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ci: upgrade bot engine runtime #3418

Job	Run time
check-linting (3.10)	19s
Unit Tests (Python 3.10, min deps)	2m 13s
check-types (3.11)	18s
Unit Tests + Kernel (Python 3.12)	3m 31s
check-linting (3.14)	22s
Unit Tests (Python 3.11, default deps)	2m 9s
check-types (3.13)	19s
Unit Tests + Kernel (Python 3.14)	2m 51s
check-linting (3.12)	18s
check-types (3.14)	19s
check-types (3.10)	19s
Unit Tests + Kernel (Python 3.13)	3m 1s
Unit Tests + Kernel (Python 3.11)	2m 50s
Unit Tests + PyArrow (Python 3.14, default deps)	3m 5s
Unit Tests + PyArrow (Python 3.11, default deps)	2m 47s
Unit Tests (Python 3.12, default deps)	2m 8s
Unit Tests + PyArrow (Python 3.14, min deps)	3m 12s
check-linting (3.13)	19s
Unit Tests (Python 3.10, default deps)	2m 18s
Unit Tests + PyArrow (Python 3.13, default deps)	3m 4s
Unit Tests (Python 3.11, min deps)	2m 3s
check-types (3.12)	20s
Unit Tests + PyArrow (Python 3.10, default deps)	2m 50s
Unit Tests + Kernel (Python 3.10)	3m 2s
Unit Tests (Python 3.14, default deps)	2m 11s
Unit Tests (Python 3.14, min deps)	2m 16s
Unit Tests + PyArrow (Python 3.10, min deps)	3m 0s
check-linting (3.11)	18s
Unit Tests + PyArrow (Python 3.12, default deps)	3m 7s
Unit Tests + PyArrow (Python 3.11, min deps)	2m 46s
Unit Tests (Python 3.13, default deps)	2m 10s
	59m 45s