Plan and validate bounded, fail-closed experiment loops (ExperimentSpec v2 with explicit cycle limits, guards and a sandbox receipt) via scripts/validate_spec.py and scripts/autoresearch.py. Use when the user asks to run an autoresearch loop, an iterative experiment with a budget, or to validate an experiment spec before executing it. [EXPLICIT]
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