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programmatic-agents

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Run or integrate coding-agent CLIs in scripts and batches, preserving the selected model, execution permissions, structured outputs, and telemetry. Use for CLI adapters, bounded parallel runs, or CLI model comparisons; not ordinary interactive work or direct provider-API workflows.

programmatic-agents/SKILL.md

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# Programmatic Agents

Run the user-requested model through its selected coding-agent CLI without silently substituting another model. Treat coding-agent login, subscription access, and provider API access as separate authorization surfaces.

Special preview model identifiers must be supplied by the user for the current task. Do not name, suggest, hardcode, or infer preview identifiers from prior sessions or local availability. Keep reusable examples generic, using placeholders such as `$MODEL_ID`.

This skill covers agent invocation and execution mechanics. When building an orchestrator with multiple stages, shared resources, batch joins, or durable resume, also consult [live-ai-pipelines](../live-ai-pipelines/SKILL.md); consult [ai-engineering](../ai-engineering/SKILL.md) for admission, retries, concurrency, and timing. Provider adapters do not substitute for workflow dependency design.

## Choose the execution surface

Use the coding-agent CLI selected by the user or existing workflow. Check its
installed capabilities, authentication, permissions, and output format; do not
silently substitute another CLI or model.
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