diff --git a/NAM/wavenet/a2_fast.cpp b/NAM/wavenet/a2_fast.cpp
index 08d52e72..3d7cf0c6 100644
--- a/NAM/wavenet/a2_fast.cpp
+++ b/NAM/wavenet/a2_fast.cpp
@@ -154,6 +154,7 @@ class A2FastModel : public DSP
   void _head_ring_write(int num_frames);
   void _layer_forward(int layer_idx, const float* cond, int num_frames);
   void _head_forward(float* output, int num_frames);
+  void _process_in_chunks(NAM_SAMPLE** input, NAM_SAMPLE** output, int num_frames);
 
   // Compile-time-specialized per-layer kernel. KernelSize is lifted to a
   // template parameter so clang can fully unroll the tap loop and schedule
@@ -733,7 +734,10 @@ template <int Channels>
 void A2FastModel<Channels>::process(NAM_SAMPLE** input, NAM_SAMPLE** output, int num_frames)
 {
   if (num_frames > GetMaxBufferSize())
-    SetMaxBufferSize(num_frames);
+  {
+    _process_in_chunks(input, output, num_frames);
+    return;
+  }
 
   const NAM_SAMPLE* in0 = input[0];
   NAM_SAMPLE* out0 = output[0];
@@ -763,6 +767,24 @@ void A2FastModel<Channels>::process(NAM_SAMPLE** input, NAM_SAMPLE** output, int
     out0[f] = static_cast<NAM_SAMPLE>(head_out[f]);
 }
 
+// A call with more frames than the maximum buffer size, as consecutive calls of at most that size. Growing the
+// buffers instead would allocate on the audio thread, and SetMaxBufferSize() resets every history.
+template <int Channels>
+void A2FastModel<Channels>::_process_in_chunks(NAM_SAMPLE** input, NAM_SAMPLE** output, int num_frames)
+{
+  if (GetMaxBufferSize() == 0)
+  {
+    SetMaxBufferSize(num_frames); // Never Reset(): no state to keep, so size for this call
+  }
+  const int max_frames = GetMaxBufferSize();
+  for (int offset = 0; offset < num_frames; offset += max_frames)
+  {
+    NAM_SAMPLE* input_chunk = input[0] + offset;
+    NAM_SAMPLE* output_chunk = output[0] + offset;
+    A2FastModel<Channels>::process(&input_chunk, &output_chunk, std::min(max_frames, num_frames - offset));
+  }
+}
+
 // -----------------------------------------------------------------------------
 // A2FastConfig — wraps the constructed DSP behind the ModelConfig interface.
 // -----------------------------------------------------------------------------
diff --git a/tools/run_tests.cpp b/tools/run_tests.cpp
index ee827818..b7ca6d7c 100644
--- a/tools/run_tests.cpp
+++ b/tools/run_tests.cpp
@@ -411,6 +411,8 @@ int main()
   test_a2_fast::test_cached_prewarm_full();
   test_a2_fast::test_process_realtime_safe_lite();
   test_a2_fast::test_process_realtime_safe_full();
+  test_a2_fast::test_oversized_call_matches_consecutive_calls_lite();
+  test_a2_fast::test_oversized_call_matches_consecutive_calls_full();
 #endif
 
   std::cout << "Success!" << std::endl;
diff --git a/tools/test/test_a2_fast.cpp b/tools/test/test_a2_fast.cpp
index 914c57d9..d51076ab 100644
--- a/tools/test/test_a2_fast.cpp
+++ b/tools/test/test_a2_fast.cpp
@@ -405,7 +405,7 @@ void test_process_realtime_safe(int channels)
 
   // Exercise several block sizes all within a single pre-sized state so the
   // internal "num_frames > max_buffer_size" guard in process() never fires
-  // (which would legitimately reallocate).
+  // (test_oversized_call_matches_consecutive_calls covers that path).
   const int max_buffer = 256;
   fast_dsp->Reset(48000.0, max_buffer);
 
@@ -453,6 +453,51 @@ void test_process_realtime_safe_full()
   test_process_realtime_safe(8);
 }
 
+// A call with more frames than the maximum buffer size must give exactly what the host gets by making calls of at
+// most that size, without allocating. The fast path used to grow its buffers instead, which allocated on the audio
+// thread and reset every history mid-stream.
+void test_oversized_call_matches_consecutive_calls(int channels)
+{
+  const int max_buffer = 32;
+  const int call_size = 100; // Not a multiple of max_buffer, so each call's last chunk is short
+  const int num_calls = 20;
+  const auto cfg = build_a2_config(channels);
+  const auto weights = make_deterministic_weights(a2_weight_count(channels), /*seed=*/0xA2FA500u + channels);
+  std::vector<std::unique_ptr<nam::DSP>> dsps;
+  for (int i = 0; i < 2; i++)
+  {
+    std::vector<float> w = weights;
+    dsps.push_back(nam::wavenet::a2_fast::create_a2_fast_config(cfg, 48000.0)->create(std::move(w), 48000.0));
+    dsps.back()->Reset(48000.0, max_buffer);
+  }
+  auto& consecutive = *dsps[0];
+  auto& oversized = *dsps[1];
+
+  const auto input = make_test_input(num_calls * call_size, 48000.0);
+  std::vector<NAM_SAMPLE> actual(call_size);
+  for (int call = 0; call < num_calls; call++)
+  {
+    std::vector<NAM_SAMPLE> x(input.begin() + call * call_size, input.begin() + (call + 1) * call_size);
+    const auto expected = process_dsp(consecutive, x, max_buffer);
+    NAM_SAMPLE* in_ptr = x.data();
+    NAM_SAMPLE* out_ptr = actual.data();
+    const std::string test_name = "A2FastModel<" + std::to_string(channels) + ">::process oversized";
+    allocation_tracking::run_allocation_test_no_allocations(
+      nullptr, [&]() { oversized.process(&in_ptr, &out_ptr, call_size); }, nullptr, test_name.c_str());
+    assert(actual == expected);
+  }
+}
+
+void test_oversized_call_matches_consecutive_calls_lite()
+{
+  test_oversized_call_matches_consecutive_calls(3);
+}
+
+void test_oversized_call_matches_consecutive_calls_full()
+{
+  test_oversized_call_matches_consecutive_calls(8);
+}
+
 } // namespace test_a2_fast
 
 #endif // NAM_ENABLE_A2_FAST