LOGBOOK

GPT‑5.6 brings Sol, Terra, and Luna to ChatGPT, Codex, and the API

OpenAI splits GPT‑5.6 into three tiers for maximum quality, balance, and efficiency-with new capabilities for agents and tool use.

GPT‑5.6 brings Sol, Terra, and Luna to ChatGPT, Codex, and the API

OpenAI has made GPT‑5.6 generally available in ChatGPT, Codex, and the API. The family consists of Sol, Terra, and Luna: three tiers with different balances of capability, speed, and cost.

Three models, different roles

  • Sol is the flagship for complex coding, research, design, and knowledge work.
  • Terra balances intelligence and cost.
  • Luna targets fast, high-volume processing.

In ChatGPT, Sol powers the higher reasoning settings, while Terra and Luna are also available in products including Codex and the API, depending on the plan.

More than a model update

GPT‑5.6 adds capabilities including programmatic tool calling, explicit prompt caching, persisted reasoning, and a multi-agent orchestration beta to the Responses API. These features make it easier to divide longer processes and coordinate multiple agents.

The practical lesson

The three-tier structure confirms a broader trend: one model for everything is giving way to a carefully composed stack. Good products use the largest model where it creates value and choose speed and predictable cost elsewhere.

Source: GPT‑5.6 at OpenAI.

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