docs(AGENTS): update __LOCAL_LLMs references — extracted to learning_ai_local_llms repo

AGENTS.md

@@ -137,7 +137,6 @@ learning_ai_common_plat/
 - Services use self-contained Zod config schemas in `src/lib/config.ts` (avoids zod version mismatch with shared packages)
 - Services re-export from `@bytelyst/*` in their `src/lib/` files (`errors.ts`, `cosmos.ts`, `product-config.ts`)
 - For LLM routing, prefer `@bytelyst/llm-router` as the source of truth; do not introduce parallel routing logic unless explicitly required
-- `__LOCAL_LLMs/dashboard` uses server-side routing in `src/app/api/ollama/chat/route.ts`; preserve that pattern and keep the UI as a thin client
 - Commit messages: `type(scope): description` — types: `feat`, `fix`, `docs`, `refactor`, `test`, `chore`
 
 ### MUST NOT do
@@ -269,7 +268,6 @@ See full audit: [`docs/design-system/DESIGN_SYSTEM_AUDIT_2026-03-03.md`](docs/de
 | **Extraction Python**   | `services/extraction-service/` | `python/src/` — LangExtract sidecar (FastAPI :4006), extractor, task registry, language detection                             |
 | **Extraction package**  | `packages/extraction/`         | `src/index.ts` — `createExtractionClient()`, shared types for consumers                                                       |
 | **Monitoring**          | `services/monitoring/`         | `health-check.ts`, `loki/`, `grafana/`                                                                                        |
-| **Local LLM dashboard** | `__LOCAL_LLMs/dashboard/`      | `src/app/api/ollama/chat/route.ts` — shared router + Ollama bridge, `src/app/lib/llm-router.ts` — built package re-export     |
 
 ### Dashboard Consumers (via `file:` refs)
 
@@ -283,16 +281,10 @@ The following dashboards consume `@bytelyst/*` packages:
 
 **Prerequisite:** Run `pnpm build` in this repo before running `npm install` in any dashboard.
 
-### Local Mission Control Dashboard
+### Local Mission Control Dashboard (Extracted)
 
-`__LOCAL_LLMs/dashboard/` is a standalone Next.js app for local Ollama usage. It is not part of the pnpm workspace, but it consumes `@bytelyst/llm-router`.
+The local LLM dashboard has been extracted to its own repo: `../learning_ai_local_llms/dashboard/`.
-
+It consumes `@bytelyst/llm-router` from the Gitea npm registry.
-- Build source of truth: `packages/llm-router/`
-- Dashboard bridge: `__LOCAL_LLMs/dashboard/src/app/lib/llm-router.ts`
-- Chat routing path: `__LOCAL_LLMs/dashboard/src/app/api/ollama/chat/route.ts`
-- The dashboard must consume the built package output from `packages/llm-router/dist/`
-- `__LOCAL_LLMs/dashboard/package.json` runs `predev` and `prebuild` hooks to build `@bytelyst/llm-router` automatically
-- Auto model selection should happen on the server route, not in the React client
 
 ## 6. How to Run Things
 
@@ -324,9 +316,8 @@ pnpm --filter @bytelyst/llm-router test
 # ── Generate design tokens ─────────────────────────
 pnpm --filter @bytelyst/design-tokens generate
 
-# ── Local LLM dashboard ────────────────────────────
+# ── Local LLM dashboard (extracted to ../learning_ai_local_llms/) ──
-cd __LOCAL_LLMs/dashboard && npm run dev      # predev builds @bytelyst/llm-router first
+# cd ../learning_ai_local_llms/dashboard && npm install && npm run dev
-cd __LOCAL_LLMs/dashboard && npm run build    # prebuild builds @bytelyst/llm-router first
 
 # ── Docker Compose (all services + monitoring) ─────
 docker compose up -d
@@ -579,9 +570,8 @@ Each product backend uses `@bytelyst/*` packages via `file:` refs and follows th
 3. **Don't use `dependencies` for heavy libs in packages** — use `peerDependencies` so consumers control the version.
 4. **Don't mix up package scopes** — libraries are `@bytelyst/*`, services are `@lysnrai/*`.
 5. **Don't run `npm` commands** — this is a pnpm workspace. Always use `pnpm`.
-   Exception: `__LOCAL_LLMs/dashboard/` is intentionally npm-managed and may use `npm run dev/build/start`.
 6. **Don't modify generated files directly** — edit `bytelyst.tokens.json` and re-run the generator.
-7. **Build packages before testing services or non-workspace dashboards** — service tests and `__LOCAL_LLMs/dashboard` may import from `@bytelyst/*` `dist/`. Run `pnpm build` first if you get import errors.
+7. **Build packages before testing services** — service tests may import from `@bytelyst/*` `dist/`. Run `pnpm build` first if you get import errors.
 8. **Don't duplicate LLM routing logic** — update `@bytelyst/llm-router` first, then have consumers call it.
 
 ---