diff --git a/board/beagleboard/beagleboneai64/patches/linux/linux.hash b/board/beagleboard/beagleboneai64/patches/linux/linux.hash
index 4b20a009a7..7fbb81d7e3 100644
--- a/board/beagleboard/beagleboneai64/patches/linux/linux.hash
+++ b/board/beagleboard/beagleboneai64/patches/linux/linux.hash
@@ -1,2 +1,2 @@
-# Locally calculated
-sha256  b66a5b863b0f8669448b74ca83bd641a856f164b29956e539bbcb5fdeeab9cc6  linux-6.6.30.tar.xz
+# From https://www.kernel.org/pub/linux/kernel/v6.x/sha256sums.asc
+sha256  9b4ccec7d8ceff4824f149e476ec06e83c86546ae8af82582871647809a62ef0  linux-6.12.70.tar.xz
diff --git a/board/beagleboard/beagleboneai64/patches/ti-k3-r5-loader/ti-k3-r5-loader.hash b/board/beagleboard/beagleboneai64/patches/ti-k3-r5-loader/ti-k3-r5-loader.hash
index 97a2b4eaf9..b6a925ea4e 100644
--- a/board/beagleboard/beagleboneai64/patches/ti-k3-r5-loader/ti-k3-r5-loader.hash
+++ b/board/beagleboard/beagleboneai64/patches/ti-k3-r5-loader/ti-k3-r5-loader.hash
@@ -1,2 +1,2 @@
 # Locally calculated
-sha256  18a853fe39fad7ad03a90cc2d4275aeaed6da69735defac3492b80508843dd4a  u-boot-2024.04.tar.bz2
+sha256  b60d5865cefdbc75da8da4156c56c458e00de75a49b80c1a2e58a96e30ad0d54  u-boot-2026.01.tar.bz2
diff --git a/board/beagleboard/beagleboneai64/patches/uboot/uboot.hash b/board/beagleboard/beagleboneai64/patches/uboot/uboot.hash
index 97a2b4eaf9..b6a925ea4e 100644
--- a/board/beagleboard/beagleboneai64/patches/uboot/uboot.hash
+++ b/board/beagleboard/beagleboneai64/patches/uboot/uboot.hash
@@ -1,2 +1,2 @@
 # Locally calculated
-sha256  18a853fe39fad7ad03a90cc2d4275aeaed6da69735defac3492b80508843dd4a  u-boot-2024.04.tar.bz2
+sha256  b60d5865cefdbc75da8da4156c56c458e00de75a49b80c1a2e58a96e30ad0d54  u-boot-2026.01.tar.bz2
diff --git a/configs/beagleboneai64_defconfig b/configs/beagleboneai64_defconfig
index 0429dd63e1..db5837fe36 100644
--- a/configs/beagleboneai64_defconfig
+++ b/configs/beagleboneai64_defconfig
@@ -1,6 +1,8 @@
 BR2_aarch64=y
 BR2_cortex_a72=y
-BR2_PACKAGE_HOST_LINUX_HEADERS_CUSTOM_6_6=y
+BR2_TOOLCHAIN_EXTERNAL=y
+BR2_TOOLCHAIN_EXTERNAL_BOOTLIN=y
+BR2_TOOLCHAIN_EXTERNAL_BOOTLIN_AARCH64_GLIBC_STABLE=y
 BR2_GLOBAL_PATCH_DIR="board/beagleboard/beagleboneai64/patches"
 BR2_DOWNLOAD_FORCE_CHECK_HASHES=y
 BR2_SYSTEM_DHCP="eth0"
@@ -9,7 +11,7 @@ BR2_ROOTFS_POST_IMAGE_SCRIPT="support/scripts/genimage.sh"
 BR2_ROOTFS_POST_SCRIPT_ARGS="-c board/beagleboard/beagleboneai64/genimage.cfg"
 BR2_LINUX_KERNEL=y
 BR2_LINUX_KERNEL_CUSTOM_VERSION=y
-BR2_LINUX_KERNEL_CUSTOM_VERSION_VALUE="6.6.30"
+BR2_LINUX_KERNEL_CUSTOM_VERSION_VALUE="6.12.70"
 BR2_LINUX_KERNEL_USE_ARCH_DEFAULT_CONFIG=y
 BR2_LINUX_KERNEL_DTS_SUPPORT=y
 BR2_LINUX_KERNEL_INTREE_DTS_NAME="ti/k3-j721e-beagleboneai64"
@@ -18,8 +20,7 @@ BR2_TARGET_ROOTFS_EXT2=y
 BR2_TARGET_ROOTFS_EXT2_4=y
 BR2_TARGET_ROOTFS_EXT2_SIZE="256M"
 BR2_TARGET_ARM_TRUSTED_FIRMWARE=y
-BR2_TARGET_ARM_TRUSTED_FIRMWARE_CUSTOM_VERSION=y
-BR2_TARGET_ARM_TRUSTED_FIRMWARE_CUSTOM_VERSION_VALUE="v2.10"
+BR2_TARGET_ARM_TRUSTED_FIRMWARE_LATEST_LTS_2_12_VERSION=y
 BR2_TARGET_ARM_TRUSTED_FIRMWARE_PLATFORM="k3"
 BR2_TARGET_ARM_TRUSTED_FIRMWARE_TARGET_BOARD="generic"
 BR2_TARGET_ARM_TRUSTED_FIRMWARE_BL32_OPTEE=y
@@ -27,12 +28,12 @@ BR2_TARGET_OPTEE_OS=y
 BR2_TARGET_OPTEE_OS_PLATFORM="k3-j721e"
 BR2_TARGET_TI_K3_R5_LOADER=y
 BR2_TARGET_TI_K3_R5_LOADER_CUSTOM_VERSION=y
-BR2_TARGET_TI_K3_R5_LOADER_CUSTOM_VERSION_VALUE="2024.04"
+BR2_TARGET_TI_K3_R5_LOADER_CUSTOM_VERSION_VALUE="2026.01"
 BR2_TARGET_TI_K3_R5_LOADER_BOARD_DEFCONFIG="j721e_beagleboneai64_r5"
 BR2_TARGET_UBOOT=y
 BR2_TARGET_UBOOT_BUILD_SYSTEM_KCONFIG=y
 BR2_TARGET_UBOOT_CUSTOM_VERSION=y
-BR2_TARGET_UBOOT_CUSTOM_VERSION_VALUE="2024.04"
+BR2_TARGET_UBOOT_CUSTOM_VERSION_VALUE="2026.01"
 BR2_TARGET_UBOOT_BOARD_DEFCONFIG="j721e_beagleboneai64_a72"
 BR2_TARGET_UBOOT_NEEDS_DTC=y
 BR2_TARGET_UBOOT_NEEDS_OPENSSL=y