On Device Code Capture And Enrichment

via “os-level passive context capture with automatic enrichment”

AI code snippet manager with context capture.

Unique: Uses OS-level daemon with Workstream Pattern Engine to passively capture millions of micro-events across all applications in real-time, automatically enriching with on-device ML models (TF-IDF, SVM, LSTM) rather than requiring manual tagging or bookmarking. Hardware-accelerated offline models enable real-time memory association without cloud transmission.

vs others: Captures context automatically across all tools without user action, unlike GitHub Gist or Pastebin which require manual save, and unlike browser bookmarks which lack code-specific enrichment and sensitive data detection.