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/github-copilot/models.ts

@@ -0,0 +1,77 @@
+import type {
+  ProviderResolveDynamicModelContext,
+  ProviderRuntimeModel,
+} from "openclaw/plugin-sdk/core";
+import { normalizeModelCompat } from "openclaw/plugin-sdk/provider-model-shared";
+import { normalizeOptionalLowercaseString } from "openclaw/plugin-sdk/text-runtime";
+
+export const PROVIDER_ID = "github-copilot";
+const CODEX_GPT_54_MODEL_ID = "gpt-5.4";
+const CODEX_TEMPLATE_MODEL_IDS = ["gpt-5.2-codex"] as const;
+
+const DEFAULT_CONTEXT_WINDOW = 128_000;
+const DEFAULT_MAX_TOKENS = 8192;
+
+export function resolveCopilotTransportApi(
+  modelId: string,
+): "anthropic-messages" | "openai-responses" {
+  return (normalizeOptionalLowercaseString(modelId) ?? "").includes("claude")
+    ? "anthropic-messages"
+    : "openai-responses";
+}
+
+export function resolveCopilotForwardCompatModel(
+  ctx: ProviderResolveDynamicModelContext,
+): ProviderRuntimeModel | undefined {
+  const trimmedModelId = ctx.modelId.trim();
+  if (!trimmedModelId) {
+    return undefined;
+  }
+
+  // If the model is already in the registry, let the normal path handle it.
+  const lowerModelId = normalizeOptionalLowercaseString(trimmedModelId) ?? "";
+  const existing = ctx.modelRegistry.find(PROVIDER_ID, lowerModelId);
+  if (existing) {
+    return undefined;
+  }
+
+  // For gpt-5.4 specifically, clone from the gpt-5.2-codex template
+  // to preserve any special settings the registry has for codex models.
+  if (lowerModelId === CODEX_GPT_54_MODEL_ID) {
+    for (const templateId of CODEX_TEMPLATE_MODEL_IDS) {
+      const template = ctx.modelRegistry.find(
+        PROVIDER_ID,
+        templateId,
+      ) as ProviderRuntimeModel | null;
+      if (!template) {
+        continue;
+      }
+      return normalizeModelCompat({
+        ...template,
+        id: trimmedModelId,
+        name: trimmedModelId,
+      } as ProviderRuntimeModel);
+    }
+    // Template not found — fall through to synthetic catch-all below.
+  }
+
+  // Catch-all: create a synthetic model definition for any unknown model ID.
+  // The Copilot API is OpenAI-compatible and will return its own error if the
+  // model isn't available on the user's plan. This lets new models be used
+  // by simply adding them to agents.defaults.models in openclaw.json — no
+  // code change required.
+  const reasoning = /^o[13](\b|$)/.test(lowerModelId);
+  return normalizeModelCompat({
+    id: trimmedModelId,
+    name: trimmedModelId,
+    provider: PROVIDER_ID,
+    api: resolveCopilotTransportApi(trimmedModelId),
+    reasoning,
+    // Optimistic: most Copilot models support images, and the API rejects
+    // image payloads for text-only models rather than failing silently.
+    input: ["text", "image"],
+    cost: { input: 0, output: 0, cacheRead: 0, cacheWrite: 0 },
+    contextWindow: DEFAULT_CONTEXT_WINDOW,
+    maxTokens: DEFAULT_MAX_TOKENS,
+  } as ProviderRuntimeModel);
+}