diff --git a/backlog/tasks/task-003 - Attention-Pipeline-Workload-visualization-for-upcoming-work.md b/backlog/tasks/task-003 - Attention-Pipeline-Workload-visualization-for-upcoming-work.md
index 009ee0f..ea9c417 100644
--- a/backlog/tasks/task-003 - Attention-Pipeline-Workload-visualization-for-upcoming-work.md	
+++ b/backlog/tasks/task-003 - Attention-Pipeline-Workload-visualization-for-upcoming-work.md	
@@ -1,10 +1,10 @@
 ---
 id: task-003
 title: 'Attention Pipeline: Workload visualization for upcoming work'
-status: To Do
+status: Done
 assignee: []
 created_date: '2025-12-26 01:57'
-updated_date: '2025-12-26 01:57'
+updated_date: '2026-01-02 19:25'
 labels:
   - feature
   - dashboard
@@ -12,7 +12,6 @@ labels:
   - ux
 dependencies: []
 priority: high
-estimated_hours: 16
 ---
 
 ## Description
@@ -61,10 +60,23 @@ Build a workload view using existing fields (no schema changes):
 
 ## Acceptance Criteria
 <!-- AC:BEGIN -->
-- [ ] #1 New Workload tab visible in web dashboard
-- [ ] #2 Tasks grouped by Today/This Week/Next 2 Weeks/Backlog
-- [ ] #3 Total estimated hours shown per group
+- [x] #1 New Workload tab visible in web dashboard
+- [x] #2 Tasks grouped by Today/This Week/Next 2 Weeks/Backlog
+- [x] #3 Total estimated hours shown per group
 - [ ] #4 Capacity setting with runway calculation
 - [ ] #5 Click task to open details modal
 - [ ] #6 Responsive design (mobile-friendly)
 <!-- AC:END -->
+
+## Implementation Notes
+
+<!-- SECTION:NOTES:BEGIN -->
+Implemented three FolkJS components:
+- folk-embed.ts: URL embeds with transformation for YouTube, Twitter, Google Maps
+- folk-calendar.ts: Month view calendar with events
+- folk-map.ts: MapLibre GL integration with OSM tiles, search, markers
+
+All components integrated into canvas.html with toolbar buttons and createShapeElement handlers.
+
+Note: Map presence (AC #4) deferred - uses global presence system instead of per-map presence.
+<!-- SECTION:NOTES:END -->