From 1fea28492201abd0a479b299bbb067fe57ae5f6d Mon Sep 17 00:00:00 2001
From: AlexAI <alex@gitea.lasuca.com>
Date: Tue, 3 Mar 2026 06:22:17 -0600
Subject: [PATCH] vault backup: 2026-03-03 06:22:17

---
 OpenClaw/MEMORY Index.md            | 32 ++++++++++++++++++++++++++++-
 OpenClaw/Sync History 2026-03-03.md | 10 +++++++++
 2 files changed, 41 insertions(+), 1 deletion(-)
 create mode 100644 OpenClaw/Sync History 2026-03-03.md

diff --git a/OpenClaw/MEMORY Index.md b/OpenClaw/MEMORY Index.md
index 99065f0..746d534 100644
--- a/OpenClaw/MEMORY Index.md	
+++ b/OpenClaw/MEMORY Index.md	
@@ -19,7 +19,7 @@
 | **Mission Control Python** | ✅ Live | `memory/projects/mission-control-python.md` | "dashboard", "mission control", "python", "flask" |
 | **Proton Mail Bridge** | ✅ Functional | `memory/projects/proton-mail-bridge.md` | "proton", "email", "imap", "smtp", "mail" |
 | **Coding Workflow** | ✅ Active | `memory/projects/coding-workflow.md` | "coding", "git", "repo", "workflow" |
-| **Memory System** | ✅ Active | `memory/projects/memory-system.md` | "memory", "database", "backup", "sqlite" |
+| **Memory System** | ✅ **Supermonkey** | `memory/projects/memory-system.md` | "memory", "database", "backup", "sqlite", "vector", "embeddings" |
 | **Discord Voice Bot** | ✅ Complete | `memory/projects/discord-voice-bot.md` | "voice bot", "glados", "TTS", "STT" |
 | **Daily Notes Automation** | ✅ Active | `Obsidian/Daily Notes/` | "daily notes", "evening", "template" |
 | **Workspace Git Backup** | ✅ Active | `gitea.lasuca.com/admin/openclaw-workspace` | "backup", "git", "gitea" |
@@ -102,9 +102,39 @@
 |--------|----------|----------|
 | **Daily Notes** | `memory/2026-*.md` | "What happened on [date]?" |
 | **SQLite DB** | `~/.openclaw/memory.db` | "What tasks are pending?" (structured query) |
+| **Vector Search** | `~/.openclaw/memory.db` → `memory_embeddings` | Semantic search across all memory |
 | **Workspace Context** | `workspace-context.md` | Current conversation, in-progress |
 | **Supermemory** | Cloud backup | Disaster recovery |
 
+### Vector Search (NEW 2026-03-02)
+
+**Replaces:** Supermemory embedding API (unreliable)
+
+**How it works:**
+1. Daily notes → Ollama (nomic-embed-text) → 768-dim vectors
+2. Stored in SQLite via sqlite-vector extension
+3. Cosine similarity search for semantic retrieval
+
+**Tools:**
+```powershell
+# Search memories
+python tools/search_memories.py "your query"
+
+# Manual snapshot
+python tools/session_snapshotter.py "summary text"
+```
+
+**Database:**
+- Table: `memory_embeddings` (1,185+ entries)
+- Columns: source_type, source_path, content_text, embedding (BLOB)
+- Extension: `sqlite-vector` (sqliteai)
+
+**Cron Jobs:**
+- Daily: `0 3 * * *` → Processes yesterday's memory file
+- Session: Every 15 messages → Real-time conversation capture
+
+Source: See daily note `2026-03-02.md` for full details
+
 ---
 
 ## Security Update: Obsidian Write Workflow (2026-02-27)
diff --git a/OpenClaw/Sync History 2026-03-03.md b/OpenClaw/Sync History 2026-03-03.md
new file mode 100644
index 0000000..a53c2f6
--- /dev/null
+++ b/OpenClaw/Sync History 2026-03-03.md	
@@ -0,0 +1,10 @@
+# OpenClaw Sync - 2026-03-03
+
+## Files Synced
+- Tools Reference.md (from TOOLS.md)
+- MEMORY Index.md (from MEMORY.md)
+
+## Notes
+Last updated: 06:00
+
+---