AI Automation Workflows
Use this skill when the main problem is workflow choreography, not authorship.
Primary Owner
sadhana-orchestrator
OpenClaw Bindings
- Execute approved inference tasks:
python3 ~/.openclaw/scripts/inference_flow_run.py --packet /abs/path/to/packet.json --dry-run
- Hand actionable findings to Paperclip:
python3 ~/.openclaw/scripts/handoff-to-paperclip.py --packet /abs/path/to/packet.json
- Preflight the distribution lane:
python3 ~/.openclaw/scripts/test-distribution-flow.py
Workflow
- Confirm that the upstream packet, approval state, and required assets exist.
- Confirm whether the run is
dry-runor live. - Route execution through the existing adapters.
- Capture receipts and surface failures.
- Never skip the approval boundary just because automation is available.
Guardrails
- This skill does not create permission to publish.
- Cron-owned automation must remain downstream of
CLIPand the packet gate. - Prefer existing adapters over raw provider calls.