diff --git a/.planning/todos/done/2026-01-28-improve-label-categorization.md b/.planning/todos/done/2026-01-28-improve-label-categorization.md
new file mode 100644
index 00000000..b9104c52
--- /dev/null
+++ b/.planning/todos/done/2026-01-28-improve-label-categorization.md
@@ -0,0 +1,139 @@
+# Todo: Improve Label Categorization in Monthly Reports
+
+**Created:** 2026-01-28  
+**Status:** Pending  
+**Estimated Effort:** 30-45 minutes  
+**Priority:** Medium
+
+## Objective
+
+Expand label categorization in monthly reports to include uncategorized `area/*` labels and add descriptive text for each category section.
+
+## Background
+
+Currently, several labels from `projectbluefin/common` appear in the "Other" section because they're not mapped to report categories. This todo addresses the remaining uncategorized labels while maintaining the established pattern of only showing `area/*` labels in sections (with exceptions for specific `kind/*` labels already included).
+
+## Changes Required
+
+### 1. Add Missing Labels to Categories
+
+**File:** `scripts/lib/label-mapping.mjs`
+
+Add these labels to existing categories:
+
+```javascript
+export const LABEL_CATEGORIES = {
+  Desktop: ["area/gnome", "area/aurora", "area/bling"],
+  Development: ["area/dx"],
+  Ecosystem: ["area/brew", "area/bluespeed", "area/flatpak"],
+  "System Services & Policies": ["area/services", "area/policy"],
+  Hardware: ["area/hardware", "area/nvidia", "aarch64"], // ADD aarch64
+  Infrastructure: [
+    "area/iso",
+    "area/upstream",
+    "area/buildstream",
+    "area/finpilot",
+    "area/just",
+    "area/testing",
+  ],
+  Documentation: ["kind/documentation"],
+  "Tech Debt": ["kind/tech-debt", "kind/parity"], // ADD kind/parity
+  Automation: ["kind/automation", "kind/github-action", "kind/renovate"],
+  Localization: ["kind/translation"],
+};
+```
+
+### 2. Add Category Descriptions
+
+**File:** `scripts/lib/markdown-generator.mjs`
+
+Modify `generateCategorySection()` to include italic descriptions below each category header. Use these descriptions (derived from label descriptions in GitHub):
+
+- **Desktop:** _GNOME desktop environment, Aurora variant (KDE), and terminal enhancements_
+- **Development:** _Development tools and IDE integrations_
+- **Ecosystem:** _Homebrew packages, AI/ML tools (Bluespeed), and Flatpak applications_
+- **System Services & Policies:** _Systemd services and system-level policies_
+- **Hardware:** _Hardware support, drivers, NVIDIA GPU, and ARM64 architecture_
+- **Infrastructure:** _ISO images, upstream integration, build systems, and testing frameworks_
+- **Documentation:** _Documentation improvements and additions_
+- **Tech Debt:** _Maintenance work and feature parity between variants_
+- **Automation:** _CI/CD pipelines, GitHub Actions, and automated dependency updates_
+- **Localization:** _Translation and internationalization work_
+
+### 3. Ignore Specific Labels
+
+Ensure these labels are excluded from all categories and "Other" section:
+
+- `dependencies` (meta label for Renovate)
+- `lgtm`, `size/*`, `stale`, `duplicate`, `invalid`, `wontfix`, `question`
+- `good first issue`, `help wanted`
+
+## Implementation Steps
+
+1. **Update label mapping:**
+   - Add `aarch64` to Hardware array
+   - Add `kind/parity` to Tech Debt array
+
+2. **Create category descriptions map:**
+
+   ```javascript
+   const CATEGORY_DESCRIPTIONS = {
+     Desktop:
+       "GNOME desktop environment, Aurora variant (KDE), and terminal enhancements",
+     Development: "Development tools and IDE integrations",
+     // ... etc
+   };
+   ```
+
+3. **Modify markdown generator:**
+   - Update `generateCategorySection()` to inject descriptions
+   - Format: `## Category Name\n\n*Description text*\n\n### Planned Work`
+
+4. **Test changes:**
+
+   ```bash
+   npm run generate-report -- --month=2026-01
+   npm run generate-report -- --month=2025-12
+   ```
+
+5. **Verify results:**
+   - Check that `aarch64` PRs appear in Hardware section
+   - Check that `kind/parity` PRs appear in Tech Debt section
+   - Check that "Other" section is further reduced
+   - Check that category descriptions render correctly
+
+6. **Preview in browser:**
+   ```bash
+   npm run start
+   # Navigate to /reports and verify formatting
+   ```
+
+## Success Criteria
+
+- [ ] `aarch64` label mapped to Hardware category
+- [ ] `kind/parity` label mapped to Tech Debt category
+- [ ] All category sections have italic descriptions
+- [ ] "Other" section reduced by items now in Hardware/Tech Debt
+- [ ] Reports regenerate without errors
+- [ ] Descriptions render correctly in browser
+- [ ] Git commit follows conventional commit format
+
+## Expected Impact
+
+- **"Other" section reduction:** Additional ~2-5% reduction (depends on aarch64/parity PR count)
+- **Improved clarity:** Category descriptions help readers understand what types of work fall under each area
+- **Better organization:** All relevant `area/*` labels now properly categorized
+
+## Notes
+
+- This follows the pattern established in commit `e568ef8` (translation label implementation)
+- Maintains the "no emojis in headers" rule from commit `e417e45`
+- Category descriptions should use **italic** format (`*text*`) not bold
+- Keep "New Lights" section name unchanged (Guardian theme)
+
+## References
+
+- Label mapping: `scripts/lib/label-mapping.mjs`
+- Markdown generator: `scripts/lib/markdown-generator.mjs`
+- GitHub labels: https://github.com/projectbluefin/common/labels
+- Previous work: `.planning/translation-label-proposal.md`
diff --git a/reports/2026-01-31-report.mdx b/reports/2026-01-31-report.mdx
index eaef6c15..8d5dc9b7 100644
--- a/reports/2026-01-31-report.mdx
+++ b/reports/2026-01-31-report.mdx
@@ -11,9 +11,9 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 # Summary
 
 - **Month:** January 2026
-- **Total items:** 164
+- **Total items:** 166
   - **Planned work:** 36
-  - **Opportunistic work:** 128
+  - **Opportunistic work:** 130
 - **Contributors:** 23
 - **New contributors:** 10
 
@@ -22,6 +22,8 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ![area/gnome](https://img.shields.io/badge/area%2Fgnome-28A745?style=flat-square) ![area/aurora](https://img.shields.io/badge/area%2Faurora-1D76DB?style=flat-square) ![area/bling](https://img.shields.io/badge/area%2Fbling-F9C74F?style=flat-square)
 
+*GNOME desktop environment, Aurora variant (KDE), and terminal enhancements*
+
 ### Planned Work
 
 - feat: Add org.gnome.SoundRecorder to system-flatpaks by [@​LorbusChris](https://github.com/LorbusChris) in [#183](https://github.com/projectbluefin/common/pull/183)
@@ -44,8 +46,11 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ![area/dx](https://img.shields.io/badge/area%2Fdx-17A2B8?style=flat-square)
 
+*Development tools and IDE integrations*
+
 ### Planned Work
 
+- fix(bluefin,dx): remove ssh askpass configuration by [@​tulilirockz](https://github.com/tulilirockz) in [#118](https://github.com/projectbluefin/common/pull/118)
 - revert: remove weekly status report automation by [@​castrojo](https://github.com/castrojo) in [#190](https://github.com/projectbluefin/common/pull/190)
 - feat: add weekly status report automation by [@​castrojo](https://github.com/castrojo) in [#187](https://github.com/projectbluefin/common/pull/187)
 
@@ -60,23 +65,23 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ### Homebrew Package Updates
 
-![Production Tap](https://img.shields.io/badge/production--tap-26%20updates-blue?style=flat-square) ![Experimental Tap](https://img.shields.io/badge/experimental--tap-36%20updates-orange?style=flat-square)
+![Production Tap](https://img.shields.io/badge/production--tap-27%20updates-blue?style=flat-square) ![Experimental Tap](https://img.shields.io/badge/experimental--tap-37%20updates-orange?style=flat-square)
 
-**62 automated updates** this month via GitHub Actions. Homebrew tap version bumps ensure Bluefin users always have access to the latest stable releases.
+**64 automated updates** this month via GitHub Actions. Homebrew tap version bumps ensure Bluefin users always have access to the latest stable releases.
 
 #### Quick Summary
 
 | Tap | Updates |
 |-----|---------|
-| production-tap | 26 |
-| experimental-tap | 36 |
+| production-tap | 27 |
+| experimental-tap | 37 |
 
 <details>
-<summary>View all production-tap updates (26)</summary>
+<summary>View all production-tap updates (27)</summary>
 
 | Package | Versions | PR |
 |---------|----------|-----|
-| goose-linux | 1.19.0 → 1.21.1 (6 updates) | [#193](https://github.com/ublue-os/homebrew-tap/pull/193) |
+| goose-linux | 1.21.2 → 1.21.1 (7 updates) | [#224](https://github.com/ublue-os/homebrew-tap/pull/224) |
 | lm-studio-linux | 0.3.37 → 0.3.39 (3 updates) | [#194](https://github.com/ublue-os/homebrew-tap/pull/194) |
 | antigravity-linux | 1.14.2 → 1.15.8 (3 updates) | [#201](https://github.com/ublue-os/homebrew-tap/pull/201) |
 | visual-studio-code-linux | 1.108.0 → 1.108.2 (3 updates) | [#197](https://github.com/ublue-os/homebrew-tap/pull/197) |
@@ -89,19 +94,19 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 </details>
 
 <details>
-<summary>View all experimental-tap updates (36)</summary>
+<summary>View all experimental-tap updates (37)</summary>
 
 | Package | Versions | PR |
 |---------|----------|-----|
 | opencode-desktop-linux | 1.1.18 → 1.1.36 (10 updates) | [#134](https://github.com/ublue-os/homebrew-experimental-tap/pull/134) |
 | cursor-linux | 2.3.21 → 2.4.21 (8 updates) | [#109](https://github.com/ublue-os/homebrew-experimental-tap/pull/109) |
+| pycharm-linux | 2025.3.2 → 2025.3.1.1 (2 updates) | [#166](https://github.com/ublue-os/homebrew-experimental-tap/pull/166) |
 | goland-linux | 2025.3.1 → 2025.3.1.1 (2 updates) | [#112](https://github.com/ublue-os/homebrew-experimental-tap/pull/112) |
 | intellij-idea-linux | 2025.3.1.1 | [#113](https://github.com/ublue-os/homebrew-experimental-tap/pull/113) |
 | phpstorm-linux | 2025.3.1.1 | [#114](https://github.com/ublue-os/homebrew-experimental-tap/pull/114) |
 | webstorm-linux | 2025.3.1.1 | [#115](https://github.com/ublue-os/homebrew-experimental-tap/pull/115) |
 | datagrip-linux | 2025.3.3 | [#117](https://github.com/ublue-os/homebrew-experimental-tap/pull/117) |
 | clion-linux | 2025.3.1.1 | [#128](https://github.com/ublue-os/homebrew-experimental-tap/pull/128) |
-| pycharm-linux | 2025.3.1.1 | [#129](https://github.com/ublue-os/homebrew-experimental-tap/pull/129) |
 | rubymine-linux | 2025.3.1.1 | [#130](https://github.com/ublue-os/homebrew-experimental-tap/pull/130) |
 | rustrover-linux | 2025.3.2 | [#142](https://github.com/ublue-os/homebrew-experimental-tap/pull/142) |
 
@@ -113,6 +118,8 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ![area/brew](https://img.shields.io/badge/area%2Fbrew-E8590C?style=flat-square) ![area/bluespeed](https://img.shields.io/badge/area%2Fbluespeed-1D76DB?style=flat-square) ![area/flatpak](https://img.shields.io/badge/area%2Fflatpak-9333EA?style=flat-square)
 
+*Homebrew packages, AI/ML tools (Bluespeed), and Flatpak applications*
+
 ### Planned Work
 
 - feat: add Whis to "AI & Machine Learning" Bazaar curation by [@​KiKaraage](https://github.com/KiKaraage) in [#178](https://github.com/projectbluefin/common/pull/178)
@@ -139,6 +146,8 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ![area/services](https://img.shields.io/badge/area%2Fservices-4A90E2?style=flat-square) ![area/policy](https://img.shields.io/badge/area%2Fpolicy-5B8BC1?style=flat-square)
 
+*Systemd services and system-level policies*
+
 ### Planned Work
 
 - fix(shared, uupd): enable uupd on a preset by default by [@​tulilirockz](https://github.com/tulilirockz) in [#115](https://github.com/projectbluefin/common/pull/115)
@@ -152,7 +161,9 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ## Hardware
 
-![area/hardware](https://img.shields.io/badge/area%2Fhardware-F59E0B?style=flat-square) ![area/nvidia](https://img.shields.io/badge/area%2Fnvidia-76B900?style=flat-square)
+![area/hardware](https://img.shields.io/badge/area%2Fhardware-F59E0B?style=flat-square) ![area/nvidia](https://img.shields.io/badge/area%2Fnvidia-76B900?style=flat-square) ![aarch64](https://img.shields.io/badge/aarch64-F59E0B?style=flat-square)
+
+*Hardware support, drivers, NVIDIA GPU, and ARM64 architecture*
 
 ### Planned Work
 
@@ -160,6 +171,7 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ### Opportunistic Work
 
+- fix(nvidia): override gschemas on nvidia using sed since we already have these on common now by [@​tulilirockz](https://github.com/tulilirockz) in [#3984](https://github.com/ublue-os/bluefin/pull/3984)
 - fix: include pcsc-lite for passkey support on initramfs by [@​tulilirockz](https://github.com/tulilirockz) in [#1045](https://github.com/ublue-os/bluefin-lts/pull/1045)
 - fix(gdx): nvidia-specific override for kms-modifiers by [@​tulilirockz](https://github.com/tulilirockz) in [#970](https://github.com/ublue-os/bluefin-lts/pull/970)
 
@@ -169,6 +181,8 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ![area/iso](https://img.shields.io/badge/area%2Fiso-A0522D?style=flat-square) ![area/upstream](https://img.shields.io/badge/area%2Fupstream-5CB85C?style=flat-square) ![area/buildstream](https://img.shields.io/badge/area%2Fbuildstream-0066FF?style=flat-square) ![area/finpilot](https://img.shields.io/badge/area%2Ffinpilot-7C3AED?style=flat-square) ![area/just](https://img.shields.io/badge/area%2Fjust-E99695?style=flat-square) ![area/testing](https://img.shields.io/badge/area%2Ftesting-F59E0B?style=flat-square)
 
+*ISO images, upstream integration, build systems, and testing frameworks*
+
 ### Planned Work
 
 - fix(rebase-helper): handle bluefin LTS + HWE + GDX + everything possible by [@​tulilirockz](https://github.com/tulilirockz) in [#162](https://github.com/projectbluefin/common/pull/162)
@@ -205,6 +219,8 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ![kind/documentation](https://img.shields.io/badge/kind%2Fdocumentation-0066FF?style=flat-square)
 
+*Documentation improvements and additions*
+
 ### Planned Work
 
 - docs: update label colors and document directory structure by [@​castrojo](https://github.com/castrojo) in [#147](https://github.com/projectbluefin/common/pull/147)
@@ -218,7 +234,9 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ## Tech Debt
 
-![kind/tech-debt](https://img.shields.io/badge/kind%2Ftech-debt-D4A259?style=flat-square)
+![kind/tech-debt](https://img.shields.io/badge/kind%2Ftech-debt-D4A259?style=flat-square) ![kind/parity](https://img.shields.io/badge/kind%2Fparity-9333EA?style=flat-square)
+
+*Maintenance work and feature parity between variants*
 
 ### Planned Work
 
@@ -229,6 +247,7 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 - chore: move `ublue-privileged-setup` references to `/usr/bin` instead of `/usr/libexec` by [@​tulilirockz](https://github.com/tulilirockz) in [#3846](https://github.com/ublue-os/bluefin/pull/3846)
 - chore: clean up every file referenced by projectbluefin/common already by [@​tulilirockz](https://github.com/tulilirockz) in [#3959](https://github.com/ublue-os/bluefin/pull/3959)
+- chore: remove all files shared with common by [@​tulilirockz](https://github.com/tulilirockz) in [#949](https://github.com/ublue-os/bluefin-lts/pull/949)
 - chore: clean up a buuunch of vendored things that we dont need anymore by [@​tulilirockz](https://github.com/tulilirockz) in [#975](https://github.com/ublue-os/bluefin-lts/pull/975)
 - chore:remove antigravity after promotion by [@​inffy](https://github.com/inffy) in [#126](https://github.com/ublue-os/homebrew-experimental-tap/pull/126)
 - Rename from `distroless` to `dakota` everywhere by [@​hecknt](https://github.com/hecknt) in [#28](https://github.com/projectbluefin/dakota/pull/28)
@@ -239,6 +258,8 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ![kind/automation](https://img.shields.io/badge/kind%2Fautomation-5B8BC1?style=flat-square) ![kind/github-action](https://img.shields.io/badge/kind%2Fgithub-action-2088FF?style=flat-square) ![kind/renovate](https://img.shields.io/badge/kind%2Frenovate-3B82F6?style=flat-square)
 
+*CI/CD pipelines, GitHub Actions, and automated dependency updates*
+
 ### Planned Work
 
 - ci: skip container builds for documentation changes by [@​castrojo](https://github.com/castrojo) in [#148](https://github.com/projectbluefin/common/pull/148)
@@ -263,6 +284,8 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ![kind/translation](https://img.shields.io/badge/kind%2Ftranslation-8B5CF6?style=flat-square)
 
+*Translation and internationalization work*
+
 ### Planned Work
 
 - feat: adds french translation to the desktop files by [@​theMimolet](https://github.com/theMimolet) in [#143](https://github.com/projectbluefin/common/pull/143)
@@ -276,20 +299,18 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ## Other
 
-- fix(bluefin,dx): remove ssh askpass configuration by [@​tulilirockz](https://github.com/tulilirockz) in [#118](https://github.com/projectbluefin/common/pull/118)
 - feat: add Multiplication Puzzle to Education curation for Bazaar by [@​KiKaraage](https://github.com/KiKaraage) in [#96](https://github.com/projectbluefin/common/pull/96)
 - fix: leftover file in /boot for real by [@​renner0e](https://github.com/renner0e) in [#3986](https://github.com/ublue-os/bluefin/pull/3986)
-- fix(nvidia): override gschemas on nvidia using sed since we already have these on common now by [@​tulilirockz](https://github.com/tulilirockz) in [#3984](https://github.com/ublue-os/bluefin/pull/3984)
 - fix: cleanup /\{boot,tmp\} by [@​renner0e](https://github.com/renner0e) in [#3922](https://github.com/ublue-os/bluefin/pull/3922)
 - fix: Disable old rpm-ostreed-automatic.timer by [@​inffy](https://github.com/inffy) in [#3969](https://github.com/ublue-os/bluefin/pull/3969)
-- fix: remove merging from the Pull config by [@​hanthor](https://github.com/hanthor) in [#1003](https://github.com/ublue-os/bluefin-lts/pull/1003)
-- chore: remove all files shared with common by [@​tulilirockz](https://github.com/tulilirockz) in [#949](https://github.com/ublue-os/bluefin-lts/pull/949)
-- chore(pull): move to merge instead of rebase by [@​tulilirockz](https://github.com/tulilirockz) in [#989](https://github.com/ublue-os/bluefin-lts/pull/989)
+- fix: switch to ublue-os/legacy-rechunk by [@​castrojo](https://github.com/castrojo) in [#925](https://github.com/ublue-os/bluefin-lts/pull/925)
 - chore: clean up a few hooks and dont use rpm-ostree on them by [@​tulilirockz](https://github.com/tulilirockz) in [#987](https://github.com/ublue-os/bluefin-lts/pull/987)
+- chore(pull): move to merge instead of rebase by [@​tulilirockz](https://github.com/tulilirockz) in [#989](https://github.com/ublue-os/bluefin-lts/pull/989)
+- fix: remove merging from the Pull config by [@​hanthor](https://github.com/hanthor) in [#1003](https://github.com/ublue-os/bluefin-lts/pull/1003)
 - chore(pull): do hardreset instead of merging by [@​tulilirockz](https://github.com/tulilirockz) in [#982](https://github.com/ublue-os/bluefin-lts/pull/982)
 - feat: Implement lts-testing on testing branch by [@​hanthor](https://github.com/hanthor) in [#945](https://github.com/ublue-os/bluefin-lts/pull/945)
 - fix: remove minor workaround that broke "Forged On" by [@​tulilirockz](https://github.com/tulilirockz) in [#971](https://github.com/ublue-os/bluefin-lts/pull/971)
-- fix: switch to ublue-os/legacy-rechunk by [@​castrojo](https://github.com/castrojo) in [#925](https://github.com/ublue-os/bluefin-lts/pull/925)
+- chore: move \{bazaar,fastfetch-\}user-count by [@​renner0e](https://github.com/renner0e) in [#1680](https://github.com/ublue-os/aurora/pull/1680)
 - refactor: split up build.sh by [@​renner0e](https://github.com/renner0e) in [#1670](https://github.com/ublue-os/aurora/pull/1670)
 - feat: move to upstream base images by [@​renner0e](https://github.com/renner0e) in [#1615](https://github.com/ublue-os/aurora/pull/1615)
 - fix(ci): verify akmods, brew, common with local key by [@​renner0e](https://github.com/renner0e) in [#1665](https://github.com/ublue-os/aurora/pull/1665)
@@ -316,6 +337,7 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 - chore: remove a few files that got added to projectbluefin/common by [@​tulilirockz](https://github.com/tulilirockz) in [#1572](https://github.com/ublue-os/aurora/pull/1572)
 - chore: remove ublue-os-update-services by [@​renner0e](https://github.com/renner0e) in [#1571](https://github.com/ublue-os/aurora/pull/1571)
 - chore: delete ublue-fix-hostname by [@​renner0e](https://github.com/renner0e) in [#1570](https://github.com/ublue-os/aurora/pull/1570)
+- remove promoted linux-mcp-server by [@​inffy](https://github.com/inffy) in [#165](https://github.com/ublue-os/homebrew-experimental-tap/pull/165)
 - fix: remove custom block-goose-cli-linux formula by [@​ahmedadan](https://github.com/ahmedadan) in [#127](https://github.com/ublue-os/homebrew-experimental-tap/pull/127)
 - fix: add deps for opencode-desktop-linux (1.1.20) by [@​KiKaraage](https://github.com/KiKaraage) in [#138](https://github.com/ublue-os/homebrew-experimental-tap/pull/138)
 - feat(agents): convert blog-poster skill to GitHub Copilot agent by [@​castrojo](https://github.com/castrojo) in [#556](https://github.com/projectbluefin/documentation/pull/556)
@@ -360,13 +382,13 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 
 ## Bot Activity
 
-**Automation Percentage:** 64.8% (302 bot PRs out of 466 total PRs)
+**Automation Percentage:** 64.6% (303 bot PRs out of 469 total PRs)
 
 | Repository | Bot PRs | % of Total |
 |------------|---------|------------|
-| bluefin | 88 | 18.9% |
-| aurora | 72 | 15.5% |
-| bluefin-lts | 64 | 13.7% |
+| bluefin | 88 | 18.8% |
+| aurora | 71 | 15.1% |
+| bluefin-lts | 64 | 13.6% |
 | documentation | 8 | 1.7% |
 | iso | 7 | 1.5% |
 | common | 1 | 0.2% |
@@ -375,6 +397,7 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 <summary>View bot activity details</summary>
 
 - docs: document flatpak customization system by [@​copilot-swe-agent](https://github.com/copilot-swe-agent) in [projectbluefin/common#116](https://github.com/projectbluefin/common/pull/116)
+- chore(deps): update anchore/sbom-action digest to deef08a by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/bluefin#4122](https://github.com/ublue-os/bluefin/pull/4122)
 - chore(deps): update ghcr.io/ublue-os/silverblue-main:latest docker digest to 8c0d405 by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/bluefin#4125](https://github.com/ublue-os/bluefin/pull/4125)
 - chore(deps): update ghcr.io/ublue-os/silverblue-main:latest docker digest to 1755edd by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/bluefin#4124](https://github.com/ublue-os/bluefin/pull/4124)
 - chore(deps): update ghcr.io/ublue-os/silverblue-main:latest docker digest to 79b970c by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/bluefin#4121](https://github.com/ublue-os/bluefin/pull/4121)
@@ -462,7 +485,6 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 - chore(deps): update ghcr.io/ublue-os/silverblue-main:latest docker digest to 400dc1e by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/bluefin#3965](https://github.com/ublue-os/bluefin/pull/3965)
 - chore(deps): update ghcr.io/projectbluefin/common:latest docker digest to 4014cfd by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/bluefin#3964](https://github.com/ublue-os/bluefin/pull/3964)
 - chore(deps): update ghcr.io/projectbluefin/common:latest docker digest to e0fae11 by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/bluefin#3963](https://github.com/ublue-os/bluefin/pull/3963)
-- chore(deps): update ghcr.io/projectbluefin/common:latest docker digest to 019f3c5 by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/bluefin#3961](https://github.com/ublue-os/bluefin/pull/3961)
 - [pull] lts from main by [@​pull](https://github.com/pull) in [ublue-os/bluefin-lts#1048](https://github.com/ublue-os/bluefin-lts/pull/1048)
 - [pull] lts from main by [@​pull](https://github.com/pull) in [ublue-os/bluefin-lts#1036](https://github.com/ublue-os/bluefin-lts/pull/1036)
 - [pull] lts from main by [@​pull](https://github.com/pull) in [ublue-os/bluefin-lts#1034](https://github.com/ublue-os/bluefin-lts/pull/1034)
@@ -598,7 +620,6 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
 - chore(deps): update ghcr.io/ublue-os/kinoite-main:latest docker digest to fe243ef by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/aurora#1575](https://github.com/ublue-os/aurora/pull/1575)
 - chore(deps): update ghcr.io/get-aurora-dev/common:latest docker digest to 2831bd0 by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/aurora#1573](https://github.com/ublue-os/aurora/pull/1573)
 - chore(deps): update ghcr.io/get-aurora-dev/common:latest docker digest to 30137b5 by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/aurora#1569](https://github.com/ublue-os/aurora/pull/1569)
-- chore(deps): update ghcr.io/ublue-os/kinoite-main:latest docker digest to 5881daa by [@​ubot-7274](https://github.com/ubot-7274) in [ublue-os/aurora#1565](https://github.com/ublue-os/aurora/pull/1565)
 - docs(reports): Monthly report for January 2026 by [@​github-actions](https://github.com/github-actions) in [projectbluefin/documentation#591](https://github.com/projectbluefin/documentation/pull/591)
 - docs: update driver versions by [@​github-actions](https://github.com/github-actions) in [projectbluefin/documentation#578](https://github.com/projectbluefin/documentation/pull/578)
 - docs: update driver versions by [@​github-actions](https://github.com/github-actions) in [projectbluefin/documentation#572](https://github.com/projectbluefin/documentation/pull/572)
@@ -657,10 +678,10 @@ We welcome our newest Guardians to the project.
 
 <div style={{ display: 'grid', gridTemplateColumns: 'repeat(2, 1fr)', gap: '1.5rem', marginBottom: '2rem' }}>
 
-<GitHubProfileCard username="theMimolet" />
-
 <GitHubProfileCard username="tulilirockz" sponsorUrl="https://github.com/sponsors/tulilirockz" />
 
+<GitHubProfileCard username="theMimolet" />
+
 <GitHubProfileCard username="castrojo" sponsorUrl="https://github.com/sponsors/castrojo" />
 
 <GitHubProfileCard username="KiKaraage" />
diff --git a/scripts/lib/label-mapping.mjs b/scripts/lib/label-mapping.mjs
index af18bcfa..984558f4 100644
--- a/scripts/lib/label-mapping.mjs
+++ b/scripts/lib/label-mapping.mjs
@@ -28,6 +28,7 @@ export const LABEL_COLORS = {
   "area/hardware": "F59E0B", // Good amber
   "area/nvidia": "76B900", // Good lime green
   "area/testing": "F59E0B", // Good amber (was too light)
+  aarch64: "F59E0B", // Good amber - ARM64 architecture
 
   // Kind labels - adjusted for light/dark mode readability
   "kind/bug": "E8590C", // Good orange-red
@@ -57,7 +58,7 @@ export const LABEL_CATEGORIES = {
   Development: ["area/dx"],
   Ecosystem: ["area/brew", "area/bluespeed", "area/flatpak"],
   "System Services & Policies": ["area/services", "area/policy"],
-  Hardware: ["area/hardware", "area/nvidia"],
+  Hardware: ["area/hardware", "area/nvidia", "aarch64"],
   Infrastructure: [
     "area/iso",
     "area/upstream",
@@ -67,7 +68,7 @@ export const LABEL_CATEGORIES = {
     "area/testing",
   ],
   Documentation: ["kind/documentation"],
-  "Tech Debt": ["kind/tech-debt"],
+  "Tech Debt": ["kind/tech-debt", "kind/parity"],
   Automation: ["kind/automation", "kind/github-action", "kind/renovate"],
   Localization: ["kind/translation"],
 };
diff --git a/scripts/lib/markdown-generator.mjs b/scripts/lib/markdown-generator.mjs
index a524bc02..237149eb 100644
--- a/scripts/lib/markdown-generator.mjs
+++ b/scripts/lib/markdown-generator.mjs
@@ -14,6 +14,27 @@ import {
 } from "./label-mapping.mjs";
 import { getSponsorUrl } from "./github-sponsors.mjs";
 
+/**
+ * Category descriptions for monthly reports
+ * Provides context for what types of work fall under each category
+ */
+const CATEGORY_DESCRIPTIONS = {
+  Desktop:
+    "GNOME desktop environment, Aurora variant (KDE), and terminal enhancements",
+  Development: "Development tools and IDE integrations",
+  Ecosystem:
+    "Homebrew packages, AI/ML tools (Bluespeed), and Flatpak applications",
+  "System Services & Policies": "Systemd services and system-level policies",
+  Hardware: "Hardware support, drivers, NVIDIA GPU, and ARM64 architecture",
+  Infrastructure:
+    "ISO images, upstream integration, build systems, and testing frameworks",
+  Documentation: "Documentation improvements and additions",
+  "Tech Debt": "Maintenance work and feature parity between variants",
+  Automation:
+    "CI/CD pipelines, GitHub Actions, and automated dependency updates",
+  Localization: "Translation and internationalization work",
+};
+
 /**
  * Generate complete report markdown
  *
@@ -146,7 +167,9 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
         .join(" ");
 
       // Add Homebrew updates as a subsection under Development category
-      let fullSection = `## ${cleanCategoryName}\n\n${labelBadges}\n\n${section}`;
+      const description = CATEGORY_DESCRIPTIONS[cleanCategoryName];
+      const descriptionText = description ? `\n\n*${description}*\n` : "\n";
+      let fullSection = `## ${cleanCategoryName}\n\n${labelBadges}${descriptionText}\n${section}`;
       if (
         (cleanCategoryName === "Development" ||
           categoryName.includes("Development")) &&
@@ -186,7 +209,9 @@ import GitHubProfileCard from '@site/src/components/GitHubProfileCard';
           return `![${labelName}](https://img.shields.io/badge/${encodedName}-${color}?style=flat-square)`;
         })
         .join(" ");
-      return `## ${cleanCategoryName}\n\n${labelBadges}\n\n${section}`;
+      const description = CATEGORY_DESCRIPTIONS[cleanCategoryName];
+      const descriptionText = description ? `\n\n*${description}*\n` : "\n";
+      return `## ${cleanCategoryName}\n\n${labelBadges}${descriptionText}\n${section}`;
     })
     .join("\n\n---\n\n");