GPT-5.6 detected in Codex with 1.5M token context, expected June release

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On-chain data shows that GPT-5.6 has been detected in Codex with a 1.5M token context, a 43% increase from GPT-5.5. Developers using ChatGPT Pro’s OAuth have successfully invoked the model, confirming its stable operation. On-chain analysis indicates the model was first observed on April 28 and now runs on openai/gpt-5.6 with fast mode support. Internal testing is ongoing, with a June launch anticipated. Polymarket assigns an 85% probability to a June 30 release.

According to Beating Monitor, just three weeks after the release of GPT-5.5, its successor, GPT-5.6, has already been accessed by external developers. Multiple developers successfully invoked the unreleased gpt-5.6 model within the Codex environment using OAuth authentication via ChatGPT Pro. Probe tests revealed a context window of 1.5M tokens, approximately a 43% increase over GPT-5.5 API’s 1.05M tokens. The earliest traces of GPT-5.6 appeared on April 28. Developer Haider, while reviewing Codex routing logs, noticed that the vast majority of calls targeted gpt-5.5, but one mapping explicitly listed gpt-5.6. He later revised his assessment, suggesting it was more likely a canary test or a bug, as the entry quickly disappeared. However, changes have become evident this week: developers noted that last week, specifying gpt-5.6 returned the error “model is not supported,” but this week, using Pro’s OAuth authentication, the request succeeded without issue. More critically, the context window has surged: while GPT-5.5’s API context is 1.05M tokens and drops to just 400K tokens via Codex OAuth, GPT-5.6 probes directly reached 1.5M tokens—an increase of nearly 1.5 times. Real-world tests in OpenCode confirmed that the model responds normally with inputs exceeding 900K tokens and accepts requests beyond 1.05M tokens. The model self-identifies as running on openai/gpt-5.6 during conversations, supports an xhigh reasoning level, and offers a fast mode with noticeably improved speed. Today, blogger Leo stated that GPT-5.6 development is now fully underway; the first checkpoints began internal testing in recent days, with an expected release next month. He also revealed two internal codenames: ember-alpha and beacon-alpha. Haider analyzed OpenAI’s iteration pace: from annual updates to biannual, quarterly, and now bi-monthly cycles—now shortened to 30–45 days—leading him to estimate GPT-5.6’s release around early June. He further predicts GPT-5.6 will surpass GPT-5.5 on several benchmarks where the latter still lags behind Mythos, arguing that GPT-5.5 is already very close and additional reinforcement learning will widen the gap, given OpenAI’s stronger RL loops in coding, mathematics, and scientific research. On Polymarket, the probability of GPT-5.6 being released before June 30 is currently around 85%.

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