diff --git a/backend/go/cloud-proxy/provider_anthropic.go b/backend/go/cloud-proxy/provider_anthropic.go
index aa39e1ccb..397229bf6 100644
--- a/backend/go/cloud-proxy/provider_anthropic.go
+++ b/backend/go/cloud-proxy/provider_anthropic.go
@@ -5,6 +5,7 @@ import (
 	"bytes"
 	"context"
 	"encoding/json"
+	"errors"
 	"fmt"
 	"io"
 	"net/http"
@@ -30,8 +31,8 @@ import (
 //     message_stop (terminates the stream). Others are ignored.
 
 type anthropicRequest struct {
-	Model         string               `json:"model"`
-	MaxTokens     int32                `json:"max_tokens"`
+	Model     string `json:"model"`
+	MaxTokens int32  `json:"max_tokens"`
 	// System is `any`: a bare string normally, or []anthropicSystemBlock
 	// when cache_prompt is on (the block form carries cache_control).
 	System        any                  `json:"system,omitempty"`
@@ -115,7 +116,10 @@ type anthropicResponse struct {
 	Role    string                  `json:"role"`
 	Content []anthropicContentBlock `json:"content"`
 	Model   string                  `json:"model"`
-	Usage   *anthropicUsage         `json:"usage,omitempty"`
+	// StopReason is "end_turn", "max_tokens", "tool_use", ... or
+	// "refusal" when the model declines to answer.
+	StopReason string          `json:"stop_reason,omitempty"`
+	Usage      *anthropicUsage `json:"usage,omitempty"`
 }
 
 type anthropicUsage struct {
@@ -140,8 +144,20 @@ type anthropicStreamDelta struct {
 	Type        string `json:"type,omitempty"`
 	Text        string `json:"text,omitempty"`
 	PartialJSON string `json:"partial_json,omitempty"`
+	// StopReason is set on message_delta events.
+	StopReason string `json:"stop_reason,omitempty"`
 }
 
+// anthropicStopRefusal is the stop_reason Anthropic returns when the
+// model declines to answer. Such a response carries no (or only partial)
+// content. Passing it through as a normal reply makes a refusal look like
+// an empty, successful completion (finish_reason "stop", no content), so
+// routers and agents cannot tell "declined" from "nothing to say" and
+// never fall back. Surface it as an error instead.
+const anthropicStopRefusal = "refusal"
+
+var errAnthropicRefusal = errors.New("cloud-proxy: upstream model refused to answer (stop_reason=refusal)")
+
 // Anthropic requires max_tokens. If the caller didn't set it, use a
 // generous-but-bounded default so the request doesn't 400.
 const anthropicDefaultMaxTokens int32 = 4096
@@ -438,6 +454,9 @@ func (c *CloudProxy) predictAnthropicRich(ctx context.Context, cfg *proxyConfig,
 	if err := json.NewDecoder(resp.Body).Decode(&parsed); err != nil {
 		return nil, fmt.Errorf("cloud-proxy: decode response: %w", err)
 	}
+	if parsed.StopReason == anthropicStopRefusal {
+		return nil, errAnthropicRefusal
+	}
 
 	reply := &pb.Reply{}
 	if parsed.Usage != nil {
@@ -552,6 +571,9 @@ func (c *CloudProxy) predictAnthropicStreamRich(ctx context.Context, cfg *proxyC
 				}
 			}
 		case "message_delta":
+			if ev.Delta != nil && ev.Delta.StopReason == anthropicStopRefusal {
+				return errAnthropicRefusal
+			}
 			// Anthropic sends final usage in message_delta.usage. Emit
 			// a usage-only Reply so the consumer can record totals.
 			if ev.Usage != nil {
diff --git a/backend/go/cloud-proxy/provider_anthropic_test.go b/backend/go/cloud-proxy/provider_anthropic_test.go
index 2ed9a2127..17065201e 100644
--- a/backend/go/cloud-proxy/provider_anthropic_test.go
+++ b/backend/go/cloud-proxy/provider_anthropic_test.go
@@ -387,3 +387,72 @@ func TestPredict_Anthropic_PromptCache(t *testing.T) {
 	g.Expect(off).NotTo(ContainSubstring("cache_control"))
 	g.Expect(off).To(ContainSubstring(`"system":"be brief"`))
 }
+
+// A refusal must not look like an empty, successful completion.
+func TestPredict_Anthropic_RefusalIsAnError(t *testing.T) {
+	g := NewWithT(t)
+	srv, _ := fakeAnthropicUpstream(t, func(_ anthropicRequest) (int, string, string) {
+		return 200, `{"type":"message","role":"assistant","content":[],"stop_reason":"refusal","usage":{"input_tokens":9,"output_tokens":0}}`, "application/json"
+	})
+	defer srv.Close()
+	cp := newAnthropicTranslateCloudProxy(t, srv.URL)
+
+	_, err := cp.Predict(&pb.PredictOptions{Messages: []*pb.Message{{Role: "user", Content: "x"}}, Tokens: 16})
+	g.Expect(err).To(MatchError(errAnthropicRefusal))
+}
+
+// Counter-check: an empty end_turn reply stays a normal, successful reply.
+func TestPredict_Anthropic_EmptyEndTurnIsNotAnError(t *testing.T) {
+	g := NewWithT(t)
+	srv, _ := fakeAnthropicUpstream(t, func(_ anthropicRequest) (int, string, string) {
+		return 200, `{"type":"message","role":"assistant","content":[],"stop_reason":"end_turn"}`, "application/json"
+	})
+	defer srv.Close()
+	cp := newAnthropicTranslateCloudProxy(t, srv.URL)
+
+	got, err := cp.Predict(&pb.PredictOptions{Messages: []*pb.Message{{Role: "user", Content: "x"}}, Tokens: 16})
+	g.Expect(err).NotTo(HaveOccurred())
+	g.Expect(got).To(Equal(""))
+}
+
+func streamAnthropic(t *testing.T, frames []string) ([]string, error) {
+	t.Helper()
+	srv, _ := fakeAnthropicUpstream(t, func(_ anthropicRequest) (int, string, string) {
+		return 200, strings.Join(frames, ""), "text/event-stream"
+	})
+	defer srv.Close()
+	cp := newAnthropicTranslateCloudProxy(t, srv.URL)
+	results := make(chan string, 8)
+	done := make(chan error, 1)
+	go func() {
+		done <- cp.PredictStream(&pb.PredictOptions{Messages: []*pb.Message{{Role: "user", Content: "hi"}}, Tokens: 16}, results)
+	}()
+	var got []string
+	for s := range results {
+		got = append(got, s)
+	}
+	return got, <-done
+}
+
+func TestPredictStream_Anthropic_RefusalIsAnError(t *testing.T) {
+	g := NewWithT(t)
+	_, err := streamAnthropic(t, []string{
+		"event: message_start\ndata: {\"type\":\"message_start\"}\n\n",
+		"event: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"refusal\"},\"usage\":{\"output_tokens\":0}}\n\n",
+		"event: message_stop\ndata: {\"type\":\"message_stop\"}\n\n",
+	})
+	g.Expect(err).To(MatchError(errAnthropicRefusal))
+}
+
+// Counter-check: a regular stream ending with stop_reason end_turn succeeds.
+func TestPredictStream_Anthropic_EndTurnIsNotAnError(t *testing.T) {
+	g := NewWithT(t)
+	got, err := streamAnthropic(t, []string{
+		"event: message_start\ndata: {\"type\":\"message_start\"}\n\n",
+		"event: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"ok\"}}\n\n",
+		"event: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\"},\"usage\":{\"output_tokens\":1}}\n\n",
+		"event: message_stop\ndata: {\"type\":\"message_stop\"}\n\n",
+	})
+	g.Expect(err).NotTo(HaveOccurred())
+	g.Expect(strings.Join(got, "")).To(Equal("ok"))
+}
diff --git a/docs/content/operations/cloud-proxy.md b/docs/content/operations/cloud-proxy.md
index 312fa2327..42f03bb98 100644
--- a/docs/content/operations/cloud-proxy.md
+++ b/docs/content/operations/cloud-proxy.md
@@ -198,6 +198,8 @@ image blocks, and per-request usage tokens are dropped through the
 internal `Predict()` signature. Use passthrough mode when your clients need
 the upstream's full feature set.
 
+In translate mode, an Anthropic response with `stop_reason: "refusal"` is returned to the client as an error instead of an empty successful reply, for both non-streaming and streaming requests. A streamed response may already have delivered partial content when the refusal arrives. Responses that end normally (`end_turn`) are unaffected, even when their content is empty.
+
 #### Anthropic prompt caching
 
 `proxy.cache_prompt: true` makes the translator add Anthropic