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- When Codex invokes `start` or `rerun`, run the command outside the Codex sandbox by default
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(`sandbox_permissions=require_escalated`). Many examples start nested sandboxes, browsers, npm
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helpers, or cloud/local service processes; running from inside the Codex sandbox can produce
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environment-only failures such as `sandbox-exec: sandbox_apply: Operation not permitted`,
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Playwright cache permission errors, or npm cache permission errors.
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- Use sandboxed execution only when the user explicitly asks for it or when running a narrow dry-run
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/ log inspection command that does not execute examples.
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## Defaults (overridable via env)
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-`EXAMPLES_INTERACTIVE_MODE=auto`
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-`EXAMPLES_INCLUDE_INTERACTIVE=1`
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-`EXAMPLES_INCLUDE_SERVER=0`
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-`EXAMPLES_INCLUDE_AUDIO=0`
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-`EXAMPLES_INCLUDE_EXTERNAL=0`
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-`EXAMPLES_UV_EXTRAS="litellm any-llm sqlalchemy redis blaxel modal runloop temporal"` (set to an empty string to disable extras)
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- Auto-approvals in auto mode: `APPLY_PATCH_AUTO_APPROVE=1`, `SHELL_AUTO_APPROVE=1`, `AUTO_APPROVE_MCP=1`
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## Log locations
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## Notes
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- The runner delegates to `uv run examples/run_examples.py`, which already writes per-example logs and supports `--collect`, `--rerun-file`, and `--print-auto-skip`.
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- The runner delegates to `uv run --extra ... examples/run_examples.py`, which already writes per-example logs and supports `--collect`, `--rerun-file`, and `--print-auto-skip`.
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-`start` uses `--write-rerun` so failures are captured automatically.
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- If `.tmp/examples-rerun.txt` exists and is non-empty, invoking the skill with no args runs `rerun` by default.
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@@ -17,7 +17,7 @@ The OpenAI Agents SDK is a lightweight yet powerful framework for building multi
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1.[**Human in the loop**](https://openai.github.io/openai-agents-python/human_in_the_loop/): Built-in mechanisms for involving humans across agent runs
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1.[**Sessions**](https://openai.github.io/openai-agents-python/sessions/): Automatic conversation history management across agent runs
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1.[**Tracing**](https://openai.github.io/openai-agents-python/tracing/): Built-in tracking of agent runs, allowing you to view, debug and optimize your workflows
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1.[**Realtime Agents**](https://openai.github.io/openai-agents-python/realtime/quickstart/): Build powerful voice agents with `gpt-realtime-1.5` and full agent features
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1.[**Realtime Agents**](https://openai.github.io/openai-agents-python/realtime/quickstart/): Build powerful voice agents with `gpt-realtime-2` and full agent features
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Explore the [examples](https://github.com/openai/openai-agents-python/tree/main/examples) directory to see the SDK in action, and read our [documentation](https://openai.github.io/openai-agents-python/) for more details.
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-**Sessions**: A persistent memory layer for maintaining working context within an agent loop.
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-**Human in the loop**: Built-in mechanisms for involving humans across agent runs.
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-**Tracing**: Built-in tracing for visualizing, debugging, and monitoring workflows, with support for the OpenAI suite of evaluation, fine-tuning, and distillation tools.
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-**Realtime Agents**: Build powerful voice agents with `gpt-realtime-1.5`, automatic interruption detection, context management, guardrails, and more.
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-**Realtime Agents**: Build powerful voice agents with `gpt-realtime-2`, automatic interruption detection, context management, guardrails, and more.
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## Agents SDK or Responses API?
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| Keep memory across turns |[Running agents](running_agents.md#choose-a-memory-strategy) and [Sessions](sessions/index.md)|
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| Use OpenAI models, websocket transport, or non-OpenAI providers |[Models](models/index.md)|
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| Review outputs, run items, interruptions, and resume state |[Results](results.md)|
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| Build a low-latency voice agent with `gpt-realtime-1.5`|[Realtime agents quickstart](realtime/quickstart.md) and [Realtime transport](realtime/transport.md)|
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| Build a low-latency voice agent with `gpt-realtime-2`|[Realtime agents quickstart](realtime/quickstart.md) and [Realtime transport](realtime/transport.md)|
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