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OpenAI API key permissions

When using OpenAI as the LLM provider (default), the API key needs the following capabilities. These match what the original TS port required.

Required scopes

  • Model: write/respond — for chat.completions.parse (structured output via Pydantic).

Recommended setup

  1. Create a Project API key restricted to a single project.
  2. Set the role to All for the model API.
  3. Cap the project's monthly spend in Settings → Billing.
  4. Set LLM_API_KEY on the sf-pulse-python-env env group.

Anthropic alternative

To use Anthropic instead, set LLM_API_KEY to a key that begins with sk-ant-. The factory auto-detects the provider from the prefix; no other config is needed.

The Anthropic provider uses tool-use to coerce structured output. Models that support tool use (claude-3-5-sonnet, claude-3-5-haiku, claude-haiku-4-5, etc.) work out of the box. Set LLM_MODEL to override the default.