Tag
AI
Long-form notes and shorter moments filed under “AI”.
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
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.
View on moments pageBinyang
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
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%.
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Binyang
I’d recommend a code agent product I’ve been using recently: OpenClacky. I topped up $20 and have been using the DeepSeek V4 Flash model. So far, it’s been surprisingly cheap — I haven’t even used up $1 a day. One issue I’ve run into though: when the agent is actively working in the terminal, if I try to enter a new task at the same time, the whole thing just freezes and stops responding for quite a while. So now I usually wait for the current task to finish before sending the next instruction.
Binyang
Matt Pocock Skills is truly impressive! AI is no longer just working in isolation, crafting a plan and then spewing out a solution without engaging in the process. Instead, it starts by raising questions based on my product ideas, addressing each point one by one. If there are doubts, it provides feedback, then proceeds to analyze and confirm. The rhythm is perfectly balanced—it draws me into the product design process. This sense of collaboration is fantastic. It doesn’t just hand me a complete solution outright; it avoids wasting tokens by working in isolation.
View on moments pageBinyang
Back in August 2025, after getting the Feiniu × Beelink co-branded NAS, I gradually picked up two ZhiTai 7100 4TB SSDs. They felt pretty expensive at the time, but I went for them anyway for the silent setup. The experience has been great so far—no issues at all. What I didn’t expect is how much prices have gone up now. They’ve gotten so expensive that I can’t afford them anymore. The AI boom hasn’t just soaked up capital—it’s also driven up the cost of memory and hardware across the board. It’s kind of crazy. This level of hype and price inflation feels similar to what we saw during the real estate boom.
