
Over the past 18 months, contributed to core infrastructure and deployment automation across the kairos-io ecosystem, focusing on repositories such as kairos-agent, AuroraBoot, and kairos. Developed and maintained robust boot management, installer workflows, and system extension tooling, leveraging Go, Bash, and YAML for backend and CLI development. Enhanced reliability and security by modernizing CI/CD pipelines, introducing multi-architecture support, and integrating FIPS compliance and vulnerability scanning. Addressed complex challenges in bootloader configuration, cloud-init, and containerization, while improving user experience through interactive installers and web UIs. The work enabled scalable, secure, and flexible Linux deployments across diverse hardware platforms.
April 2026 monthly summary for kairos-io/AuroraBoot: Key feature delivered is Nvidia Thor Boot Configuration Command Line Options Support, enabling better compatibility and performance on Nvidia Thor hardware. This work is tracked in commit f3dba95d783656506046aa7465a58c0998b43738 (Add support for Nvidia Thor cmdline options (#497)). Major bugs fixed: None reported this month. Overall impact: Improved hardware compatibility and boot reliability for Nvidia Thor deployments, reducing manual configuration steps and supporting broader hardware rollout. Technologies/skills demonstrated: Boot configuration management, command-line option parsing, hardware compatibility work, version control traceability, and focused, incremental feature delivery.
April 2026 monthly summary for kairos-io/AuroraBoot: Key feature delivered is Nvidia Thor Boot Configuration Command Line Options Support, enabling better compatibility and performance on Nvidia Thor hardware. This work is tracked in commit f3dba95d783656506046aa7465a58c0998b43738 (Add support for Nvidia Thor cmdline options (#497)). Major bugs fixed: None reported this month. Overall impact: Improved hardware compatibility and boot reliability for Nvidia Thor deployments, reducing manual configuration steps and supporting broader hardware rollout. Technologies/skills demonstrated: Boot configuration management, command-line option parsing, hardware compatibility work, version control traceability, and focused, incremental feature delivery.
March 2026 performance summary: Delivered dynamic configuration extensions (confext) alongside existing system extensions (sysext), enabling container-driven config provisioning and faster runtime customization. Expanded extension management, updated directory structures, and improved UX. Upgraded dependencies and Go to 1.26, improving security and stability. Extended build tooling to multi-arch by adding riscv64 support in goreleaser, broadening platform coverage. These changes deliver tangible business value: faster feature delivery, better configurability, more reliable deployments, and expanded hardware support.
March 2026 performance summary: Delivered dynamic configuration extensions (confext) alongside existing system extensions (sysext), enabling container-driven config provisioning and faster runtime customization. Expanded extension management, updated directory structures, and improved UX. Upgraded dependencies and Go to 1.26, improving security and stability. Extended build tooling to multi-arch by adding riscv64 support in goreleaser, broadening platform coverage. These changes deliver tangible business value: faster feature delivery, better configurability, more reliable deployments, and expanded hardware support.
February 2026 performance summary for kairos-io/kairos and kairos-io/kairos-agent. This month focused on CI/CD modernization built around Hadron image upgrades, expanded test coverage, and streamlined release workflows to improve reliability and business value across the Kairos platform.
February 2026 performance summary for kairos-io/kairos and kairos-io/kairos-agent. This month focused on CI/CD modernization built around Hadron image upgrades, expanded test coverage, and streamlined release workflows to improve reliability and business value across the Kairos platform.
January 2026 performance-focused month: delivered boot management improvements across kairos-agent and AuroraBoot, strengthened release tooling and CI, modernized base images, and introduced concurrency for performance gains. These changes provide faster, more reliable boot and upgrade paths, streamlined release automation, and improved stability for NVIDIA Jetson ARM deployments, with concrete commits and artifacts across three repos.
January 2026 performance-focused month: delivered boot management improvements across kairos-agent and AuroraBoot, strengthened release tooling and CI, modernized base images, and introduced concurrency for performance gains. These changes provide faster, more reliable boot and upgrade paths, streamlined release automation, and improved stability for NVIDIA Jetson ARM deployments, with concrete commits and artifacts across three repos.
December 2025 performance summary across kairos-io/kairos, kairos-io/AuroraBoot, and kairos-io/kairos-agent focused on delivering business value through reliability, security, and architectural flexibility. Key features demonstrated improvements in CI/CD pipelines, image security, multi-arch support, and system stability, with careful attention to compatibility across platforms and environments.
December 2025 performance summary across kairos-io/kairos, kairos-io/AuroraBoot, and kairos-io/kairos-agent focused on delivering business value through reliability, security, and architectural flexibility. Key features demonstrated improvements in CI/CD pipelines, image security, multi-arch support, and system stability, with careful attention to compatibility across platforms and environments.
November 2025 monthly summary for kairos-io across kairos-agent and AuroraBoot. Focused on delivering user-centric upgrade/installer experiences, improving core stability and build reliability, hardening partition handling, and modernizing packaging and system boot workflows to reduce downtime and enable flexible configurations.
November 2025 monthly summary for kairos-io across kairos-agent and AuroraBoot. Focused on delivering user-centric upgrade/installer experiences, improving core stability and build reliability, hardening partition handling, and modernizing packaging and system boot workflows to reduce downtime and enable flexible configurations.
Oct 2025 highlights: across kairos and kairos-agent, delivered brand-aligned installer UX, core build improvements, and streamlined release hygiene, enabling faster deployments with lower risk. Key outcomes include an IPFS upgrade to v0.38.0 with a source-build workflow and updated tests; branding-driven installer UI customization with branding-file-based color schemes and border styles; post-install actions customization reflected in installation summaries; installer lifecycle and completion UX enhancements with richer logs and lifecycle hooks; and reliability improvements in disk operations with a partition-table re-read retry. Maintenance and release-workflow improvements included removal of a deprecated base image from release pipelines and ongoing dependency hygiene (go mod tidy, release.yaml updates, package-lock.json updates).
Oct 2025 highlights: across kairos and kairos-agent, delivered brand-aligned installer UX, core build improvements, and streamlined release hygiene, enabling faster deployments with lower risk. Key outcomes include an IPFS upgrade to v0.38.0 with a source-build workflow and updated tests; branding-driven installer UI customization with branding-file-based color schemes and border styles; post-install actions customization reflected in installation summaries; installer lifecycle and completion UX enhancements with richer logs and lifecycle hooks; and reliability improvements in disk operations with a partition-table re-read retry. Maintenance and release-workflow improvements included removal of a deprecated base image from release pipelines and ongoing dependency hygiene (go mod tidy, release.yaml updates, package-lock.json updates).
Monthly summary for September 2025 focused on delivering features, stabilizing releases, and modernizing tooling across Kairos components. The work emphasizes business value by accelerating ARM-based release management, improving installation reliability and user feedback, and enabling flexible boot configurations for EFI deployments while modernizing dependencies and tooling for maintainability and security.
Monthly summary for September 2025 focused on delivering features, stabilizing releases, and modernizing tooling across Kairos components. The work emphasizes business value by accelerating ARM-based release management, improving installation reliability and user feedback, and enabling flexible boot configurations for EFI deployments while modernizing dependencies and tooling for maintainability and security.
August 2025 monthly summary: Delivered stability, security, and modernization across kairos and kairos-agent. Key outcomes include securing build compatibility with Ubuntu FIPS, updating kairos-init for consistent builds, precision improvements for manual installation configuration, a GRUB LiveOS workaround to avoid installation failures, and upgrading Go to 1.25.0 along with CI/CD updates. These efforts reduce build failures, harden security, improve deployment reliability, and enable faster feature delivery.
August 2025 monthly summary: Delivered stability, security, and modernization across kairos and kairos-agent. Key outcomes include securing build compatibility with Ubuntu FIPS, updating kairos-init for consistent builds, precision improvements for manual installation configuration, a GRUB LiveOS workaround to avoid installation failures, and upgrading Go to 1.25.0 along with CI/CD updates. These efforts reduce build failures, harden security, improve deployment reliability, and enable faster feature delivery.
July 2025 performance summary focusing on business value, reliability, and automation across Kairos projects. The month delivered several high-impact features, stability improvements, and an automation foundation that enables scalable distribution of provider artifacts.
July 2025 performance summary focusing on business value, reliability, and automation across Kairos projects. The month delivered several high-impact features, stability improvements, and an automation foundation that enables scalable distribution of provider artifacts.
June 2025 monthly summary across AuroraBoot, kairos-agent, and kairos showing strengthened deployment reliability, boot stability, and init modernization. Deliverables across repositories improved operational resilience, reduced boot-time and deployment failures, and streamlined CI/CD workflows. Key outcomes include stabilizing build-iso logging, refactoring the AuroraBoot deployment pipeline, hardening GRUB environments and boot/partition handling in kairos-agent, resolving boot hook execution issues, and upgrading Kairos Init to 0.5.x with cloud-init runner modernization.
June 2025 monthly summary across AuroraBoot, kairos-agent, and kairos showing strengthened deployment reliability, boot stability, and init modernization. Deliverables across repositories improved operational resilience, reduced boot-time and deployment failures, and streamlined CI/CD workflows. Key outcomes include stabilizing build-iso logging, refactoring the AuroraBoot deployment pipeline, hardening GRUB environments and boot/partition handling in kairos-agent, resolving boot hook execution issues, and upgrading Kairos Init to 0.5.x with cloud-init runner modernization.
May 2025 monthly summary focusing on key achievements across kairos-agent, AuroraBoot, systemd, and kairos. The month delivered security and reliability gains through a cryptographic library migration, expanded boot/installation workflows with PXE-related work, and improved artifact traceability and vulnerability handling. Notable balance between delivering new capabilities and stabilizing changes that had broad impact across deployment pipelines and end-user workflows.
May 2025 monthly summary focusing on key achievements across kairos-agent, AuroraBoot, systemd, and kairos. The month delivered security and reliability gains through a cryptographic library migration, expanded boot/installation workflows with PXE-related work, and improved artifact traceability and vulnerability handling. Notable balance between delivering new capabilities and stabilizing changes that had broad impact across deployment pipelines and end-user workflows.
April 2025 monthly performance overview across kairos-agent, kairos, and AuroraBoot focused on reliability, security posture, and scalable deployment. Key features delivered include: (1) kairos-agent: Go SDK upgrade with CI/CD stabilization and improved recovery error handling; (2) system extensions management: initial System Extensions (sysext) CLI and backend; (3) release engineering: FIPS-compliant builds with ARM64 support and enhanced release workflow; (4) orchestration improvements: kubernetes version formatting kept with 'v' prefix and framework updates to 2.22.0; (5) AuroraBoot: richer image naming metadata and configurable state partition sizing for raw disk images. Major fixes implemented include platform-aware ExtractImage behavior and defaulting when platformRef is empty or unparsable, rsync atimes disabled for compatibility with older Linux distros, and CI/test stabilization fixes (restoration of changed files and a revert to a stable CI action). Security and quality improvements were strengthened through Grype enhancements (skip not affected vulns and critical checks) and OSV-scanner configuration. Overall impact: more reliable deployments, faster release cycles, improved cross-architecture support, and a stronger security assurance posture for production images. Technologies/skills demonstrated: Go, CI/CD, GoReleaser, ARM64, FIPS, Grype, OSV Scanner, rootfs-based GRUB improvements, and CLI/backend design for system extensions.
April 2025 monthly performance overview across kairos-agent, kairos, and AuroraBoot focused on reliability, security posture, and scalable deployment. Key features delivered include: (1) kairos-agent: Go SDK upgrade with CI/CD stabilization and improved recovery error handling; (2) system extensions management: initial System Extensions (sysext) CLI and backend; (3) release engineering: FIPS-compliant builds with ARM64 support and enhanced release workflow; (4) orchestration improvements: kubernetes version formatting kept with 'v' prefix and framework updates to 2.22.0; (5) AuroraBoot: richer image naming metadata and configurable state partition sizing for raw disk images. Major fixes implemented include platform-aware ExtractImage behavior and defaulting when platformRef is empty or unparsable, rsync atimes disabled for compatibility with older Linux distros, and CI/test stabilization fixes (restoration of changed files and a revert to a stable CI action). Security and quality improvements were strengthened through Grype enhancements (skip not affected vulns and critical checks) and OSV-scanner configuration. Overall impact: more reliable deployments, faster release cycles, improved cross-architecture support, and a stronger security assurance posture for production images. Technologies/skills demonstrated: Go, CI/CD, GoReleaser, ARM64, FIPS, Grype, OSV Scanner, rootfs-based GRUB improvements, and CLI/backend design for system extensions.
Month: 2025-03 Overview: Delivered substantial platform improvements across AuroraBoot, Kairos, and Kairos-Agent, with a focus on boot reliability, multi-arch packaging, CI/CD modernization, UI testing, and image generation. Achievements span from low-level boot artifact fixes on Raspberry Pi to high-level workflow improvements, resulting in more stable releases, faster iteration, and better developer experience. Key features delivered and major fixes (business value): - Alpine boot reliability on Raspberry Pi: fixed boot artifacts/GRUB path handling and end-to-end test label filters; ensured EFI artifact handling across architectures, improving first-boot success rates on Raspberry Pi deployments and reducing customer support issues. Commits: f7cc351, 186c816. - Multi-arch Raspberry Pi firmware and packaging improvements: consolidated firmware packages and reorganized Luet installations into arch-specific dirs; updated testing Dockerfile to use correct build artifacts; maintained ARM64/AMD64 compatibility for cross-arch builds, accelerating multi-arch releases. Commits: 38d3b5bd, cf470325. - Build system and CI/CD modernization: derive architecture from root filesystem for ISO/UKI builds, remove explicit arch flag, tag images by release name, adjust repo switching, and remove image expiration label; added reproducibility and streamlined release pipelines. Commits: 6c1a73ea, 5cc710bf. - Web UI end-to-end testing and UI refinements: introduced Cypress-based end-to-end tests, improved base image values, added CSS classes for reliable element targeting, and aligned UI validation with OS versions and architectures. Commit: 0c5f7771. - Image generation improvements and artifact naming: switched raw image generation to ext2 for compatibility with older GRUB; unified artifact naming for ISO and raw images; added override option for artifacts. Commits: d61c4e51, 376f44d0. - Dependency maintenance and stability improvements: bumped core dependencies (Go modules, containerd, diskfs); cleaned unused ones and updated imports for compatibility; improved overall stability and build reliability. Commits: ed17368, 9e4a128, c1aa775. - Remove yip dependency and add autoreset control: eliminated direct yip dep by generating config via string formatting and added sentinel mechanism to control autoreset for raw image creation. Commit: b887fad9. Major bugs fixed: - Alpine boot artifacts and GRUB path handling on Raspberry Pi: resolved boot artifacts and EFI handling gaps across architectures, reducing boot failures. Commits f7cc351, 186c816. - PinebookPro boot artifacts and Dockerfile updates: ensured correct U-Boot artifacts and consolidated environment variables and install steps; improved PinebookPro support. Commit: ed4788f. - Rsync xattrs handling under SELinux compatibility: disabled rsync xattrs to preserve compatibility and preserve atimes, preventing mismatched metadata on SELinux systems. Commit: 11cdddc. - Reliable hooks with encrypted persistent storage: improved mount/unmount logic for encrypted partitions to ensure bundles/logs hooks operate reliably and clean up encrypted partitions post-operation. Commit: b5869b. Overall impact and accomplishments: - Significantly improved deployment reliability on Raspberry Pi and Pinebook Pro devices, reducing boot failures and configuration inconsistencies. - Achieved faster, more reliable release cycles through arch-aware packaging, rootfs-based architecture detection, and release-tagged images. - Enhanced product quality with automated UI testing, artifact standardization, and robust handling of encrypted storage scenarios. - Strengthened platform stability by updating core dependencies and simplifying build pipelines, enabling teams to ship features with confidence. Technologies and skills demonstrated: - Multi-architecture packaging and rootfs-based architecture resolution; arch-specific directory layouts; cross-arch testing adaptations. - CI/CD engineering: reproducible builds, release tagging, digest pinning for reproducibility, and streamlined release workflows. - Front-end testing: Cypress-based end-to-end tests and UI validation alignment with OS versions/architectures. - Image engineering: ext2-based image generation, artifact naming standardization, and override capabilities. - Dependency management: Go modules, containerd, diskfs, and related ecosystem updates; yip-dependency removal and autoreset controls. - Security and storage handling: encrypted partitions, by-label mounting, and cleanup routines in hooks.
Month: 2025-03 Overview: Delivered substantial platform improvements across AuroraBoot, Kairos, and Kairos-Agent, with a focus on boot reliability, multi-arch packaging, CI/CD modernization, UI testing, and image generation. Achievements span from low-level boot artifact fixes on Raspberry Pi to high-level workflow improvements, resulting in more stable releases, faster iteration, and better developer experience. Key features delivered and major fixes (business value): - Alpine boot reliability on Raspberry Pi: fixed boot artifacts/GRUB path handling and end-to-end test label filters; ensured EFI artifact handling across architectures, improving first-boot success rates on Raspberry Pi deployments and reducing customer support issues. Commits: f7cc351, 186c816. - Multi-arch Raspberry Pi firmware and packaging improvements: consolidated firmware packages and reorganized Luet installations into arch-specific dirs; updated testing Dockerfile to use correct build artifacts; maintained ARM64/AMD64 compatibility for cross-arch builds, accelerating multi-arch releases. Commits: 38d3b5bd, cf470325. - Build system and CI/CD modernization: derive architecture from root filesystem for ISO/UKI builds, remove explicit arch flag, tag images by release name, adjust repo switching, and remove image expiration label; added reproducibility and streamlined release pipelines. Commits: 6c1a73ea, 5cc710bf. - Web UI end-to-end testing and UI refinements: introduced Cypress-based end-to-end tests, improved base image values, added CSS classes for reliable element targeting, and aligned UI validation with OS versions and architectures. Commit: 0c5f7771. - Image generation improvements and artifact naming: switched raw image generation to ext2 for compatibility with older GRUB; unified artifact naming for ISO and raw images; added override option for artifacts. Commits: d61c4e51, 376f44d0. - Dependency maintenance and stability improvements: bumped core dependencies (Go modules, containerd, diskfs); cleaned unused ones and updated imports for compatibility; improved overall stability and build reliability. Commits: ed17368, 9e4a128, c1aa775. - Remove yip dependency and add autoreset control: eliminated direct yip dep by generating config via string formatting and added sentinel mechanism to control autoreset for raw image creation. Commit: b887fad9. Major bugs fixed: - Alpine boot artifacts and GRUB path handling on Raspberry Pi: resolved boot artifacts and EFI handling gaps across architectures, reducing boot failures. Commits f7cc351, 186c816. - PinebookPro boot artifacts and Dockerfile updates: ensured correct U-Boot artifacts and consolidated environment variables and install steps; improved PinebookPro support. Commit: ed4788f. - Rsync xattrs handling under SELinux compatibility: disabled rsync xattrs to preserve compatibility and preserve atimes, preventing mismatched metadata on SELinux systems. Commit: 11cdddc. - Reliable hooks with encrypted persistent storage: improved mount/unmount logic for encrypted partitions to ensure bundles/logs hooks operate reliably and clean up encrypted partitions post-operation. Commit: b5869b. Overall impact and accomplishments: - Significantly improved deployment reliability on Raspberry Pi and Pinebook Pro devices, reducing boot failures and configuration inconsistencies. - Achieved faster, more reliable release cycles through arch-aware packaging, rootfs-based architecture detection, and release-tagged images. - Enhanced product quality with automated UI testing, artifact standardization, and robust handling of encrypted storage scenarios. - Strengthened platform stability by updating core dependencies and simplifying build pipelines, enabling teams to ship features with confidence. Technologies and skills demonstrated: - Multi-architecture packaging and rootfs-based architecture resolution; arch-specific directory layouts; cross-arch testing adaptations. - CI/CD engineering: reproducible builds, release tagging, digest pinning for reproducibility, and streamlined release workflows. - Front-end testing: Cypress-based end-to-end tests and UI validation alignment with OS versions/architectures. - Image engineering: ext2-based image generation, artifact naming standardization, and override capabilities. - Dependency management: Go modules, containerd, diskfs, and related ecosystem updates; yip-dependency removal and autoreset controls. - Security and storage handling: encrypted partitions, by-label mounting, and cleanup routines in hooks.
February 2025: Stabilized and accelerated delivery across Kairos and AuroraBoot through CI/CD hardening, code quality improvements, and multi-platform build enhancements. Delivered targeted CI fixes, test improvements, and linting to raise reliability while reducing noise in releases. Initiated Kairos-init migration and strengthened release workflows, laying groundwork for Debian surface reduction and faster, cleaner artifact handling.
February 2025: Stabilized and accelerated delivery across Kairos and AuroraBoot through CI/CD hardening, code quality improvements, and multi-platform build enhancements. Delivered targeted CI fixes, test improvements, and linting to raise reliability while reducing noise in releases. Initiated Kairos-init migration and strengthened release workflows, laying groundwork for Debian surface reduction and faster, cleaner artifact handling.
January 2025 performance summary: Delivered cross-repo image tooling enhancements and ARM64 release improvements, expanded platform coverage, and improved user experience. Major bug fix implemented for Extensions Directory Rsync Copy in kairos-agent. Overall, these efforts enable faster cloud deployments, broader OS and device support (GCE/Azure, Raspberry Pi, RHEL arm64), and a more secure, scalable release workflow. Technologies/skills demonstrated include Go-based image conversion and packaging, EFI/BIOS boot support, multi-device image generation, cosign signing, and robust ARM64 build pipelines.
January 2025 performance summary: Delivered cross-repo image tooling enhancements and ARM64 release improvements, expanded platform coverage, and improved user experience. Major bug fix implemented for Extensions Directory Rsync Copy in kairos-agent. Overall, these efforts enable faster cloud deployments, broader OS and device support (GCE/Azure, Raspberry Pi, RHEL arm64), and a more secure, scalable release workflow. Technologies/skills demonstrated include Go-based image conversion and packaging, EFI/BIOS boot support, multi-device image generation, cosign signing, and robust ARM64 build pipelines.
December 2024 monthly summary focusing on deployment automation and build workflow improvements across kairos-agent and kairos repositories. Emphasis on expanding image deployment flexibility, maintaining compatibility, and improving build reliability for BYOI workflows.
December 2024 monthly summary focusing on deployment automation and build workflow improvements across kairos-agent and kairos repositories. Emphasis on expanding image deployment flexibility, maintaining compatibility, and improving build reliability for BYOI workflows.
November 2024 monthly summary across kairos-agent and kairos. Delivered key features, stability improvements, and security enhancements that directly increase deployment reliability and support scalable, secure automation. Key features and improvements delivered: - kairos-agent: Dependency management and tooling updates; upgrade process improvements; EFI/boot management enhancements; UKI encryption PCR binding enhancements. - kairos: UKI CI testing resources and boot reliability improvements; Keylime Kairos integration example; dependency management and CI/config maintenance. Major bug fixes: - EFI update bug fix during system reset: ensure EFI files are updated by mounting EFI partition and correctly copying/updating during reset. Overall impact and accomplishments: - Improved build stability and dependency hygiene, more reliable upgrade paths with accurate sizing, and robust EFI/boot handling that reduces deployment risk during resets and upgrades. Strengthened security posture for UKI encryption and laid groundwork for remote attestation demos via the Keylime example. Expanded CI resources and simplified dependency/config maintenance to enable faster, more reliable releases. Technologies, skills, and business value demonstrated: - Linux boot flows (EFI/GRUB/systemd-boot), UKI boot and PCR binding, and EFI partition handling. - CI/resource provisioning for UKI testing, automated dependency management with Renovate, and packaging/config automation. - Demonstrated ability to deliver secure attestation workflows (Keylime example) and maintain compatibility across kairos-agent and kairos.
November 2024 monthly summary across kairos-agent and kairos. Delivered key features, stability improvements, and security enhancements that directly increase deployment reliability and support scalable, secure automation. Key features and improvements delivered: - kairos-agent: Dependency management and tooling updates; upgrade process improvements; EFI/boot management enhancements; UKI encryption PCR binding enhancements. - kairos: UKI CI testing resources and boot reliability improvements; Keylime Kairos integration example; dependency management and CI/config maintenance. Major bug fixes: - EFI update bug fix during system reset: ensure EFI files are updated by mounting EFI partition and correctly copying/updating during reset. Overall impact and accomplishments: - Improved build stability and dependency hygiene, more reliable upgrade paths with accurate sizing, and robust EFI/boot handling that reduces deployment risk during resets and upgrades. Strengthened security posture for UKI encryption and laid groundwork for remote attestation demos via the Keylime example. Expanded CI resources and simplified dependency/config maintenance to enable faster, more reliable releases. Technologies, skills, and business value demonstrated: - Linux boot flows (EFI/GRUB/systemd-boot), UKI boot and PCR binding, and EFI partition handling. - CI/resource provisioning for UKI testing, automated dependency management with Renovate, and packaging/config automation. - Demonstrated ability to deliver secure attestation workflows (Keylime example) and maintain compatibility across kairos-agent and kairos.

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