Two
Observers

Observer A performs read-only trust/audit. Observer B performs read-only history/anomaly recording. Neither modifies the core.

11+1
OBS A
OBS B

twoobs_normal_220

avg stability0.94415
min stability0.938
A trust0.77748
A alerts0
B anomaly0.0037
B alerts0

twoobs_noise_ramp_220

avg stability0.91811
min stability0.85048
A trust0.77202
A alerts0
B anomaly0.0394
B alerts0

twoobs_contradiction_220

avg stability0.93652
min stability0.91635
A trust0.77302
A alerts0
B anomaly0.00573
B alerts0

twoobs_pressure_220

avg stability0.94364
min stability0.93634
A trust0.77757
A alerts0
B anomaly0.00447
B alerts0

twoobs_drift_220

avg stability0.92711
min stability0.87785
A trust0.77596
A alerts0
B anomaly0.02829
B alerts0

twoobs_combined_220

avg stability0.92401
min stability0.86374
A trust0.77298
A alerts0
B anomaly0.02648
B alerts0