diff --git a/CHANGELOG.md b/CHANGELOG.md
index a3f3c9f38d7..40b86523d2d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -55,6 +55,7 @@ Docs: https://docs.openclaw.ai
 - CLI/model probes: add repeatable image `--file` inputs to `infer model run` for local and gateway multimodal model smokes, so vision models such as Ollama Qwen VL and Gemini can be tested through the raw model-probe surface. Fixes #63700. Thanks @cedricjanssens.
 - CLI/model probes: request trusted operator scope for `infer model run --gateway --model <provider/model>` so Gateway raw model smokes can use one-off provider/model overrides instead of being rejected before provider auth resolution. Fixes #73759. Thanks @chrislro.
 - CLI/image describe: pass `--prompt` and `--timeout-ms` through `infer image describe` and `describe-many`, so custom vision instructions and slow local model budgets reach media-understanding providers such as Ollama, OpenAI, Google, and OpenRouter. Refs #63700. Thanks @cedricjanssens.
+- Model selection: include the rejected provider/model ref and allowlist recovery hint when a stored session override is cleared, so local model selections such as Gemma GGUF variants do not fall back to the default with a generic message. Refs #71069. Thanks @CyberRaccoonTeam.
 - WhatsApp/Web: pass explicit Baileys socket timings into every WhatsApp Web socket and expose `web.whatsapp.*` keepalive, connect, and query timeout settings so unstable networks can avoid repeated 408 disconnect and opening-handshake timeout loops. Fixes #56365. (#73580) Thanks @velvet-shark.
 - Channels/Telegram: persist native command metadata on target sessions so topic, helper, and ACP-bound slash commands keep their session metadata attached to the routed conversation. (#57548) Thanks @GaosCode.
 - Channels/native commands: keep validated native slash command replies visible in group chats while preserving explicit owner allowlists for command authorization. (#73672) Thanks @obviyus.
diff --git a/docs/concepts/models.md b/docs/concepts/models.md
index 89820a6a915..0a3d7b41b31 100644
--- a/docs/concepts/models.md
+++ b/docs/concepts/models.md
@@ -131,6 +131,12 @@ This happens **before** a normal reply is generated, so the message can feel lik
 
 </Warning>
 
+For local/GGUF models, store the full provider-prefixed ref in the allowlist,
+for example `ollama/gemma4:26b`, `lmstudio/Gemma4-26b-a4-it-gguf`, or the
+exact provider/model shown by `openclaw models list --provider <provider>`.
+Bare local filenames or display names are not enough when the allowlist is
+active.
+
 Example allowlist config:
 
 ```json5
diff --git a/src/auto-reply/reply/get-reply-directives-apply.test.ts b/src/auto-reply/reply/get-reply-directives-apply.test.ts
new file mode 100644
index 00000000000..abf6875fde0
--- /dev/null
+++ b/src/auto-reply/reply/get-reply-directives-apply.test.ts
@@ -0,0 +1,23 @@
+import { describe, expect, it } from "vitest";
+import { formatModelOverrideResetEvent } from "./get-reply-directives-apply.js";
+
+describe("formatModelOverrideResetEvent", () => {
+  it("names the rejected model override and allowlist recovery path", () => {
+    expect(
+      formatModelOverrideResetEvent({
+        rejectedRef: "ollama/Gemma4-26b-a4-it-gguf",
+        initialModelLabel: "github-copilot/gpt-4o",
+      }),
+    ).toBe(
+      "Model override ollama/Gemma4-26b-a4-it-gguf is not allowed for this agent; reverted to github-copilot/gpt-4o. Add ollama/Gemma4-26b-a4-it-gguf to agents.defaults.models or pick an allowed model with /model list.",
+    );
+  });
+
+  it("keeps the legacy generic message when the rejected ref is unknown", () => {
+    expect(
+      formatModelOverrideResetEvent({
+        initialModelLabel: "github-copilot/gpt-4o",
+      }),
+    ).toBe("Model override not allowed for this agent; reverted to github-copilot/gpt-4o.");
+  });
+});
diff --git a/src/auto-reply/reply/get-reply-directives-apply.ts b/src/auto-reply/reply/get-reply-directives-apply.ts
index c6b9db6feed..4bb9000623b 100644
--- a/src/auto-reply/reply/get-reply-directives-apply.ts
+++ b/src/auto-reply/reply/get-reply-directives-apply.ts
@@ -65,6 +65,16 @@ function hasOnlyModelDirective(directives: InlineDirectives): boolean {
   );
 }
 
+export function formatModelOverrideResetEvent(params: {
+  rejectedRef?: string;
+  initialModelLabel: string;
+}): string {
+  if (params.rejectedRef) {
+    return `Model override ${params.rejectedRef} is not allowed for this agent; reverted to ${params.initialModelLabel}. Add ${params.rejectedRef} to agents.defaults.models or pick an allowed model with /model list.`;
+  }
+  return `Model override not allowed for this agent; reverted to ${params.initialModelLabel}.`;
+}
+
 export type ApplyDirectiveResult =
   | { kind: "reply"; reply: ReplyPayload | ReplyPayload[] | undefined }
   | {
@@ -179,7 +189,10 @@ export async function applyInlineDirectiveOverrides(params: {
 
   if (modelState.resetModelOverride) {
     enqueueSystemEvent(
-      `Model override not allowed for this agent; reverted to ${initialModelLabel}.`,
+      formatModelOverrideResetEvent({
+        rejectedRef: modelState.resetModelOverrideRef,
+        initialModelLabel,
+      }),
       {
         sessionKey,
         contextKey: `model:reset:${initialModelLabel}`,
diff --git a/src/auto-reply/reply/model-selection.test.ts b/src/auto-reply/reply/model-selection.test.ts
index 2a5f184a644..080348b5ef9 100644
--- a/src/auto-reply/reply/model-selection.test.ts
+++ b/src/auto-reply/reply/model-selection.test.ts
@@ -557,6 +557,7 @@ describe("createModelSelectionState respects session model override", () => {
     });
 
     expect(state.resetModelOverride).toBe(true);
+    expect(state.resetModelOverrideRef).toBe("openai/gpt-4o-mini");
     expect(sessionStore[sessionKey]?.modelOverride).toBeUndefined();
     expect(sessionStore[sessionKey]?.providerOverride).toBeUndefined();
   });
diff --git a/src/auto-reply/reply/model-selection.ts b/src/auto-reply/reply/model-selection.ts
index d6d02570552..5ed9097a301 100644
--- a/src/auto-reply/reply/model-selection.ts
+++ b/src/auto-reply/reply/model-selection.ts
@@ -31,6 +31,7 @@ type ModelSelectionState = {
   allowedModelKeys: Set<string>;
   allowedModelCatalog: ModelCatalog;
   resetModelOverride: boolean;
+  resetModelOverrideRef?: string;
   resolveThinkingCatalog: () => Promise<ModelCatalog | undefined>;
   resolveDefaultThinkingLevel: () => Promise<ThinkLevel>;
   /** Default reasoning level from model capability: "on" if model has reasoning, else "off". */
@@ -49,6 +50,7 @@ export function createFastTestModelSelectionState(params: {
     allowedModelKeys: new Set<string>(),
     allowedModelCatalog: [],
     resetModelOverride: false,
+    resetModelOverrideRef: undefined,
     resolveThinkingCatalog: async () => [],
     resolveDefaultThinkingLevel: async () => params.agentCfg?.thinkingDefault as ThinkLevel,
     resolveDefaultReasoningLevel: async () => "off",
@@ -129,6 +131,7 @@ export async function createModelSelectionState(params: {
   let allowedModelCatalog: ModelCatalog = configuredModelCatalog;
   let modelCatalog: ModelCatalog | null = null;
   let resetModelOverride = false;
+  let resetModelOverrideRef: string | undefined;
   const agentEntry = params.agentId ? resolveAgentConfig(cfg, params.agentId) : undefined;
   const directStoredOverride = resolvePersistedOverrideModelRef({
     defaultProvider,
@@ -192,6 +195,9 @@ export async function createModelSelectionState(params: {
         }
       }
       resetModelOverride = updated;
+      if (updated) {
+        resetModelOverrideRef = key;
+      }
     }
   }
 
@@ -309,6 +315,7 @@ export async function createModelSelectionState(params: {
     allowedModelKeys,
     allowedModelCatalog,
     resetModelOverride,
+    resetModelOverrideRef,
     resolveThinkingCatalog,
     resolveDefaultThinkingLevel,
     resolveDefaultReasoningLevel,