do this, use AI to research automated trading strategies.











