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+# T0.1 estimator validation (QR/Benettin core vs known spectra)
+
+(a) diagonal linear: known [ 0.4055 -0.2231 -1.204 -2.9957]
+ recovered [ 0.4047 -0.2236 -1.2032 -2.9953] max|err|=7.99e-04 PASS
+(b) symmetric linear: known [-0.1054 -0.6391 -0.9467 -1.4414 -3.074 ]
+ recovered [-0.1055 -0.6392 -0.9465 -1.4415 -3.0738] max|err|=1.85e-04 PASS
+(c) non-normal shear: known asymptotic log|eig| [ 0.0953 -0.5108]
+ recovered (T=40000) [ 0.0953 -0.5109] max|err|=3.84e-05 PASS
+ single-step log singular values [ 1.6396 -2.0551] (finite-time transient ref)
+ recovered (T=5, finite-time) [ 0.5468 -0.9623] (should sit between sv and asymptotic -> confirms finite-time != asymptotic)
+(d) Henon (a=1.4,b=0.3): literature [ 0.4192 -1.6232] (sum=-1.2040)
+ recovered [ 0.4193 -1.6233] (sum=-1.2040) |err λ1|=8.44e-05 PASS
+
+Interpretation: (a)(b) confirm exact recovery for normal maps; (c) confirms the
+estimator converges to log|eig| asymptotically while finite-time windows reflect
+singular-value growth (the regime our paper operates in); (d) confirms correct
+recovery on a known chaotic nonlinear system. The QR core is validated. \ No newline at end of file