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+# 2026-03-03 Session Notes
+
+## Brief File Review
+
+Short session where user requested fixing formatting in `web/src/content/blog/knowledge-architecture.mdx` following a failed OpenClaw edit. The file was read to inspect for structural issues. File content covers Signet's knowledge architecture, including the extraction pipeline (sparse → observational → atomic → procedural facts), entity-based organization principle, and the knowledge refinement system. No specific formatting issues were identified in the initial review.
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