diff --git a/internal/runtime/executor/antigravity_executor.go b/internal/runtime/executor/antigravity_executor.go
index 4430f27d4..074dc9fad 100644
--- a/internal/runtime/executor/antigravity_executor.go
+++ b/internal/runtime/executor/antigravity_executor.go
@@ -184,22 +184,24 @@ func newAntigravityHTTPClient(ctx context.Context, cfg *config.Config, auth *cli
 	return client
 }
 
-func validateAntigravityRequestSignatures(from sdktranslator.Format, rawJSON []byte) error {
+func validateAntigravityRequestSignatures(from sdktranslator.Format, rawJSON []byte) ([]byte, error) {
 	if from.String() != "claude" {
-		return nil
+		return rawJSON, nil
 	}
+	// Always strip thinking blocks with empty signatures (proxy-generated).
+	rawJSON = antigravityclaude.StripEmptySignatureThinkingBlocks(rawJSON)
 	if cache.SignatureCacheEnabled() {
-		return nil
+		return rawJSON, nil
 	}
 	if !cache.SignatureBypassStrictMode() {
 		// Non-strict bypass: let the translator handle invalid signatures
 		// by dropping unsigned thinking blocks silently (no 400).
-		return nil
+		return rawJSON, nil
 	}
 	if err := antigravityclaude.ValidateClaudeBypassSignatures(rawJSON); err != nil {
-		return statusErr{code: http.StatusBadRequest, msg: err.Error()}
+		return rawJSON, statusErr{code: http.StatusBadRequest, msg: err.Error()}
 	}
-	return nil
+	return rawJSON, nil
 }
 
 // Identifier returns the executor identifier.
@@ -695,9 +697,11 @@ func (e *AntigravityExecutor) Execute(ctx context.Context, auth *cliproxyauth.Au
 		originalPayloadSource = opts.OriginalRequest
 	}
 	originalPayload := originalPayloadSource
-	if errValidate := validateAntigravityRequestSignatures(from, originalPayload); errValidate != nil {
+	originalPayload, errValidate := validateAntigravityRequestSignatures(from, originalPayload)
+	if errValidate != nil {
 		return resp, errValidate
 	}
+	req.Payload = originalPayload
 	token, updatedAuth, errToken := e.ensureAccessToken(ctx, auth)
 	if errToken != nil {
 		return resp, errToken
@@ -907,9 +911,11 @@ func (e *AntigravityExecutor) executeClaudeNonStream(ctx context.Context, auth *
 		originalPayloadSource = opts.OriginalRequest
 	}
 	originalPayload := originalPayloadSource
-	if errValidate := validateAntigravityRequestSignatures(from, originalPayload); errValidate != nil {
+	originalPayload, errValidate := validateAntigravityRequestSignatures(from, originalPayload)
+	if errValidate != nil {
 		return resp, errValidate
 	}
+	req.Payload = originalPayload
 	token, updatedAuth, errToken := e.ensureAccessToken(ctx, auth)
 	if errToken != nil {
 		return resp, errToken
@@ -1370,9 +1376,11 @@ func (e *AntigravityExecutor) ExecuteStream(ctx context.Context, auth *cliproxya
 		originalPayloadSource = opts.OriginalRequest
 	}
 	originalPayload := originalPayloadSource
-	if errValidate := validateAntigravityRequestSignatures(from, originalPayload); errValidate != nil {
+	originalPayload, errValidate := validateAntigravityRequestSignatures(from, originalPayload)
+	if errValidate != nil {
 		return nil, errValidate
 	}
+	req.Payload = originalPayload
 	token, updatedAuth, errToken := e.ensureAccessToken(ctx, auth)
 	if errToken != nil {
 		return nil, errToken
@@ -1626,9 +1634,11 @@ func (e *AntigravityExecutor) CountTokens(ctx context.Context, auth *cliproxyaut
 	if len(opts.OriginalRequest) > 0 {
 		originalPayloadSource = opts.OriginalRequest
 	}
-	if errValidate := validateAntigravityRequestSignatures(from, originalPayloadSource); errValidate != nil {
+	originalPayloadSource, errValidate := validateAntigravityRequestSignatures(from, originalPayloadSource)
+	if errValidate != nil {
 		return cliproxyexecutor.Response{}, errValidate
 	}
+	req.Payload = originalPayloadSource
 	token, updatedAuth, errToken := e.ensureAccessToken(ctx, auth)
 	if errToken != nil {
 		return cliproxyexecutor.Response{}, errToken
diff --git a/internal/runtime/executor/antigravity_executor_signature_test.go b/internal/runtime/executor/antigravity_executor_signature_test.go
index ad4ea4439..31955d35a 100644
--- a/internal/runtime/executor/antigravity_executor_signature_test.go
+++ b/internal/runtime/executor/antigravity_executor_signature_test.go
@@ -134,7 +134,7 @@ func TestAntigravityExecutor_NonStrictBypassSkipsPrecheck(t *testing.T) {
 	payload := invalidClaudeThinkingPayload()
 	from := sdktranslator.FromString("claude")
 
-	err := validateAntigravityRequestSignatures(from, payload)
+	_, err := validateAntigravityRequestSignatures(from, payload)
 	if err != nil {
 		t.Fatalf("non-strict bypass should skip precheck, got: %v", err)
 	}
@@ -150,7 +150,7 @@ func TestAntigravityExecutor_CacheModeSkipsPrecheck(t *testing.T) {
 	payload := invalidClaudeThinkingPayload()
 	from := sdktranslator.FromString("claude")
 
-	err := validateAntigravityRequestSignatures(from, payload)
+	_, err := validateAntigravityRequestSignatures(from, payload)
 	if err != nil {
 		t.Fatalf("cache mode should skip precheck, got: %v", err)
 	}
diff --git a/internal/translator/antigravity/claude/signature_validation.go b/internal/translator/antigravity/claude/signature_validation.go
index 6ac75a151..f4fef08c6 100644
--- a/internal/translator/antigravity/claude/signature_validation.go
+++ b/internal/translator/antigravity/claude/signature_validation.go
@@ -55,6 +55,7 @@ import (
 
 	"github.com/router-for-me/CLIProxyAPI/v6/internal/cache"
 	"github.com/tidwall/gjson"
+	"github.com/tidwall/sjson"
 	"google.golang.org/protobuf/encoding/protowire"
 )
 
@@ -72,6 +73,44 @@ type claudeSignatureTree struct {
 	HasField7           bool
 }
 
+// StripEmptySignatureThinkingBlocks removes thinking blocks with empty signatures
+// from messages[].content[]. These come from proxy-generated responses (Antigravity/Gemini)
+// where no real Claude signature exists.
+func StripEmptySignatureThinkingBlocks(payload []byte) []byte {
+	messages := gjson.GetBytes(payload, "messages")
+	if !messages.IsArray() {
+		return payload
+	}
+	modified := false
+	for i, msg := range messages.Array() {
+		content := msg.Get("content")
+		if !content.IsArray() {
+			continue
+		}
+		var kept []string
+		stripped := false
+		for _, part := range content.Array() {
+			if part.Get("type").String() == "thinking" && strings.TrimSpace(part.Get("signature").String()) == "" {
+				stripped = true
+				continue
+			}
+			kept = append(kept, part.Raw)
+		}
+		if stripped {
+			modified = true
+			if len(kept) == 0 {
+				payload, _ = sjson.SetRawBytes(payload, fmt.Sprintf("messages.%d.content", i), []byte("[]"))
+			} else {
+				payload, _ = sjson.SetRawBytes(payload, fmt.Sprintf("messages.%d.content", i), []byte("["+strings.Join(kept, ",")+"]"))
+			}
+		}
+	}
+	if !modified {
+		return payload
+	}
+	return payload
+}
+
 func ValidateClaudeBypassSignatures(inputRawJSON []byte) error {
 	messages := gjson.GetBytes(inputRawJSON, "messages")
 	if !messages.IsArray() {