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What changed on September 1, and why this needs an operations plan OpenAI’s September 1 product release notes and API changelog state a narrow but important connectivity change: connections to api.openai.com can now use IPv6. For teams that call the OpenAI API from application servers, CI runners, worker queues, desktop…
What This Playbook Is For: Supervised Research Operations, Not an Autonomous Lab This playbook treats Codex-style coding agents as participants in a supervised research-operations system: people choose the research portfolio, approve resource use, define task boundaries, inspect evidence, decide whether results are credible, and make the final call to scale,…
What This Tutorial Builds—and What It Deliberately Does Not Move This tutorial explains the AWS reference pattern for placing a customer-operated LiteLLM gateway between OpenAI Codex and Amazon Bedrock. The important boundary is that Codex remains the software-development agent running its task loop on the user’s workstation, while LiteLLM governs…
Start with the right mental model: the agent loop is yours A long-running Claude Code workflow is an application-owned agent loop with durable state, explicit permissions, resumable steps, bounded tools, and human checkpoints. It is not a model independently running infrastructure in the background. Claude Fable 5.1 can reason across…
Migration impact in one sentence Most Claude Fable 5 applications can start the Fable 5.1 migration by changing the model identifier to claude-fable-5-1, but direct Messages API integrations, custom agent harnesses, tool routers, and systems that persist Claude thinking blocks need a real code review because Fable 5.1 changes how…
Why September 3 Changes the Codex Lockdown Conversation OpenAI’s September 3, 2026 release notes add a materially more granular policy surface for Codex enterprise browser and native-app computer use. The practical change is not that administrators can suddenly “trust” browser automation or desktop control; it is that they can now…
The safest sharing pattern: invite named external viewers, not the whole internet ChatGPT Sites now supports a practical middle ground for client review: eligible ChatGPT Business and Enterprise Site owners can share a live Site with named external viewers without adding those viewers to the workspace and without publishing the…
Why asynchronous tool calling changes the agent architecture GPT-6 Astra introduces an important shift for agent builders: an application-executed tool call can be marked asynchronous so the model can keep working on independent parts of the task while the application runs the tool. In the OpenAI documentation, this applies to…
Start with access, risk, and API compatibility—not a one-line model rename GPT-6 Astra migration work should begin with an access check, because OpenAI describes Astra rollout as staged rather than instantly available to every organization. The API model identifier is gpt-6-astra, but a production application should not assume that a…
Why Human-in-the-Loop Codex Workflows Need More Than a Blocking “Please Clarify” Long-running agent workflows fail in a very specific way when every clarification is treated as a blocking conversation turn: the agent stops doing useful work while it waits for a human to answer a question that may not be…
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