validation.md

Real-GUI Policy-Lift Pilot Validation

metric	value
overall_pass	true
quota_pass	true
n_tasks	12
n_errors	0
n_warnings	0
root_branches	48
mean_root_branches	4.00
min_root_branches	4

Domain Counts

domain	actual	expected
github	3	3
youtube	4	4
terminal	2	2
desktop	3	3

No errors or warnings.