I can relate to your experience, particularly when it comes to long-term creative writing.
I’ve encountered similar problems while developing one of my own fictional works, part of a much larger narrative universe built over time.
Since October 7, I’ve observed a significant deterioration in the reliability of long conversations and their continuity across sessions.
And the problem goes far beyond simply reaching a context window limit.
A narrative project is not just a collection of plot summaries.
It accumulates established character development, subtle narrative decisions, relationships, chronology, artistic direction, rejected ideas, and details that may only become significant much later.
I’ve experienced context recovery failures several times during conversation resynchronization. The overall story might be recovered, while important details, previously established constraints, and validated decisions are lost, distorted, or incorrectly reconstructed.
Perhaps the richness and complexity of the fictional universe make these transitions more challenging. But that’s precisely why reliable continuity mechanisms matter.
We’ve also documented instances of model switching within an ongoing conversation.
This introduces another important dimension to the problem. Context compaction, resynchronization, and model switching are distinct mechanisms, but their effects on continuity deserve to be examined together.
Even with documented sources and previously validated decisions, I’ve repeatedly had to correct inconsistencies and restore information that was already established.
And sometimes these problems occur within the same conversation, without any interruption or resynchronization.
The result is that instead of progressing with the writing, we spend an increasing amount of time reconstructing what has already been written and validated.
I understand that context windows have technical limits. But a reliable continuation mechanism should preserve more than a simplified summary of the previous conversation.
It should preserve the operational consequences of established decisions, including what has been validated, rejected, corrected, or left unresolved.
Otherwise, starting a new conversation isn’t really continuing the same creative work.
It’s rebuilding it, sometimes imperfectly, at the expense of the author.
I hope OpenAI takes these experiences seriously, because for long-term creative projects, continuity isn’t an optional convenience. It’s a fundamental requirement.