AI Subscription Saver: A Deep Dive into the Codex Cache Mechanism and the Secret to 10x Cost Differences
Wondering why your AI subscription depletes so quickly? This video takes a deep dive into the cache hit rate of LLMs like Codex. Through detailed personal test data, we reveal how to reduce input token costs by up to 10x by optimizing conversation structure, understanding cache lifetime (tested to be around 36 minutes) , and avoiding costly operations like forking. Learn these pro tips to make your AI subscription last longer and become more cost-effective, maximizing your productivity.
Antigravity Quota Drastically Reduced? Deep Dive into Google AI IDE Latest Quotas (2026 v2 Edition)
Google's AI IDE, Antigravity, has undergone two major quota adjustments in ten days. After the Opus 4.5 model's quota was slashed by nearly 60% three days ago, recent tests show it has mysteriously rebounded to about 150 requests. This video provides a detailed, data-driven comparison of the changes, revealing the latest request limits for Gemini 3 Pro, Flash, and Opus 4.5, while also investigating the unstable Sonnet 4.5 quota. Is Antigravity's generous promotional period coming to an end?