diff --git a/backend/internal/service/gateway_request.go b/backend/internal/service/gateway_request.go
index 29b6cfd6..1d3e39e8 100644
--- a/backend/internal/service/gateway_request.go
+++ b/backend/internal/service/gateway_request.go
@@ -5,6 +5,8 @@ import (
 	"encoding/json"
 	"fmt"
 	"math"
+	"regexp"
+	"sort"
 	"strings"
 	"unsafe"
 
@@ -34,6 +36,9 @@ var (
 	patternEmptyTextSpaced = []byte(`"text": ""`)
 	patternEmptyTextSp1    = []byte(`"text" : ""`)
 	patternEmptyTextSp2    = []byte(`"text" :""`)
+
+	sessionUserAgentProductPattern = regexp.MustCompile(`([A-Za-z0-9._-]+)/[A-Za-z0-9._-]+`)
+	sessionUserAgentVersionPattern = regexp.MustCompile(`\bv?\d+(?:\.\d+){1,3}\b`)
 )
 
 // SessionContext 粘性会话上下文，用于区分不同来源的请求。
@@ -75,6 +80,49 @@ type ParsedRequest struct {
 	OnUpstreamAccepted func()
 }
 
+// NormalizeSessionUserAgent reduces UA noise for sticky-session and digest hashing.
+// It preserves the set of product names from Product/Version tokens while
+// discarding version-only changes and incidental comments.
+func NormalizeSessionUserAgent(raw string) string {
+	raw = strings.TrimSpace(raw)
+	if raw == "" {
+		return ""
+	}
+
+	matches := sessionUserAgentProductPattern.FindAllStringSubmatch(raw, -1)
+	if len(matches) == 0 {
+		return normalizeSessionUserAgentFallback(raw)
+	}
+
+	products := make([]string, 0, len(matches))
+	seen := make(map[string]struct{}, len(matches))
+	for _, match := range matches {
+		if len(match) < 2 {
+			continue
+		}
+		product := strings.ToLower(strings.TrimSpace(match[1]))
+		if product == "" {
+			continue
+		}
+		if _, exists := seen[product]; exists {
+			continue
+		}
+		seen[product] = struct{}{}
+		products = append(products, product)
+	}
+	if len(products) == 0 {
+		return normalizeSessionUserAgentFallback(raw)
+	}
+	sort.Strings(products)
+	return strings.Join(products, "+")
+}
+
+func normalizeSessionUserAgentFallback(raw string) string {
+	normalized := strings.ToLower(strings.Join(strings.Fields(raw), " "))
+	normalized = sessionUserAgentVersionPattern.ReplaceAllString(normalized, "")
+	return strings.Join(strings.Fields(normalized), " ")
+}
+
 // ParseGatewayRequest 解析网关请求体并返回结构化结果。
 // protocol 指定请求协议格式（domain.PlatformAnthropic / domain.PlatformGemini），
 // 不同协议使用不同的 system/messages 字段名。
diff --git a/backend/internal/service/gateway_service.go b/backend/internal/service/gateway_service.go
index 781e6a01..9dd39276 100644
--- a/backend/internal/service/gateway_service.go
+++ b/backend/internal/service/gateway_service.go
@@ -658,7 +658,7 @@ func (s *GatewayService) GenerateSessionHash(parsed *ParsedRequest) string {
 	if parsed.SessionContext != nil {
 		_, _ = combined.WriteString(parsed.SessionContext.ClientIP)
 		_, _ = combined.WriteString(":")
-		_, _ = combined.WriteString(parsed.SessionContext.UserAgent)
+		_, _ = combined.WriteString(NormalizeSessionUserAgent(parsed.SessionContext.UserAgent))
 		_, _ = combined.WriteString(":")
 		_, _ = combined.WriteString(strconv.FormatInt(parsed.SessionContext.APIKeyID, 10))
 		_, _ = combined.WriteString("|")
diff --git a/backend/internal/service/generate_session_hash_test.go b/backend/internal/service/generate_session_hash_test.go
index f91fb4c9..39679c3d 100644
--- a/backend/internal/service/generate_session_hash_test.go
+++ b/backend/internal/service/generate_session_hash_test.go
@@ -504,6 +504,48 @@ func TestGenerateSessionHash_SessionContext_UADifference(t *testing.T) {
 	require.NotEqual(t, h1, h2, "different User-Agent should produce different hash")
 }
 
+func TestGenerateSessionHash_SessionContext_UAVersionNoiseIgnored(t *testing.T) {
+	svc := &GatewayService{}
+
+	base := func(ua string) *ParsedRequest {
+		return &ParsedRequest{
+			Messages: []any{
+				map[string]any{"role": "user", "content": "test"},
+			},
+			SessionContext: &SessionContext{
+				ClientIP:  "1.1.1.1",
+				UserAgent: ua,
+				APIKeyID:  1,
+			},
+		}
+	}
+
+	h1 := svc.GenerateSessionHash(base("Mozilla/5.0 codex_cli_rs/0.1.0"))
+	h2 := svc.GenerateSessionHash(base("Mozilla/5.0 codex_cli_rs/0.1.1"))
+	require.Equal(t, h1, h2, "version-only User-Agent changes should not perturb the sticky session hash")
+}
+
+func TestGenerateSessionHash_SessionContext_FreeformUAVersionNoiseIgnored(t *testing.T) {
+	svc := &GatewayService{}
+
+	base := func(ua string) *ParsedRequest {
+		return &ParsedRequest{
+			Messages: []any{
+				map[string]any{"role": "user", "content": "test"},
+			},
+			SessionContext: &SessionContext{
+				ClientIP:  "1.1.1.1",
+				UserAgent: ua,
+				APIKeyID:  1,
+			},
+		}
+	}
+
+	h1 := svc.GenerateSessionHash(base("Codex CLI 0.1.0"))
+	h2 := svc.GenerateSessionHash(base("Codex CLI 0.1.1"))
+	require.Equal(t, h1, h2, "free-form version-only User-Agent changes should not perturb the sticky session hash")
+}
+
 func TestGenerateSessionHash_SessionContext_APIKeyIDDifference(t *testing.T) {
 	svc := &GatewayService{}