Initial public push: docs cosmos v4 + AI module + framework groundwork

This is the snapshot the production landing site (nibiru-framework.com) is
deployed from. Brings together the recent splash + docs migration to the v4
"Cosmos" design system, the new in-framework AI module, and the framework
groundwork that backs the framework-reference extraction.

What lands:
- docs/: Astro + Starlight site with the v4 dark cosmic palette, GalaxyHero
  canvas constellation, Mission Control chat (wired to /api/oracle →
  api.neuronetz.ai via providers.mjs Ollama), 5-panel MMVC stage
  (Model · AI · Module · Controller · View), translated EN/DE/JA/ES/FR
  content, PWA + sitemap + llms.txt + Umami analytics.
- docs/design-system/: canonical mockup bundle (source/index-v2.html for
  splash, source/docs-system.html + preview/ for docs, SPEC.md, tokens).
- docs/scripts/extraction/framework-reference-v2.md: deep framework
  reference (~1.6k lines, file:line citations, every public factory and
  idiom — basis for the LoRA training corpus.
- application/module/ai/: AI module with chat / embed / RAG / agent
  plugins, plus pdoQuery / httpGet / fileRead tools and Modelfile +
  smoke-test in training/.
- application/module/users/: user / ACL / form-factory traits used as the
  reference plugin pattern for the framework docs.
- application/settings/config/database/: schema + seed migrations
  including the AI module tables (200–203).
- Form factory + autogenerator changes the framework-reference-v2 covers.

Production secrets stay out: docs/.env, settings.production.ini and
ai.production.ini are all gitignored (.example files are in tree).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

application/module/ai/settings/ai.production.ini.example

@@ -0,0 +1,41 @@
+; =====================================================================
+;  Per-environment override for the AI module.
+;
+;  Copy to ai.production.ini on the production host and fill in real
+;  values. The Registry will prefer this file over ai.ini when
+;  APPLICATION_ENV=production.
+;
+;  This file IS gitignored (or should be — add /application/module/ai/
+;  settings/ai.production.ini to .gitignore). Never commit production
+;  endpoints or model names to a public repo.
+; =====================================================================
+
+[AI]
+; Point at YOUR Ollama. Self-hosted, behind a reverse proxy, or local —
+; whatever you run. Leave the default localhost in ai.ini and override
+; here for production.
+ollama.base_url     = "https://your-ollama.example.com"
+ollama.timeout      = 90
+
+; If you've registered the Nibiru-flavoured model on your Ollama, point
+; chat.model at it. Otherwise the fallback covers you.
+chat.model          = "nibiru-coder:1.0"
+chat.fallback_model = "qwen2.5-coder:14b"
+
+; In production prefer the larger / better embedding model if you've
+; pulled it. mxbai-embed-large > nomic-embed-text for quality.
+embed.model         = "nomic-embed-text"
+
+; Tighten the ask budget in production — fewer tokens = faster + cheaper.
+chat.max_tokens     = 800
+
+; RAG storage in production: switch to database to share a collection
+; across multiple app instances behind a load balancer.
+;   "json"     — single JSON file per collection (default, in cache/rag/)
+;   "database" — uses ai_rag_collection / ai_rag_chunk tables
+rag.storage         = "database"
+
+; Optional fallbacks. The framework module ships without these — set
+; them only if you want to swap providers temporarily.
+; anthropic.api_key   = "sk-ant-..."
+; openai.api_key      = "sk-..."