You can now analyze long pages with dense concept coverage and get back a complete report. Previously these analyses failed before producing writing guidance, with no recovery path.
Pages with twenty or more surfaced concepts, explainers, listicles, comparison guides, failed at the writing-guidance step with "Analysis failed: The analysis output exceeded the response limit." The analysis never reached the report, never appeared in history, and consumed a credit that had to be refunded. Even on pages that did finish, the brief sometimes included tasks for concepts that were already well-covered, working against its positioning as the gap-closing agenda.
The three Phase 2 stages, the framework, the writing brief, and the architecture map, each had no upper bound on what they could emit. On dense pages the model wrote past the response limit and the entire run was discarded. The brief was also given every framework concept without distinguishing the gaps from what the page already handles well, so guidance went to concepts that did not need any.