重构主控编排与运行时预热链路，统一工作区提示词/专家调度协议并补齐 wiki 记忆注入与写回闭环。

同时收敛启动与运维脚本默认行为（含 wiki worker）、更新 Admin 可观测性与相关测试，降低首轮时延并提高运行稳定性。

Made-with: Cursor

openclaw/extensions/lmstudio/memory-embedding-adapter.ts

@@ -0,0 +1,35 @@
+import {
+  sanitizeEmbeddingCacheHeaders,
+  type MemoryEmbeddingProviderAdapter,
+} from "openclaw/plugin-sdk/memory-core-host-engine-embeddings";
+import {
+  createLmstudioEmbeddingProvider,
+  DEFAULT_LMSTUDIO_EMBEDDING_MODEL,
+} from "./src/embedding-provider.js";
+
+export const lmstudioMemoryEmbeddingProviderAdapter: MemoryEmbeddingProviderAdapter = {
+  id: "lmstudio",
+  defaultModel: DEFAULT_LMSTUDIO_EMBEDDING_MODEL,
+  transport: "remote",
+  authProviderId: "lmstudio",
+  allowExplicitWhenConfiguredAuto: true,
+  create: async (options) => {
+    const { provider, client } = await createLmstudioEmbeddingProvider({
+      ...options,
+      provider: "lmstudio",
+      fallback: "none",
+    });
+    return {
+      provider,
+      runtime: {
+        id: "lmstudio",
+        cacheKeyData: {
+          provider: "lmstudio",
+          baseUrl: client.baseUrl,
+          model: client.model,
+          headers: sanitizeEmbeddingCacheHeaders(client.headers, ["authorization"]),
+        },
+      },
+    };
+  },
+};