API guide · OpenAI · Intermediate to advanced
You are building a GPT-6 Astra workflow where users need to add requirements or redirect a running response over the Responses API without waiting for the current turn to finish.
openai, gpt-6 astra, responses api, mid-turn steering, websocket
Guide · OpenAI · Intermediate to advanced
You need the official beta guide to giving Python or TypeScript Agents SDK workflows isolated files, commands, packages, ports, snapshots, and resumable state while keeping the agent harness and sensitive control-plane work outside the execution container.
openai, agents sdk, sandbox, coding agents, containers
Guide · OpenAI · Intermediate
You need the official pattern for compressing long agent conversations and preserving the right context instead of letting transcripts grow until quality or cost breaks down.
openai, compaction, context management, long-running agents, reasoning
Release notes · xAI · Intermediate
You want xAI's August 13, 2026 launch note for why Grok 4.6 is positioned around long-running agents, coding, research, and more ambitious interactive work.
xai, grok 4.6, release notes, coding, long-running agents