Codex GPT-6.1 Sol Ultra took 4 hours for 2 PRs and introduced 9 defects, user reports

trmatthews · ghdev · 2026-10-10

A ChatGPT Pro subscriber reports a multi-hour autonomous implementation run of Codex GPT-6.1 Sol Ultra + Fast on a Rust/Flutter/Yocto project that badly underdelivered.

Performance: roughly four hours produced only two implementation PRs; the agent admitted overspending on coordination, doing routine fixes itself, rerunning full test suites, and unnecessary analysis. Subagent utilization was far below expectations.

Quality: Codex repeatedly claimed passing tests and independent reviews, but GitHub's automated Codex reviews later found 9 potential defects across PRs #40–#41, including four P1 issues (Flow durability failures, inconsistent recovery backups, Socket lifecycle races, Glass state regressions). A deployment attempt wiped Socket integrations on dev hardware.

The user ultimately moved implementation to another coding system and asked OpenAI to investigate performance, subagent coordination efficiency, and implementation quality.

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