Binyang
The update frequency of Codex App is too extreme, almost daily updates.
Footprints
Open the places and fragments left along the way
constructionTools
A growing place for small tools and experiments
codeOpen Source
Sharing and documenting excellent open source projects worth following
personAbout
Learn who I am and what this site keeps circling back to
Theme
Switch to a reading atmosphere that fits the moment
Language
Switch the language of articles and moments
Recent Status
The update frequency of Codex App is too extreme, almost daily updates.

A place to record every departure and every return.

Binyang
The update frequency of Codex App is too extreme, almost daily updates.
Binyang
Codex++, is an external enhancement launcher and management tool for the Codex App. It does not modify the original installation files of the Codex App. Instead, it launches Codex through an external launcher and injects enhancement scripts using the Chromium DevTools Protocol.
Its core functionality is: it can manage and use different Token API subscription sources. For users in regions who cannot use the official GPT subscription but still want to use the Codex agent, this tool is fantastic!
I am already using it and haven't encountered any issues.
Binyang
export const MIN_LOADING_MS = 500
export function waitForMinimumLoadingDuration(
startedAt: number,
minimumMs = MIN_LOADING_MS
): Promise<void> {
const remaining = minimumMs - (Date.now() - startedAt)
if (remaining <= 0) {
return Promise.resolve()
}
return new Promise(resolve => {
setTimeout(resolve, remaining)
})
}Binyang
The way you use AI tools determines the results you get. Some people gradually lose basic skills and knowledge, becoming more dependent on tools; others use them to deepen knowledge and develop new skills.
Binyang
Reasonix - DeepSeek's native terminal coding agent.
Append-only running loop, aligned with DeepSeek's byte-stable prefix-cache — long session cache hit 90%+, input token cost reduced to about 1/5. Single Go binary, terminal-first.
Binyang
Rybbit - an open-source and privacy-focused Google Analytics alternative, with a more intuitive and easy-to-use experience, fully 10x better.
Let Codex help me self-host this service on my RN VPS, and also integrate it with this current website. This kind of workload was unimaginable before Codex. It's not that it's difficult or complex, it's that installing software and configuring the environment is too troublesome. Now it's automatically done in a few minutes. I just help out by adding one domain A record.
Binyang
I've decided to first focus on making software for myself, using any suitable technology and platform. Take care of my own needs first. If others like it after it's released, then I'll think about making money.
"Benefit yourself first, then benefit others." This mindset feels more natural.
Binyang
Using AI to learn new skills is extremely efficient.
Laying the foundation, explaining concepts, background principles, practicing solutions, organizing knowledge. This is my learning process.
Of course, the entire process requires your own guidance and organization, because everyone's thoughts and ways of thinking are different, so the overall effect and feeling will also differ.
Binyang
V4-Pro permanent price reduction of 75% (Synchronized with DeepSeek official adjustment on May 31, 2026)
V4-Pro three-tier prices are all reduced to 1/4 of original: input $1.74/M → $0.435/M, output $3.48/M → $0.87/M, cache hit $0.0145/M → $0.003625/M.
Using OpenClacky AI Key automatically applies the new prices, combined with a 99% cache hit rate, actual costs for long conversations and Agent workflows can be further reduced by approximately 50%.
Binyang
The essence of MEV is: information advantage + ordering privilege + invisible tax on users.
Who:
See transactions earlier
Execute transactions earlier
Better control the order
Who:
Can make money.