diff --git a/AyCode.Core/Serializers/Binaries/AcBinaryDeserializer.BinaryDeserializationContext.cs b/AyCode.Core/Serializers/Binaries/AcBinaryDeserializer.BinaryDeserializationContext.cs
index 486952a..2c8e9d9 100644
--- a/AyCode.Core/Serializers/Binaries/AcBinaryDeserializer.BinaryDeserializationContext.cs
+++ b/AyCode.Core/Serializers/Binaries/AcBinaryDeserializer.BinaryDeserializationContext.cs
@@ -172,6 +172,7 @@ public static partial class AcBinaryDeserializer
         /// Reads intern footer: [dupCount][pos0][idx0][pos1][idx1]...
         /// Shared for string interning AND IId object references.
         /// VarUInt format read into flat int[] for fast hot path access.
+        /// Arrays are pooled via ContextClass for zero steady-state allocation.
         /// </summary>
         private void ReadFooterIndices(int footerPosition)
         {
@@ -191,16 +192,17 @@ public static partial class AcBinaryDeserializer
             }
             else
             {
-                // Read VarUInt pairs into flat int[]
+                // Read VarUInt pairs into pooled flat int[]
                 var intCount = dupCount * 2;
-                _dupData = new int[intCount];
+                _dupData = ContextClass.RentDupData(intCount);
                 for (var i = 0; i < dupCount; i++)
                 {
                     _dupData[i * 2] = (int)ReadVarUInt();      // position
                     _dupData[i * 2 + 1] = (int)ReadVarUInt();  // cacheIndex
                 }
 
-                _internCache = new object?[dupCount];
+                _internCache = ContextClass.RentInternCache(dupCount);
+                ContextClass.SetInternCacheUsed(dupCount);
                 // Cache first dup position for ultra-fast hot path
                 _nextDupPosition = _dupData[0];
             }
diff --git a/AyCode.Core/Serializers/Binaries/AcBinaryDeserializer.BinaryDeserializationContextClass.cs b/AyCode.Core/Serializers/Binaries/AcBinaryDeserializer.BinaryDeserializationContextClass.cs
index 41604d7..7a4be57 100644
--- a/AyCode.Core/Serializers/Binaries/AcBinaryDeserializer.BinaryDeserializationContextClass.cs
+++ b/AyCode.Core/Serializers/Binaries/AcBinaryDeserializer.BinaryDeserializationContextClass.cs
@@ -1,4 +1,5 @@
 using System;
+using System.Buffers;
 
 namespace AyCode.Core.Serializers.Binaries;
 
@@ -8,6 +9,7 @@ public static partial class AcBinaryDeserializer
     /// Heap-allocated context class for binary deserialization.
     /// Inherits from AcSerializerContextBase for unified metadata caching and IId-based reference tracking.
     /// Used in composition with the ref struct BinaryDeserializationContext.
+    /// Holds pooled arrays for intern cache reuse across deserializations.
     /// </summary>
     internal sealed class BinaryDeserializationContextClass : AcSerializerContextBase<BinaryDeserializeTypeMetadata, AcBinarySerializerOptions>
     {
@@ -17,10 +19,102 @@ public static partial class AcBinaryDeserializer
         protected override Func<Type, BinaryDeserializeTypeMetadata> MetadataFactory
             => static t => new BinaryDeserializeTypeMetadata(t);
 
+        // Pooled arrays - reused across deserializations, zero steady-state allocation
+        private int[]? _pooledDupData;
+        private object?[]? _pooledInternCache;
+        private int _pooledDupDataLength;
+        private int _pooledInternCacheLength;
+        private int _lastInternCacheUsed;      // how many slots were used (for targeted Clear)
+
+        // Small arrays: keep across calls. Large arrays: return to pool in Clear().
+        private const int SmallArrayThreshold = 256;
+
         public BinaryDeserializationContextClass()
         {
         }
 
+        /// <summary>
+        /// Gets or allocates a pooled int[] for dup data (position/cacheIndex pairs).
+        /// </summary>
+        public int[] RentDupData(int minLength)
+        {
+            if (_pooledDupData != null && _pooledDupDataLength >= minLength)
+                return _pooledDupData;
+
+            // Too small - return old and rent bigger
+            if (_pooledDupData != null)
+                ArrayPool<int>.Shared.Return(_pooledDupData);
+
+            _pooledDupData = ArrayPool<int>.Shared.Rent(minLength);
+            _pooledDupDataLength = _pooledDupData.Length;
+            return _pooledDupData;
+        }
+
+        /// <summary>
+        /// Gets or allocates a pooled object?[] for intern cache.
+        /// </summary>
+        public object?[] RentInternCache(int minLength)
+        {
+            if (_pooledInternCache != null && _pooledInternCacheLength >= minLength)
+            {
+                // Reuse - clear previous content (release GC roots)
+                if (_lastInternCacheUsed > 0)
+                {
+                    Array.Clear(_pooledInternCache, 0, _lastInternCacheUsed);
+                    _lastInternCacheUsed = 0;
+                }
+                return _pooledInternCache;
+            }
+
+            // Too small - return old and rent bigger
+            if (_pooledInternCache != null)
+                ArrayPool<object?>.Shared.Return(_pooledInternCache, clearArray: true);
+
+            _pooledInternCache = ArrayPool<object?>.Shared.Rent(minLength);
+            _pooledInternCacheLength = _pooledInternCache.Length;
+            _lastInternCacheUsed = 0;
+            return _pooledInternCache;
+        }
+
+        /// <summary>
+        /// Tracks how many intern cache slots were used (for targeted Clear).
+        /// </summary>
+        public void SetInternCacheUsed(int count)
+        {
+            _lastInternCacheUsed = count;
+        }
+
+        public override void Clear()
+        {
+            base.Clear();
+
+            // Intern cache: clear GC roots, return large arrays to pool
+            if (_pooledInternCache != null)
+            {
+                if (_pooledInternCacheLength > SmallArrayThreshold)
+                {
+                    // Large: return to pool - no pre-rent needed, ReadFooterIndices will rent on demand
+                    ArrayPool<object?>.Shared.Return(_pooledInternCache, clearArray: true);
+                    _pooledInternCache = null;
+                    _pooledInternCacheLength = 0;
+                }
+                else if (_lastInternCacheUsed > 0)
+                {
+                    // Small: keep array, just clear content (release GC roots)
+                    Array.Clear(_pooledInternCache, 0, _lastInternCacheUsed);
+                }
+                _lastInternCacheUsed = 0;
+            }
+
+            // Dup data: no GC roots (int[]), return large arrays to pool
+            if (_pooledDupData != null && _pooledDupDataLength > SmallArrayThreshold)
+            {
+                ArrayPool<int>.Shared.Return(_pooledDupData);
+                _pooledDupData = null;
+                _pooledDupDataLength = 0;
+            }
+        }
+
         public override void Reset(AcBinarySerializerOptions options)
         {
             Clear();