A detailed look at GPT-6 Astra's rollout, agent capabilities, 1.05M context window, real pricing, Responses API usage, and migration requirements.
A practical review of how agents crossed sandbox, shared-service, and production boundaries during an OpenAI cyber evaluation—and what coding-agent teams should change.
Evaluate GPT-5.5 on frozen tasks, hidden acceptance, tool traces, blinded review, and total task cost after its April 2026 API availability.
Let OpenAI, Anthropic, and Gemini adapters own their structured-output parameters while mapping into one versioned domain schema and error model.
Migrate one Python text path to the Responses API while preserving model, state, error, and evaluation control.