ingest

You are ingesting raw source material into the Frobnicate tech wiki. The argument identifies the source:

Argument: $0

Resolve the source directory:

• If $0 looks like a path (contains / or \, or starts with raw/), use it directly.
• Otherwise treat it as a tool or technique name and resolve to raw/tool-docs/<$0>/.

Work through these steps in order. Stop at each human checkpoint before proceeding.

Step 1: Read the source material

Glob all .md files in the resolved directory. Read every file. Note the source_url and fetched_on from each file's frontmatter so you can cite sources precisely.

Also read:

• tech/index.md — to understand what pages already exist
• schemas/templates/tool.template.md and schemas/templates/technique.template.md — to know the expected page structure
• Any existing tech/tools/ or tech/techniques/ pages that seem related, so you can detect contradictions

Step 2: Synthesize and present takeaways

Distill the source material into 5–8 key facts worth capturing in the wiki. Group them by likely destination:

Tool-level facts — things that are true of this software as a whole (what it does, strengths, weaknesses, install, operational gotchas). These go on tech/tools/<Tool>.md.

Technique-level facts — reusable methods that transcend this one tool (e.g. LoRA training, ControlNet depth guidance, inpainting). These belong on their own tech/techniques/<Technique>.md pages, not on the tool page. List them as candidates for future technique pages if they don't exist yet.

Out-of-scope — anything that violates the hard rules in CLAUDE.md: game-specific content, studio-specific content, magic numbers without rationale. Flag these and do not include them.

Present your synthesis clearly. For technique candidates, indicate whether a page already exists in tech/techniques/ or whether it would be a new stub.

Stop and wait for the human to confirm, redirect, or add to the takeaways before writing anything.

Step 3: Determine affected pages

Based on the confirmed takeaways, identify every page that needs to be created or updated:

• New tool page → tech/tools/<Tool>.md using schemas/templates/tool.template.md
• New technique page → tech/techniques/<Technique>.md using schemas/templates/technique.template.md
• Update to existing page → read the current file first; note any claims that contradict what the new source says — do not silently overwrite, surface the contradiction to the human

For each page, state what you plan to write or change. Wait for confirmation if any contradictions were found.

Step 4: Write or update wiki pages

Write each page using the appropriate template structure. Follow these rules:

• Keep parameter guidance in ranges with rationale, never magic numbers. "Weight 0.7–0.9 preserves silhouette; below 0.5 the generator rewrites structure" is useful forever. "Use 0.85" is not.
• Cross-link using Obsidian-style [[wiki-links]]: every technique referenced in a tool page links to [[techniques/<Technique>]], and vice versa.
• In the Sources section of each page, use relative markdown links back to the raw files in raw/tool-docs/.
• If a technique page is referenced but does not exist yet, still add the [[wiki-link]] — it will show as a dead link in Obsidian until the page is created, which is intentional.
• Always set last_updated in frontmatter to today's date on every page you write or modify. This applies to newly created pages and to existing pages that get any edit at all (including the reverse-link additions in Step 5). If a page is touched in an ingest session, its last_updated must reflect that session's date.

Step 5: Update reverse links

For every technique page that already exists and is referenced by a newly created or updated page:

• Open the technique page
• Add the new page to its "Used by recipes" or related section if not already present
• Bump last_updated in its frontmatter to today's date (per the Step 4 rule)

For every tool page that already exists and is referenced:

• Add the new page to its "Used by recipes" section if not already present
• Bump last_updated in its frontmatter to today's date (per the Step 4 rule)

Step 6: Update tech/index.md

Do this automatically — no human approval needed. Add or update one row per new or changed page in the appropriate table (Tools, Techniques, Recipes, or Comparisons). Keep the summary to one line. Update the last_updated frontmatter date.

Step 7: Append to tech/log.md

Do this automatically — no human approval needed. Append one entry using the format:

## [YYYY-MM-DD] ingest | <subject>

<One or two sentences: what was created/updated, what sources were used, what was flagged for future work.>

Use today's date. Do not modify existing entries.

Step 8: Report

Summarize everything touched:

• Files created or updated in tech/
• Reverse links added
• Technique stubs flagged (referenced but not yet created)
• Any contradictions found and how they were resolved
• Any out-of-scope content that was excluded