Jun 7, 2026

As resources become more and more fragmented and versions become more and more frequent, it is often not the compression rate that really gets out of control first, but the release rhythm of cache keys, dictionary versions, and return-to-origin costs.

May 30, 2026

After the front-end workflow is taken over by the local agent, product differentiation begins to migrate from model parameters to execution link control.

Apr 7, 2026

How many times will the same data be retrieved, at which level it will be covered, and who will stop it after an error occurs. Determine whether the front-end solution will be written messily earlier than "how much faster is the first screen?"