Update changelog for v0.6.8

Author: lkdvos

docs/src/changelog.md

@@ -18,7 +18,7 @@ When making changes to this project, please update the "Unreleased" section with
 
 When releasing a new version, move the "Unreleased" changes to a new version section with the release date.
 
-## [Unreleased](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/compare/v0.6.7...HEAD)
+## [Unreleased](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/compare/v0.6.8...HEAD)
 
 ### Added
 
@@ -30,10 +30,21 @@ When releasing a new version, move the "Unreleased" changes to a new version sec
 
 ### Fixed
 
-- Pullbacks of `eig_trunc`, `eigh_trunc`, and `svd_trunc` no longer error when the truncation strategy keeps no values; `svd_pullback!` also handles the zero-rank case where every singular value falls below `rank_atol` ([#233](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/pull/233)).
-
 ### Performance
 
+## [0.6.8](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/compare/v0.6.7...v0.6.8) - 2026-05-20
+
+### Added
+
+- Add a MatrixAlgebraKit logo ([#230](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/pull/230)).
+
+### Fixed
+
+- Pullbacks of `eig_trunc`, `eigh_trunc`, and `svd_trunc` no longer error when the truncation strategy keeps no values; `svd_pullback!` also handles the zero-rank case where every singular value falls below `rank_atol` ([#233](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/pull/233)).
+- `svd_pullback!` is now GPU-compatible ([#232](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/pull/232)).
+- LQ pullback no longer modifies input cotangents ([#226](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/pull/226)).
+- `eigh` pullback now works on CUDA arrays ([#235](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/pull/235)).
+
 ## [0.6.7](https://github.com/QuantumKitHub/MatrixAlgebraKit.jl/compare/v0.6.6...v0.6.7) - 2026-05-06
 
 ### Changed