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Developer ToolsJul 6, 2026

GPT-5.5 shows fixed-token clustering, hinting at performance issues

Codex telemetry shows GPT-5.5 clusters reasoning tokens at fixed boundaries, coinciding with performance degradation. Users on specific plans may be rerouted to GPT-5.4-Mini, eroding trust in service tiers.

Why now

This timing is critical as enterprise users rely on Codex for high-stakes reasoning, and the shift to profitability-driven downgrades threatens customer satisfaction.

Key signals

GPT-5.5 clusters reasoning tokens at fixed boundaries, suggesting hidden budget truncation.
OpenAI may downroute users to GPT-5.4-Mini based on profitability, affecting enterprise plans.

Sources

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