diff --git a/src/AcDream.App/Rendering/Wb/WbDrawDispatcher.cs b/src/AcDream.App/Rendering/Wb/WbDrawDispatcher.cs
index e1d4cbd..50b24fe 100644
--- a/src/AcDream.App/Rendering/Wb/WbDrawDispatcher.cs
+++ b/src/AcDream.App/Rendering/Wb/WbDrawDispatcher.cs
@@ -397,10 +397,42 @@ public sealed unsafe class WbDrawDispatcher : IDisposable
         uint? populateEntityId = null;
         uint populateLandblockId = 0;
 
+        // Tier 1 cache (#53) — fast-path one-shot tracker. The cache stores a
+        // FLAT list of batches across all MeshRefs of an entity, so a single
+        // ApplyCacheHit call already drew every batch. _walkScratch yields
+        // one tuple per (entity, MeshRefIndex), so without this guard a
+        // 3-MeshRef static entity on a frame-2 cache hit would call
+        // ApplyCacheHit 3 times — appending all 6 batches × 3 = 18 instances
+        // to _groups instead of 6. Result: severe Z-fighting + 3× perf hit
+        // on every multi-part static entity (buildings, statues, multi-MeshRef
+        // NPCs). The fast path must fire only on the FIRST tuple of each
+        // entity; subsequent tuples skip via this tracker.
+        uint? lastHitEntityId = null;
+
         foreach (var (entity, partIdx, landblockId) in _walkScratch)
         {
             if (diag) _entitiesSeen++;
 
+            // Skip subsequent tuples of an entity that already cache-hit on
+            // its first tuple. ApplyCacheHit drew the full flat batch list;
+            // re-firing here would N-multiply the instance count. Diag
+            // _entitiesDrawn is bumped here to preserve per-tuple parity with
+            // the previous counting semantics.
+            if (lastHitEntityId == entity.Id)
+            {
+                if (diag) _entitiesDrawn++;
+                continue;
+            }
+
+            // Reset the hit tracker on entity change so the next entity's
+            // first tuple re-checks the cache. (When this iteration is the
+            // FIRST tuple of a new entity after a cache-hit entity, we must
+            // not retain the previous entity's id.)
+            if (lastHitEntityId.HasValue && lastHitEntityId.Value != entity.Id)
+            {
+                lastHitEntityId = null;
+            }
+
             // Flush-on-entity-change: if the previous entity accumulated any
             // batches AND this iteration is for a different entity, populate
             // its cache entry now and reset the scratch buffer.
@@ -424,6 +456,11 @@ public sealed unsafe class WbDrawDispatcher : IDisposable
             // hit, this iteration also finishes flushing any pending
             // populate state from a previous entity. Animated entities never
             // enter this branch — the !isAnimated guard makes that explicit.
+            //
+            // Fires ONCE per entity: the first tuple reaches here, runs
+            // ApplyCacheHit, sets lastHitEntityId, and continues. Subsequent
+            // tuples of the same entity short-circuit at the top of the loop
+            // body via the lastHitEntityId == entity.Id check above.
             if (!isAnimated && _cache.TryGet(entity.Id, out var cachedEntry))
             {
                 ApplyCacheHit(cachedEntry!, entityWorld, AppendInstanceToGroup);
@@ -440,6 +477,7 @@ public sealed unsafe class WbDrawDispatcher : IDisposable
                 }
 
                 if (diag) _entitiesDrawn++;
+                lastHitEntityId = entity.Id;
                 continue;
             }
 
@@ -869,6 +907,10 @@ public sealed unsafe class WbDrawDispatcher : IDisposable
     /// no next-iteration to trigger <see cref="MaybeFlushOnEntityChange"/>,
     /// so commit its accumulated batches here. No-op when no populate is
     /// pending (the last entity was animated, or the scratch is empty).
+    /// <para>
+    /// End-of-loop only — does NOT reset the caller's tracker locals
+    /// (intentional, since they go out of scope immediately after).
+    /// </para>
     /// </summary>
     internal static void FinalFlushPopulate(
         uint? populateEntityId,
diff --git a/tests/AcDream.Core.Tests/Rendering/Wb/WbDrawDispatcherBucketingTests.cs b/tests/AcDream.Core.Tests/Rendering/Wb/WbDrawDispatcherBucketingTests.cs
index 28c6ff8..06e814b 100644
--- a/tests/AcDream.Core.Tests/Rendering/Wb/WbDrawDispatcherBucketingTests.cs
+++ b/tests/AcDream.Core.Tests/Rendering/Wb/WbDrawDispatcherBucketingTests.cs
@@ -606,4 +606,83 @@ public sealed class WbDrawDispatcherBucketingTests
         // After flush, scratch is cleared so the next entity starts fresh.
         Assert.Empty(scratch);
     }
+
+    [Fact]
+    public void ApplyCacheHit_PerTupleAmplification_DoesNotOccur()
+    {
+        // Regression test for the bug fixed at the commit landing alongside
+        // this test: Task 10's first attempt called ApplyCacheHit per-(entity,
+        // MeshRefIndex) tuple in Draw's foreach, but cachedEntry.Batches is
+        // flat across all MeshRefs of the entity. For a 3-MeshRef building on
+        // frame 2: 3 tuples × 6 cached batches per call = 18 instances drawn
+        // instead of 6. Severe Z-fighting and 3× perf hit on every multi-part
+        // static entity (buildings, statues, multi-MeshRef NPCs).
+        //
+        // This is the symmetric mirror of the Task 9 bug fixed at 00fa8ae —
+        // both came from spec §5.2 describing the foreach as per-entity when
+        // _walkScratch is per-tuple.
+        //
+        // The fix: track lastHitEntityId; the cache-hit fast path fires only
+        // on the FIRST tuple of each entity. Subsequent tuples of the same
+        // entity skip the iteration body via continue.
+        //
+        // This test simulates the inner-loop logic by directly invoking
+        // ApplyCacheHit + AppendInstanceToGroup the way Draw would, with N
+        // tuples for the same entity, asserting that groups[key].Count equals
+        // the cached batch count (6), NOT N × cached batch count (18).
+
+        // Set up a synthetic cache entry with 6 batches (representing 3
+        // MeshRefs × 2 batches each).
+        const int CachedBatchCount = 6;
+        var cache = new EntityClassificationCache();
+        var batches = new CachedBatch[CachedBatchCount];
+        for (int i = 0; i < CachedBatchCount; i++)
+        {
+            batches[i] = MakeCachedBatch(
+                ibo: 1u, firstIndex: (uint)i, indexCount: 6, texHandle: (ulong)(0x100 + i));
+        }
+        cache.Populate(entityId: 100, landblockHint: 0xA9B40000u, batches);
+
+        // Simulate Draw's per-entity loop: 3 tuples for the same entity.
+        // Track which entity has already cache-hit (mirrors the production
+        // lastHitEntityId pattern).
+        var groups = new Dictionary<GroupKey, List<Matrix4x4>>();
+        uint? lastHitEntityId = null;
+        var entityWorld = Matrix4x4.Identity; // simplest case for assertion clarity
+        const uint EntityId = 100;
+        const int MeshRefCount = 3;
+
+        void AppendInstance(GroupKey k, Matrix4x4 m)
+        {
+            if (!groups.TryGetValue(k, out var list))
+            {
+                list = new List<Matrix4x4>();
+                groups[k] = list;
+            }
+            list.Add(m);
+        }
+
+        for (int partIdx = 0; partIdx < MeshRefCount; partIdx++)
+        {
+            // Skip subsequent tuples of an entity that cache-hit (the fix).
+            if (lastHitEntityId == EntityId) continue;
+
+            if (cache.TryGet(EntityId, out var entry))
+            {
+                Assert.NotNull(entry);
+                WbDrawDispatcher.ApplyCacheHit(entry!, entityWorld, AppendInstance);
+                lastHitEntityId = EntityId;
+            }
+        }
+
+        // Assertion: each group's matrix count equals the cached batches matching
+        // that key, NOT (cached batches × MeshRef count). Here each batch has a
+        // unique key, so each group has exactly 1 matrix.
+        int totalMatrices = 0;
+        foreach (var (_, matrices) in groups) totalMatrices += matrices.Count;
+        Assert.Equal(CachedBatchCount, totalMatrices);  // 6, NOT 18
+
+        // Sanity: 6 distinct keys (one per cached batch since FirstIndex differs).
+        Assert.Equal(CachedBatchCount, groups.Count);
+    }
 }