Bootstrap: Initialize TekDek workspace, Discord, qmd knowledge base, and self-improving agent

skills/qmd/SKILL.md

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+---
+summary: "Search and retrieve TekDek knowledge base using qmd (BM25 + semantic search + reranking)"
+read_when:
+  - Searching for TekDek knowledge (personas, projects, storylines, brands, operations)
+  - Looking up past decisions, context, or documentation
+  - Answering questions that might be in the knowledge base
+  - Adding new knowledge to the knowledge base
+---
+
+# QMD — TekDek Knowledge Base
+
+qmd is our local search engine. It indexes all markdown docs in the workspace and knowledge base, and supports keyword, semantic, and hybrid search with reranking.
+
+## Collections
+
+- **workspace** (`qmd://workspace/`) — Core agent files: IDENTITY.md, MEMORY.md, SOUL.md, USER.md, daily logs, etc.
+- **knowledge** (`qmd://knowledge/`) — TekDek KB: personas, projects, storylines, brands, operations
+
+## Knowledge Base Structure
+
+```
+/data/.openclaw/workspace/knowledge/
+├── personas/       — One .md file per Coder persona
+├── projects/       — One .md file per TekDek project
+├── storyline/      — Storyline arcs, relationship dynamics
+├── brands/         — Per-persona brand guides
+└── operations/     — Processes, decisions, meeting notes
+```
+
+## Search Commands
+
+```bash
+# Fast keyword search
+qmd search "query"
+
+# Semantic/vector search
+qmd vsearch "query"
+
+# Best quality: hybrid + reranking (use this for most queries)
+qmd query "query"
+
+# Search within a specific collection
+qmd search "query" -c knowledge
+qmd query "persona quirks" -c knowledge
+
+# Get a specific file
+qmd get "knowledge/personas/example.md"
+
+# Export results for agent use
+qmd query "topic" --json -n 10
+qmd query "topic" --all --files --min-score 0.4
+```
+
+## MCP Tools (available via MCP server)
+
+- `query` — Hybrid search with reranking (best quality)
+- `get` — Retrieve document by path or docid
+- `multi_get` — Batch retrieve by glob or docids
+- `status` — Index health and collection info
+
+## Adding Knowledge
+
+When new TekDek content is created (new persona, project, storyline beat, etc.), create a markdown file in the appropriate `knowledge/` subdirectory, then re-index:
+
+```bash
+qmd collection sync workspace
+qmd collection sync knowledge
+# Then re-embed if needed:
+qmd embed
+```
+
+## Re-indexing
+
+Run after adding/changing files:
+
+```bash
+qmd collection sync workspace && qmd collection sync knowledge
+qmd embed  # slow on CPU — only run when needed
+```
+
+## Tips
+
+- `qmd query` is best quality but slowest (uses LLM reranking)
+- `qmd search` is fast and good for known terms
+- `qmd vsearch` is good for fuzzy/conceptual queries
+- Always check `qmd status` if results seem stale
+- The MCP server (`qmd mcp`) can be used for tighter tool integration