Put and write for the degree- component of a tensor. We use the truncated tensor algebra
Here , and products of degree above are discarded. The answers to the three printed parts follow with these conventions; the middle part is missing from the converted TeX.
In the truncated tensor algebra, let be the linear span of all iterated Lie brackets of elements of of length at most , with bracket . Brackets of length greater than vanish. The free step-N nilpotent Lie group is
The exponential and logarithm are the finite series
Its multiplication is the tensor multiplication above, its identity is , and its inverse is
The truncated Baker--Campbell--Hausdorff formula shows that this multiplication stays in the exponential of the Lie algebra. This is the connected simply connected Lie group of the free step- nilpotent Lie algebra, rather than a discrete free nilpotent group.
Give the first layer its usual Euclidean norm. An absolutely continuous curve in is horizontal if
for an absolutely continuous control in . In the truncated tensor algebra this equation is , truncated at degree . Its horizontal length is . The Carnot-Carathéodory distance is
The first-layer Lie brackets span the full Lie algebra, so horizontal curves reach every endpoint. Thus this infimum is finite; it is a left-invariant distance inducing the usual manifold topology. Dilations give for . Equivalently is the least length of a bounded variation control whose step- path signature is .
For set . A weak geometric p-rough path is a continuous path , usually based at , with
Its increments obey . Equivalently their degree- tensor components have finite -variation and satisfy the path signature algebraic constraints. This is a group-valued definition; being a limit of smooth path signatures in the same -variation topology is the stronger definition of a geometric p-rough path.
For with basis , the step-two Lie algebra has basis and its last element is central. Write
Its first level is and its second level is
The step-two multiplication gives
Consequently the map
is an isomorphism onto the real Heisenberg group. The shift by converts exponential coordinates into the matrix coordinates used for that group. In exponential coordinates the left-invariant horizontal vector fields are
Taking orthonormal gives exactly the Carnot-Carathéodory distance inherited from .
Euclidean Lipschitz continuity does not imply Carnot-Carathéodory Lipschitz continuity. In the exponential coordinates above take the vertical path . It is Euclidean Lipschitz continuous, but
Indeed left invariance reduces to the central increment, graded dilation gives the square-root factor, and reversal changes the sign without changing the distance.
One can also see the scale directly. A horizontal curve starting at the identity satisfies . If it ends on the vertical axis, its planar projection is a closed loop and
For a projection of length starting at zero, , so . Thus reaching a central displacement requires length at least , while a square loop with the appropriate signed area gives length at most . In particular is unbounded as . Vertical displacement records area, which scales quadratically with horizontal length.

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