Every KernelBrief story starts from visible source records. Upstream first, specialist reporting for context, community discussion only when labelled.
Project-owned release notes, docs, feeds, and official pages used for primary facts.
Mesa graphics stack release notes, driver changes, Vulkan/OpenGL updates, and release process.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for Mesa release notes, graphics-driver changes, and release-process context.
Self-hosted photo management releases, storage behavior, mobile/server updates, and backup guidance.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for Immich releases, storage behavior, mobile/server updates, and backup/restore guidance.
Self-hosted media server releases, server/client updates, and operational notes.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Self-hosted media server releases, server/client updates, and operational notes.
Local model runtime releases, API compatibility, model-serving behavior, and GPU/runtime notes.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for Ollama runtime releases, API compatibility, local model serving, and GPU/runtime notes.
Local inference runtime changes, quantization/runtime notes, hardware acceleration, and compatibility signals.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Local inference runtime changes, quantization/runtime notes, hardware acceleration, and compatibility signals.
Self-hosted AI UI releases, deployment notes, connectors, and workflow changes.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Tracks self-hosted AI UI changes that can affect local model workflows, connectors, and deployment assumptions.
Model-serving releases, compatibility notes, deployment behavior, and inference-stack changes.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Tracks serving-layer changes that affect private inference, compatibility, and deployment planning.
Local OpenAI-compatible API releases, backends, and self-hosted deployment notes.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Tracks local API compatibility, runtime backends, and self-hosted inference deployment risk.
LLM routing, proxy compatibility, provider support, and deployment changes.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Tracks routing and compatibility changes that affect local and hosted model operations.
ROCm release notes, compatibility, framework support, and AMD GPU local-inference readiness.
Known angle: Vendor-owned source; factual for support docs, not independent buyer advice.
How KernelBrief uses it: Primary source for AMD GPU software-stack support, release notes, and compatibility risk.
CUDA toolkit documentation, release notes, and GPU developer platform changes.
Known angle: Vendor-owned source; factual for release docs, not independent purchasing guidance.
How KernelBrief uses it: Tracks CUDA toolkit and platform changes that affect local inference and GPU operators.
OpenVINO toolkit documentation, releases, and Intel inference runtime compatibility.
Known angle: Vendor-owned source; factual for docs, not independent benchmark proof.
How KernelBrief uses it: Tracks Intel inference tooling, runtime support, and local AI hardware compatibility notes.
Raspberry Pi AI Kit setup, Hailo accelerator support, and edge AI hardware guidance.
Known angle: Vendor-owned source; factual for docs, not independent workload evaluation.
How KernelBrief uses it: Tracks low-cost edge AI hardware setup, compatibility, and operator-fit notes.
ROS 2 distributions, release notes, migration guidance, and middleware compatibility.
Known angle: Project-owned docs; factual for releases and migration pages, not independent field reports.
How KernelBrief uses it: Primary source for ROS 2 release, distribution, migration, and compatibility coverage.
Gazebo simulator releases, migration notes, ROS integration, physics/rendering changes.
Known angle: Project-owned docs; factual for releases, not independent simulation-quality evaluation.
How KernelBrief uses it: Primary source for Gazebo release and migration notes affecting robotics simulation workflows.
ROS navigation stack documentation, migration notes, and behavior-tree/navigation changes.
Known angle: Project-owned docs; factual for docs/migration, not independent robot validation.
How KernelBrief uses it: Tracks ROS navigation and autonomy-stack changes that affect robot software maintenance.
Computer vision library releases, docs, bindings, and platform support.
Known angle: Project-owned source; factual for releases/docs, not independent perception evaluation.
How KernelBrief uses it: Tracks computer-vision releases and platform support that affect robotics perception stacks.
Robotics simulation, edge AI, Isaac platform, and NVIDIA robotics developer updates.
Known angle: Vendor-owned source; useful for docs, not independent robotics validation.
How KernelBrief uses it: Tracks NVIDIA robotics platform updates that intersect Jetson, simulation, and edge autonomy.
Distro and upstream security notices that require careful downstream context.
Kernel release metadata, stable branch signals, and release cadence.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for kernel release cadence, stable/LTS status, and kernel.org-hosted release metadata.
Portable releases, release notes, and security-adjacent default changes.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for OpenSSH portable releases, release notes, and migration/security-adjacent default changes.
TLS library releases, news, and vulnerability notices.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for OpenSSL releases, vulnerability notices, LTS status, and compatibility-impact coverage.
Debian releases, project notices, and release engineering updates.
Known angle: Project/distro-owned source; verify broad ecosystem claims separately.
How KernelBrief uses it: Debian releases, project notices, and release engineering updates.
Operational notices, packaging transitions, and update guidance for rolling-release users.
Known angle: Project/distro-owned source; verify broad ecosystem claims separately.
How KernelBrief uses it: Operational notices, packaging transitions, and update guidance for rolling-release users.
Deep Linux/FOSS reporting and analysis.
Known angle: Independent/specialist reporting; use for context and analysis, not as sole source for upstream facts.
How KernelBrief uses it: Coverage and analysis source for Linux/FOSS context; link prominently and summarize minimally.
Ubuntu package security notices and remediation guidance.
Known angle: Distro-owned security source; package impact is distro-specific.
How KernelBrief uses it: Ubuntu package security notices and remediation guidance.
Self-hosted collaboration releases, security notes, and admin maintenance guidance.
Known angle: Project/vendor-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for Nextcloud releases, security notes, backup guidance, privacy, and administration-impact coverage.
Router firmware release notes, security advisories, device support, and upgrade guidance.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for OpenWrt releases, advisories, device support, package changes, and router upgrade notes.
Firewall release notes, security updates, plugin changes, and routing/VPN operational notes.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: Primary source for OPNsense release notes, security updates, plugins, routing, VPN, and firewall operational changes.
Specialist reporting used for context after primary source facts are checked.
Kernel, hardware, graphics, benchmarks, and Linux platform coverage.
Known angle: Independent/specialist reporting; use for context and analysis, not as sole source for upstream facts.
How KernelBrief uses it: Coverage/context source for Linux hardware, kernel, graphics, and performance topics; verify primary facts upstream.
Linux gaming, Proton, Steam Deck, Vulkan, drivers, and ecosystem coverage.
Known angle: Specialist coverage; verify driver, release, and benchmark claims against upstream artifacts.
How KernelBrief uses it: Linux gaming, Proton, Steam Deck, Vulkan, drivers, and ecosystem coverage.
Distribution release engineering, operational notices, and user-facing project updates.
Fedora releases, change proposals, community guidance, and user-facing updates.
Known angle: Project/distro-owned source; verify broad ecosystem claims separately.
How KernelBrief uses it: Fedora releases, change proposals, community guidance, and user-facing updates.
Jetson Linux, edge AI platform notes, robotics SDK compatibility, and embedded deployment changes.
Known angle: Vendor-owned source; factual for docs and releases, not independent hardware evaluation.
How KernelBrief uses it: Primary source for Jetson software releases, embedded Linux platform changes, and robotics-adjacent edge AI updates.
Maintainer and project communication that can clarify intent and migration impact.
Model ecosystem releases, docs, and tooling signals relevant to local operators.
Known angle: Platform/ecosystem source; model quality and license claims need direct model-card review.
How KernelBrief uses it: Discovery source for model and tooling changes before KernelBrief verifies the primary project record.
Edge AI accelerator documentation, SDK notes, and hardware ecosystem updates.
Known angle: Vendor-owned source; useful for docs, not independent performance proof.
How KernelBrief uses it: Tracks edge AI accelerator docs and ecosystem updates for local hardware readers.
Repairable laptop and small-system hardware updates relevant to Linux and local AI buyers.
Known angle: Vendor-owned source; useful for product details, not independent evaluation.
How KernelBrief uses it: Tracks repairable Linux hardware and workstation signals for local AI and Linux readers.
Linux workstation, desktop, firmware, and hardware updates.
Known angle: Vendor-owned source; useful for product details, not independent evaluation.
How KernelBrief uses it: Tracks Linux workstation and hardware updates that may matter to local AI operators.
Community signal used only when clearly labelled and never as primary proof.
GNOME project, Shell, platform, and app updates.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: GNOME project, Shell, platform, and app updates.
KDE Plasma, KWin, apps, Frameworks, and community updates.
Known angle: Project-owned source; factual for releases/docs, not independent reporting.
How KernelBrief uses it: KDE Plasma, KWin, apps, Frameworks, and community updates.
Proxmox VE, Backup Server, virtualization, storage, and operations.
Known angle: Useful practitioner/vendor/community signal; verify project claims upstream.
How KernelBrief uses it: Primary/vendor source for Proxmox release, backup, virtualization, storage, and migration-note coverage.
Self-hosting ecosystem, homelab operations, and practical infrastructure topics.
Known angle: Useful practitioner/vendor/community signal; verify project claims upstream.
How KernelBrief uses it: Self-hosting ecosystem, homelab operations, and practical infrastructure topics.