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Ten Times the Price, Six Times the Usage
Monday, March 09, 2026 in Blog
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On Claude’s side, max 5x costs five times the pro price with five times the usage, and max 20x costs ten times the price with 20 times the usage. On OpenAI’s side, pro is six times plus, and review is ten times, making the …
Daily Coding Plan Auto-Scraping Summary
Saturday, February 28, 2026 in Blog
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Only curated domestic vendors with some reputation, not resellers, with a certain level of security assurance. In actual use, first-token latency, token rate, concurrency, and whether quantized are important but rarely mentioned by vendors. …
Thanks to OpenAI the Great Benefactor
Saturday, February 28, 2026 in Blog
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At peak I subscribed to several plans at the same time, but couldn’t use them all up, wasting at least half of the few hundred bucks every month. OpenAI recently opened codex cli to free users, with a certain free weekly quota. Those familiar …
GPT-5.3-Codex-Spark Worth a Try
Friday, February 27, 2026 in Blog
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Those familiar with LLM benchmarks know that Opus often tops GPT in various leaderboards, but in actual use, GPT’s problem-solving ability is unmatched. As of posting, the latest major models in the GPT-5 series include gpt-5.2-mini, gpt-5.2, …
Project Translator VSCode Extension for Project Multilingual Localization
Thursday, February 26, 2026 in Blog
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The Project Translator VSCode extension provides developers with an efficient solution for project multilingual localization. This extension utilizes AI technology to achieve automatic translation from individual files to entire project folders, …
Zhipu Refund Now Available, Refund Window Closes on 3.6
Wednesday, February 25, 2026 in Blog
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The refund window will open within one week after the holiday, and close on March 6, 2026. At that time, go to the My Plans page and click Cancel and Refund to complete it with one click. Note that the refund window period ends on 3.6. Programmer …
First Time Encountering Zhipu Model's Review Gate
Saturday, February 21, 2026 in Blog
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First, the task was merely to translate Chinese to English for a nodejs app that converts a mermaid into an image. This is a pure tool, and the task was only translation. So far, I have encountered the following issues while using the Zhipu model: …
GPT-5.3-Codex First Impressions: From Surprise to Rational Assessment
Tuesday, February 17, 2026 in Blog
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OpenAI, before the official release of GPT-5.3, has rolled out the specialized model GPT-5.3-Codex. From a business perspective, this decision is easy to understand. GPT-5.3-Codex is priced the same as the standard GPT-5.3, but its outputs are more …
Zhipu Plan Concurrency Too Low
Friday, February 13, 2026 in Blog
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Many people say the lite plan has low concurrency, but they may not have made clear exactly how low it is. Let me explain it more clearly. Only one concurrency. This means in tools with a subagent mechanism, lite simply cannot run. I have been buying …
Comparative Technical Analysis of DoH and DoT
Wednesday, February 11, 2026 in Blog
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DNS over HTTPS (DoH) and DNS over TLS (DoT) are two common encrypted DNS transport methods that implement secure transmission of DNS queries through different protocol stacks. The DoT standard is defined by RFC 7858, while DoH is standardized by DNS …