Python vs JAX

Python is the gym. JAX is a throughput surrogate — not a SIEM replica.

	Python	JAX
Role	Arena, SIEM, probes	massive rollouts
SIEM / NLP	yes	scalar alert
Durative / event time	yes	reduced core
Belief graphs	yes	host arrays (not yet)
Parity	golden trajectory	NumPy reference kernel

tests/parity/test_jax_reference_equivalence.py, test_golden_trajectory.py. SIEM / deception / probes → Python. 10⁵ steps/s → JAX, state the subset.