diff --git a/internal/proxy/proxy.go b/internal/proxy/proxy.go
index 7c2bb99..42361b7 100644
--- a/internal/proxy/proxy.go
+++ b/internal/proxy/proxy.go
@@ -90,6 +90,8 @@ const (
 	lbIPHash             = "ip_hash"              // IP 哈希
 	lbConsistentHash     = "consistent_hash"      // 一致性哈希
 	lbRandom             = "random"               // 随机（Power of Two Choices）
+	lbLeastTime          = "least_time"           // 最小响应时间
+	lbSticky             = "sticky"               // 会话粘性
 )
 
 // headersPool 复用缓存 headers map，减少分配。
@@ -229,6 +231,22 @@ func NewProxy(cfg *config.ProxyConfig, targets []*loadbalance.Target, transportC
 	return p, nil
 }
 
+// stickyBalancer wraps StickySession to implement loadbalance.Balancer.
+// It delegates Select/SelectExcluding to the fallback balancer while
+// allowing the proxy to access the StickySession for cookie-based routing.
+type stickyBalancer struct {
+	sticky   *loadbalance.StickySession
+	fallback loadbalance.Balancer
+}
+
+func (b *stickyBalancer) Select(targets []*loadbalance.Target) *loadbalance.Target {
+	return b.fallback.Select(targets)
+}
+
+func (b *stickyBalancer) SelectExcluding(targets []*loadbalance.Target, excluded []*loadbalance.Target) *loadbalance.Target {
+	return b.fallback.SelectExcluding(targets, excluded)
+}
+
 // createBalancerByName 根据算法名称创建负载均衡器。
 //
 // 支持的算法：
@@ -263,6 +281,49 @@ func createBalancerByName(name string, cfg *config.ProxyConfig) (loadbalance.Bal
 		return loadbalance.NewConsistentHash(virtualNodes, cfg.HashKey), nil
 	case lbRandom:
 		return loadbalance.NewRandom(), nil
+	case lbLeastTime:
+		metric := cfg.LeastTime.Metric
+		if metric == "" {
+			metric = "last_byte"
+		}
+		defaultTime := cfg.LeastTime.DefaultTime
+		if defaultTime <= 0 {
+			defaultTime = time.Millisecond
+		}
+		return loadbalance.NewLeastTime(metric, defaultTime), nil
+	case lbSticky:
+		stickyCfg := loadbalance.StickyConfig{
+			Enabled:  cfg.Sticky.Enabled,
+			Name:     cfg.Sticky.Name,
+			Expires:  cfg.Sticky.Expires,
+			Domain:   cfg.Sticky.Domain,
+			Path:     cfg.Sticky.Path,
+			Secure:   cfg.Sticky.Secure,
+			HttpOnly: cfg.Sticky.HttpOnly,
+			SameSite: cfg.Sticky.SameSite,
+		}
+		if stickyCfg.Name == "" {
+			stickyCfg.Name = "lolly_route"
+		}
+		if stickyCfg.Expires <= 0 {
+			stickyCfg.Expires = time.Hour
+		}
+		if stickyCfg.Path == "" {
+			stickyCfg.Path = "/"
+		}
+
+		fallbackAlgo := cfg.Sticky.FallbackAlgo
+		if fallbackAlgo == "" {
+			fallbackAlgo = lbRoundRobin
+		}
+		fallbackBalancer, err := createBalancerByName(fallbackAlgo, cfg)
+		if err != nil {
+			return nil, fmt.Errorf("sticky fallback balancer: %w", err)
+		}
+
+		sticky := loadbalance.NewStickySession(stickyCfg, fallbackBalancer)
+		sticky.Start()
+		return &stickyBalancer{sticky: sticky, fallback: fallbackBalancer}, nil
 	default:
 		return nil, errors.New("unsupported load balance algorithm: " + name)
 	}
@@ -813,6 +874,13 @@ func (p *Proxy) ServeHTTP(ctx *fasthttp.RequestCtx) {
 		// 记录首字节时间
 		timing.MarkHeaderReceived()
 
+		// 记录响应时间（用于 least_time 负载均衡）
+		if recorder, ok := p.balancer.(loadbalance.ResponseTimeRecorder); ok {
+			headerTime := timing.connectEnd.Sub(timing.connectStart)
+			lastByteTime := timing.connectEnd.Sub(timing.connectStart)
+			recorder.RecordResponseTime(target, headerTime, lastByteTime)
+		}
+
 		// 请求成功，减少连接计数
 		loadbalance.DecrementConnections(target)
 
diff --git a/internal/proxy/target_selector.go b/internal/proxy/target_selector.go
index 79a2f24..67626c7 100644
--- a/internal/proxy/target_selector.go
+++ b/internal/proxy/target_selector.go
@@ -119,6 +119,11 @@ func (p *Proxy) selectByBalancer(ctx *fasthttp.RequestCtx, targets []*loadbalanc
 	balancer := p.balancer
 	p.mu.RUnlock()
 
+	// 对于 StickySession 负载均衡器，需要请求上下文
+	if sb, ok := balancer.(*stickyBalancer); ok {
+		return sb.sticky.Select(ctx, targets)
+	}
+
 	// 对于 IPHash 负载均衡器，提取客户端 IP
 	if ipHash, ok := balancer.(*loadbalance.IPHash); ok {
 		clientIP := netutil.ExtractClientIP(ctx)