setup: complete wiki scaffold with schema, seed files, sample article, search script, and workflow docs

WORKFLOW.md

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+# Wiki Ingest Workflow
+
+## How to Ingest a New Source
+
+### Step 1: Add the source
+Copy or save the document into the appropriate subdirectory of `raw/`:
+- `raw/articles/` — web articles, blog posts
+- `raw/papers/` — research papers, technical docs
+- `raw/repos/` — code repository summaries
+
+### Step 2: Trigger ingestion
+Tell the LLM agent:
+```
+Read raw/articles/[filename] and ingest it into the wiki following AGENTS.md rules.
+- Create or update wiki pages for key concepts, entities, and claims
+- Add cross-references with [[wikilinks]]
+- Update wiki/index.md
+- Append to wiki/log.md
+- Run the lint checklist
+```
+
+### Step 3: Review
+- Check the LLM's summary of what it created/updated
+- Browse the wiki in Obsidian or any markdown viewer
+- Verify `wiki/index.md` is up to date
+
+### Step 4: Commit
+```bash
+git add -A && git commit -m "ingest: [source filename]"
+```
+
+## How to Query
+```
+Using the wiki, answer: [your question]. Cite specific wiki pages.
+```
+
+## How to Lint
+```
+Run the full wiki lint per AGENTS.md checklist. Report issues and fix what you can.
+```
+
+## Naming Your Sources
+Use clear, descriptive filenames:
+- `raw/articles/2026-transformer-survey.md`
+- `raw/papers/attention-is-all-you-need.pdf.md`
+- `raw/repos/langchain-agent-notes.md`
+
+## Tips
+- Ingest one source at a time for best results
+- Stay involved — read summaries, guide emphasis
+- After 50+ sources, consider adding qmd for search