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Get Started Free →Pipeline execution runners for the template research framework. Contains execute_pipeline.py (single-project), execute_multi_project.py (multi-project serial/parallel), and run_matrix.py (deterministic matrix).
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -35% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -46% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -75% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -56% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -68% | 0% |
Pipeline execution runners in scripts/runner/.
Load this skill when you need to:
run.sh delegates to Python runners| Script | Delegates to | |--------|-------------| | execute_pipeline.py | infrastructure.core.pipeline.PipelineExecutor | | execute_multi_project.py | infrastructure.core.pipeline.PipelineExecutor (per project) | | run_matrix.py | infrastructure.core.pipeline.run_matrix |
Runner scripts use parents[2] from scripts/runner/ — this reaches the repo root (3 levels up: runner/ → scripts/ → repo root).
execute_pipeline.py re-exports PipelineArgs, handle_hitl_command, etc.for test compatibility — do not remove __all__.
run_matrix.py reads run.config for project selection; verify it exists.Other measured skills in the registry, with their headline benchmark lift.