The Adjoint representation of a Lie algebra acts on the Lie algebra itself by . The Jacobi identity gives
Thus it is a Lie algebra representation. In the basis with , its matrices are
The column index labels the basis vector being acted on; this convention fixes the matrix signs.
Work in finite dimension over characteristic zero, as in the usual real or complex gauge algebras. A simple Lie algebra is nonabelian and has no nonzero proper Lie algebra ideal. A semisimple Lie algebra has no nonzero solvable ideal; equivalently it is a direct sum of simple ideals. The nondegenerate Killing form is . Its invariance follows from the representation identity and trace cyclicity:
For the reduction, take a nonzero proper ideal , if one exists, and define its Killing-orthogonal complement . Invariance makes it an ideal: for , , , . Moreover , because for , , and any ,
and the global Killing form is nondegenerate. Their intersection is consequently an abelian ideal: its elements lie in both commuting ideals. Semisimplicity forces that intersection to be zero. The dimension formula for a nondegenerate bilinear form then gives
The summands commute and are semisimple, since a solvable ideal in either summand would also be an ideal of . Repeating on smaller summands terminates in simple ideals. This proves the orthogonal ideal splitting for a nondegenerate Killing form and describes the required reduction; abelian one-dimensional factors do not occur in a semisimple algebra.
If with , invariance gives
so after lowering the output index with . The bracket already gives . These two adjacent transpositions generate all permutations, proving that the structure constants of a Lie algebra are completely antisymmetric. This is the antisymmetry of Killing-lowered structure constants; the scalar cancels in the chosen normalization.
For the gauge calculation write , , and . The representation generators here obey ; factors of and the gauge coupling are absorbed in this connection convention. Expanding the varied derivative gives
For this to equal , choose the gauge transformation in the derivative-plus-connection convention
Then all extra terms cancel, proving covariance of the gauge covariant derivative for arbitrary space-dependent parameters.
Apply both derivatives to a test field. The second derivatives commute and the terms involving one derivative of the field cancel, leaving the Yang-Mills field strength
Thus its components are
The already obtained variation can be written . The operator Jacobi identity then yields
or
Finally, with fixed space-time metric,
The contracted product is symmetric in , while is antisymmetric in those indices. Hence the Yang-Mills action density is gauge invariant, with the sign convention derived rather than assumed.
For a finite-dimensional Lie algebra, the Killing form is defined using the Adjoint representation on the algebra itself, rather than the given Lie algebra representation :
The Jacobi identity gives . Using the cyclic property of the trace,
The same trace identity makes the Killing form symmetric. For a basis , the lowered structure constants of a Lie algebra are . Antisymmetry of the Lie bracket gives , while invariance gives . The two adjacent transpositions generate every permutation, proving the antisymmetry of Killing-lowered structure constants: is totally antisymmetric, even if the Killing form is degenerate.
A semisimple Lie algebra has no nonzero solvable ideal; equivalently, its solvable radical is zero, or, in characteristic zero, its Killing form is nondegenerate. A real compact Lie algebra is the algebra of some compact Lie group, equivalently an algebra admitting a positive-definite invariant bilinear form on a Lie algebra. For a real semisimple Lie algebra the compactness criterion from the Killing form says precisely that is negative-definite. A compact algebra with a nonzero abelian center has a degenerate Killing form, so the semisimplicity qualification matters.
For a semisimple Lie algebra, let denote the inverse matrix of . Its Casimir operator in is
This contraction is independent of the chosen basis. To prove centrality directly, put . Invariance gives , hence . The Lie algebra representation property and the product rule for a commutator now give
Indeed, the coefficient of in this expression is . Thus for every . No irreducibility of is required.
The matrix units obey . Consequently the general linear Lie algebra has
For its Killing form, write and , so that . Left multiplication acts identically on each of the columns, and right multiplication identically on each of the rows. Thus . The diagonal coefficient of on is , giving ; the other mixed trace is identical. This proves the Killing form of the general linear Lie algebra:
The scalar matrices form a nonzero central abelian ideal, so is not semisimple for any . More explicitly, the radical of the Killing form is , since vanishing against every forces by nondegeneracy of the trace pairing. For , take . Then , whereas a positive-definite invariant inner product would make every adjoint map skew and hence give . Therefore is not compact when . For the allowed exceptional value , the abstract abelian algebra is a compact Lie algebra, being isomorphic to the algebra of ; the particular matrix group is nevertheless noncompact. This distinguishes compactness of an algebra from that of a chosen group realizing it.
For the final algebra, the printed basis specifies strictly upper triangular matrices. If and , the first term in can be nonzero only when , and then is strictly upper triangular; the second can be nonzero only when , and then is strictly upper triangular. Bilinearity proves closure under the Lie bracket. To compute its own Killing form, grade by the positive integer . Bracketing with any basis element increases that degree whenever the result is nonzero. In a basis ordered by degree, all adjoint maps are strictly triangular, as are their products. Every such product has zero trace, so the Killing form of a nilpotent Lie algebra vanishes here. Therefore the subspace denoted by a prime in the PDF is
This is the defined radical of the Killing form, not the derived algebra; for both and this radical are zero.