diff --git a/internal/loadbalance/ewma.go b/internal/loadbalance/ewma.go
new file mode 100644
index 0000000..383c7d1
--- /dev/null
+++ b/internal/loadbalance/ewma.go
@@ -0,0 +1,60 @@
+package loadbalance
+
+import (
+	"sync/atomic"
+	"time"
+)
+
+// EWMAStats 使用原子操作实现的 EWMA（指数加权移动平均）统计器。
+type EWMAStats struct {
+	headerTime   atomic.Int64 // 首字节时间的 EWMA（纳秒）
+	lastByteTime atomic.Int64 // 完整响应时间的 EWMA（纳秒）
+	sampleCount  atomic.Int64 // 样本计数
+}
+
+const defaultAlphaScale = 300 // alpha = 0.3
+
+func NewEWMAStats() *EWMAStats {
+	return &EWMAStats{}
+}
+
+func (e *EWMAStats) Record(headerTime, lastByteTime time.Duration) {
+	e.recordAtomic(&e.headerTime, headerTime)
+	e.recordAtomic(&e.lastByteTime, lastByteTime)
+	e.sampleCount.Add(1)
+}
+
+func (e *EWMAStats) recordAtomic(ptr *atomic.Int64, newValue time.Duration) {
+	newNano := newValue.Nanoseconds()
+	for {
+		old := ptr.Load()
+		if old == 0 {
+			if ptr.CompareAndSwap(0, newNano) {
+				return
+			}
+			continue
+		}
+		updated := (defaultAlphaScale*newNano + (1000-defaultAlphaScale)*old) / 1000
+		if ptr.CompareAndSwap(old, updated) {
+			return
+		}
+	}
+}
+
+func (e *EWMAStats) HeaderTime() time.Duration {
+	return time.Duration(e.headerTime.Load())
+}
+
+func (e *EWMAStats) LastByteTime() time.Duration {
+	return time.Duration(e.lastByteTime.Load())
+}
+
+func (e *EWMAStats) SampleCount() int64 {
+	return e.sampleCount.Load()
+}
+
+func (e *EWMAStats) Reset() {
+	e.headerTime.Store(0)
+	e.lastByteTime.Store(0)
+	e.sampleCount.Store(0)
+}
diff --git a/internal/loadbalance/ewma_test.go b/internal/loadbalance/ewma_test.go
new file mode 100644
index 0000000..95b2eb3
--- /dev/null
+++ b/internal/loadbalance/ewma_test.go
@@ -0,0 +1,61 @@
+package loadbalance
+
+import (
+	"sync"
+	"testing"
+	"time"
+)
+
+func TestEWMAStats_BasicRecord(t *testing.T) {
+	stats := NewEWMAStats()
+
+	stats.Record(50*time.Millisecond, 100*time.Millisecond)
+
+	if stats.HeaderTime() != 50*time.Millisecond {
+		t.Errorf("expected header time %v, got %v", 50*time.Millisecond, stats.HeaderTime())
+	}
+	if stats.LastByteTime() != 100*time.Millisecond {
+		t.Errorf("expected last byte time %v, got %v", 100*time.Millisecond, stats.LastByteTime())
+	}
+	if stats.SampleCount() != 1 {
+		t.Errorf("expected sample count 1, got %d", stats.SampleCount())
+	}
+}
+
+func TestEWMAStats_Convergence(t *testing.T) {
+	stats := NewEWMAStats()
+
+	value := 100 * time.Millisecond
+	for i := 0; i < 10; i++ {
+		stats.Record(value, value)
+	}
+
+	// alpha=0.3, after 10 samples should be within 10ms of 100ms
+	diff := stats.LastByteTime() - value
+	if diff < 0 {
+		diff = -diff
+	}
+	if diff > 10*time.Millisecond {
+		t.Errorf("expected convergence within 10ms, got diff=%v, value=%v", diff, stats.LastByteTime())
+	}
+}
+
+func TestEWMAStats_Concurrent(t *testing.T) {
+	stats := NewEWMAStats()
+
+	var wg sync.WaitGroup
+	for i := 0; i < 100; i++ {
+		wg.Add(1)
+		go func() {
+			defer wg.Done()
+			for j := 0; j < 100; j++ {
+				stats.Record(time.Millisecond, 2*time.Millisecond)
+			}
+		}()
+	}
+	wg.Wait()
+
+	if stats.SampleCount() != 100*100 {
+		t.Errorf("expected sample count %d, got %d", 100*100, stats.SampleCount())
+	}
+}