Enhance pulse summaries with rich contextual data and improved AI prompts #337
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The Pulse feature was generating robotic, stats-focused summaries like "You've completed 5 tasks this week" which provides no useful context. This change transforms Pulse into a friendly workspace companion that: - Tells users what people are ACTUALLY working on (not just counts) - Includes drive/project context for better awareness - Uses conversational tone like a colleague catching you up - Focuses on interesting/relevant info, not data dumps - Extends activity window to 24h for "what you missed" context - Increases message preview length from 100 to 300 chars Examples of the new style: - "Noah's been working on the Product Roadmap - looks like he added the Q2 timeline" - "Alex shared the Marketing Brief with you, and Sarah was asking about the launch date" Instead of the old style: - "You have 5 tasks and 26 pages were updated this week" https://claude.ai/code/session_01MzgqCneugAdEMYGZcb1iub
…ted activity Major enhancement to Pulse data gathering to give the AI a real understanding of the workspace instead of just stats: **Rich Context Now Includes:** - Actual page content snippets (1500 chars) for recently active pages - Aggregated activity by person+page (shows "Noah made 15 edits" not 15 separate logs) - Full DM message content (no truncation) - Page chat messages from collaborators - Team member lists per drive - 48-hour activity window for better "what you missed" context **Intelligent Aggregation:** - Groups autosave edits into meaningful summaries - Separates own activity from colleagues' activity - Sorts by engagement level (most active pages first) - Dedupes redundant activity entries **New System Prompt:** - Instructs AI to use page content to understand WHAT people are working on - Encourages connecting dots between related activities - Examples show specific, contextual summaries like "Noah added the Q2 timeline" The AI now has 10-20k tokens of real context to work with, enabling summaries that feel like a colleague who's been paying attention. https://claude.ai/code/session_01MzgqCneugAdEMYGZcb1iub
…ounts - Import and use existing diff utilities from @pagespace/lib/content - Fetch activity logs with contentRef and contentSnapshot for diff generation - Use groupActivitiesForDiff to collapse autosave operations into meaningful groups - Use resolveStackedVersionContent to get before/after content pairs - Generate unified diffs within budget using generateDiffsWithinBudget - Pass actual content diffs (+ lines = additions, - lines = deletions) to AI - Update system prompts to explain how to read and summarize diffs - AI now summarizes the substance of changes instead of counting edits Example output transformation: - Before: "Noah made 15 edits to the Roadmap" - After: "Noah added a Q2 section to the Roadmap covering API migration timeline" https://claude.ai/code/session_01MzgqCneugAdEMYGZcb1iub
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Summary
Refactored the pulse summary generation system to provide richer, more contextual information to the AI model, enabling more meaningful and specific workspace updates. The system now aggregates actual page content, full message text, and colleague activity patterns instead of just counts.
Key Changes
Richer Context Data: Restructured the context object passed to the AI to include:
Improved AI Prompts: Completely rewrote the system prompt to:
Better Activity Aggregation:
Expanded Data Collection:
drivestable import for workspace contextnotificationswithchatMessagesfor page-level discussionssql,count)Simplified Time Windows: Replaced complex date calculations with clearer 24/48-hour windows for consistency
Implementation Details
The context data now flows through the system in a more structured way:
The database schema for
contextDatainpulseSummariesis maintained for backward compatibility while the internal context object is significantly enhanced.https://claude.ai/code/session_01MzgqCneugAdEMYGZcb1iub