Codex Ultra struggles with long docs: burns 80% context with little code

lucasmeijer · x · 2026-08-30

A user experimented with the 'Ultra' model in Codex Mac App for a well-specified implementation task that didn't fit into the 'medium' context window. The result was underwhelming: the agent ran through 80% of its context window without seemingly having written much code.

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