diff --git a/x/mlxrunner/mlx/fp_qmm_t_kmod32_test.go b/x/mlxrunner/mlx/fp_qmm_t_kmod32_test.go
new file mode 100644
index 00000000000..a2cc9275537
--- /dev/null
+++ b/x/mlxrunner/mlx/fp_qmm_t_kmod32_test.go
@@ -0,0 +1,102 @@
+package mlx
+
+import (
+	"math"
+	"math/rand"
+	"testing"
+
+	"github.com/ollama/ollama/x/internal/mlxthreadtest"
+)
+
+// TestFpQmmTKMod32 guards upstream MLX #3912: fp_qmm_t misread past the K
+// dimension when K mod 32 == 16, silently corrupting most of the output.
+//
+// WHY THIS K. 4304 is the vision tower's mlp.down_proj contraction dimension in
+// the gemma4 26b/31b nvfp4 checkpoints — stored packed as [1152, 538] at 8
+// values per word, cross-checked by the group-16 scale tensor at [1152, 269].
+// 12b carries no nvfp4 vision down_proj at all (its text ones are K = 15360 and
+// 65536, both mod 32 == 0), which is why it was unaffected. 4288 is the nearest
+// mod-32-aligned K and is the control: it must stay clean on every build, so a
+// failure at 4288 means something other than this bug.
+//
+// WHAT IT LOOKED LIKE IN PRODUCTION. Not a crash and not a wrong answer that
+// anyone would notice — a single fine-text OCR tier moving from 4 to 3 on one
+// model in one think mode. It cost a day to localise from that symptom. Measured
+// here at MLX ce916dbb: 232722 of 294912 output elements wrong by more than 1.0,
+// max error 24.05. At d9add9d1 (post-fix): zero, max error 0.138.
+//
+// M MUST EXCEED get_qmv_batch_limit. quantized.cpp dispatches to the matrix-
+// VECTOR kernel when M is at or below that limit, which for K=4304, N=1152 is
+// 13. A first attempt at M=8 never reached fp_qmm_t, came back clean on the
+// buggy library, and read as a refutation of a correct diagnosis. If this test
+// is ever "simplified" by shrinking M, it stops testing anything.
+func TestFpQmmTKMod32(t *testing.T) {
+	withMLXThread(t, func(t *mlxthreadtest.T) {
+		const (
+			N     = 1152 // gemma4 vision tower down_proj output dim
+			M     = 256  // must exceed get_qmv_batch_limit (13 here); see above
+			group = 16
+			bits  = 4
+			// Post-fix the aligned K lands at 1.5e-4 and the trigger K at 0.14,
+			// both pure quantisation error. The bug produced 24.05. Anything
+			// above 1.0 is the kernel, not the quantiser.
+			tolerance = 1.0
+		)
+
+		for _, tc := range []struct {
+			name string
+			K    int
+		}{
+			{"aligned_control", 4288},         // K mod 32 == 0
+			{"gemma4_vision_down_proj", 4304}, // K mod 32 == 16, the trigger
+		} {
+			func() {
+				rng := rand.New(rand.NewSource(42))
+				wv := make([]float32, N*tc.K)
+				for i := range wv {
+					wv[i] = float32(rng.NormFloat64())
+				}
+				xv := make([]float32, M*tc.K)
+				for i := range xv {
+					xv[i] = float32(rng.NormFloat64())
+				}
+
+				w := FromValues(wv, N, tc.K)
+				x := FromValues(xv, M, tc.K)
+				wq, scales, biases := Quantize(w, group, bits, "nvfp4")
+
+				// Reference deliberately avoids fp_qmm_t: dequantize, then a
+				// dense matmul. Any disagreement beyond quantisation error is
+				// the quantized kernel.
+				deq := Dequantize(wq, scales, biases, group, bits, "nvfp4", nil)
+				want := Matmul(x, Transpose(deq, 1, 0))
+				got := QuantizedMatmul(x, wq, scales, biases, true, group, bits, "nvfp4", nil)
+				Eval(want, got)
+
+				a, b := want.Floats(), got.Floats()
+				if len(a) != len(b) {
+					t.Fatalf("shape mismatch: reference %d elements, kernel %d", len(a), len(b))
+				}
+				var maxAbs float64
+				var bad int
+				for i := range a {
+					d := math.Abs(float64(a[i]) - float64(b[i]))
+					if d > maxAbs {
+						maxAbs = d
+					}
+					if d > tolerance {
+						bad++
+					}
+				}
+				t.Logf("%s: K=%d (K%%32=%d) max|qmm-reference|=%.6g, %d/%d elements over %.1f",
+					tc.name, tc.K, tc.K%32, maxAbs, bad, len(a), tolerance)
+				if bad > 0 {
+					t.Errorf("fp_qmm_t disagrees with dequantize+matmul at K=%d (K%%32=%d): "+
+						"%d of %d elements off by more than %.1f, max %.6g. "+
+						"This is the MLX #3912 signature; check the MLX pin (%s).",
+						tc.K, tc.K%32, bad, len(a), tolerance, maxAbs, Version())
+				}
+			}()
+		}
+	})
+}