diff --git a/x/mlxrunner/cache/cache.go b/x/mlxrunner/cache/cache.go
index 39f5c1f5a..a513b5717 100644
--- a/x/mlxrunner/cache/cache.go
+++ b/x/mlxrunner/cache/cache.go
@@ -254,8 +254,23 @@ func (c *RotatingKVCache) concat(keys, values *mlx.Array) (newK *mlx.Array, newV
 		mlx.Pin(c.keys, c.values)
 	} else {
 		if c.idx < c.keys.Dim(2) {
-			c.keys.Set(c.keys.Slice(mlx.Slice(), mlx.Slice(), mlx.Slice(0, c.idx), mlx.Slice()))
-			c.values.Set(c.values.Slice(mlx.Slice(), mlx.Slice(), mlx.Slice(0, c.idx), mlx.Slice()))
+			if c.offset <= c.maxSize {
+				// Not yet wrapped: slots [c.idx, Dim) are grow padding
+				// or stale post-rewind data, not live window content.
+				c.keys.Set(c.keys.Slice(mlx.Slice(), mlx.Slice(), mlx.Slice(0, c.idx), mlx.Slice()))
+				c.values.Set(c.values.Slice(mlx.Slice(), mlx.Slice(), mlx.Slice(0, c.idx), mlx.Slice()))
+			} else {
+				// Wrapped: logical order is slots[idx..Dim) then slots[0..idx).
+				// Linearize so the trim + concat below operate on contiguous
+				// positions and preserve the last (maxSize - 1) old tokens.
+				tailK := c.keys.Slice(mlx.Slice(), mlx.Slice(), mlx.Slice(c.idx, c.keys.Dim(2)), mlx.Slice())
+				tailV := c.values.Slice(mlx.Slice(), mlx.Slice(), mlx.Slice(c.idx, c.values.Dim(2)), mlx.Slice())
+				headK := c.keys.Slice(mlx.Slice(), mlx.Slice(), mlx.Slice(0, c.idx), mlx.Slice())
+				headV := c.values.Slice(mlx.Slice(), mlx.Slice(), mlx.Slice(0, c.idx), mlx.Slice())
+				c.keys.Set(tailK.Concatenate(2, headK))
+				c.values.Set(tailV.Concatenate(2, headV))
+				c.idx = c.keys.Dim(2)
+			}
 		}
 
 		// Trim to max_size to maintain sliding window
diff --git a/x/mlxrunner/cache/rotating_multiturn_test.go b/x/mlxrunner/cache/rotating_multiturn_test.go
new file mode 100644
index 000000000..9914e1e86
--- /dev/null
+++ b/x/mlxrunner/cache/rotating_multiturn_test.go
@@ -0,0 +1,338 @@
+package cache
+
+import (
+	"testing"
+
+	"github.com/ollama/ollama/x/mlxrunner/mlx"
+)
+
+// singleTokenKV and multiTokenKV fabricate [B=1, H=1, L, D=2] key/value
+// tensors whose channel value is the token id, so stateIDs can recover
+// which ids survived in the cache.
+func singleTokenKV(id float32) (*mlx.Array, *mlx.Array) {
+	k := mlx.FromValues([]float32{id, id}, 1, 1, 1, 2)
+	v := mlx.FromValues([]float32{id, id}, 1, 1, 1, 2)
+	return k, v
+}
+
+func multiTokenKV(ids []float32) (*mlx.Array, *mlx.Array) {
+	data := make([]float32, 0, 2*len(ids))
+	for _, id := range ids {
+		data = append(data, id, id)
+	}
+	k := mlx.FromValues(data, 1, 1, len(ids), 2)
+	v := mlx.FromValues(data, 1, 1, len(ids), 2)
+	return k, v
+}
+
+// stateIDs returns the ids currently in the cache in slot order (logical
+// after a concat, physical/rotated after a single-token update).
+func stateIDs(t *testing.T, c *RotatingKVCache) []float32 {
+	t.Helper()
+	state := c.State()
+	if state == nil {
+		return nil
+	}
+	mlx.Eval(state[0])
+	flat := state[0].Floats()
+	n := state[0].Dim(2)
+	out := make([]float32, n)
+	for i := range n {
+		out[i] = flat[i*2]
+	}
+	return out
+}
+
+func equalSlice(a, b []float32) bool {
+	if len(a) != len(b) {
+		return false
+	}
+	for i := range a {
+		if a[i] != b[i] {
+			return false
+		}
+	}
+	return true
+}
+
+func feedMulti(c *RotatingKVCache, startID float32, n int) float32 {
+	ids := make([]float32, n)
+	for i := range ids {
+		ids[i] = startID + float32(i)
+	}
+	k, v := multiTokenKV(ids)
+	c.Update(k, v)
+	return startID + float32(n)
+}
+
+func feedSingle(c *RotatingKVCache, id float32) {
+	k, v := singleTokenKV(id)
+	c.Update(k, v)
+}
+
+// TestRotatingKVCacheConcatMidRotationPreservesContext: after the buffer
+// has wrapped, a multi-token concat must keep the (maxSize-1) most recent
+// pre-existing tokens in logical order so the first Q of the new batch
+// has a full sliding window.
+func TestRotatingKVCacheConcatMidRotationPreservesContext(t *testing.T) {
+	skipIfNoMLX(t)
+
+	const window = 4
+	c := NewRotatingKVCache(window)
+
+	nextID := feedMulti(c, 1, 3)
+	for range 6 {
+		feedSingle(c, nextID)
+		nextID++
+	}
+	if c.Offset() != 9 {
+		t.Fatalf("setup: offset=%d want 9", c.Offset())
+	}
+	if c.idx >= c.maxSize {
+		t.Fatalf("setup: expected mid-rotation idx (<%d), got %d", c.maxSize, c.idx)
+	}
+
+	feedMulti(c, 10, 2)
+	got := stateIDs(t, c)
+	want := []float32{7, 8, 9, 10, 11}
+	if !equalSlice(got, want) {
+		t.Fatalf("post-concat window=%v want %v", got, want)
+	}
+	if c.Offset() != 11 {
+		t.Fatalf("offset=%d want 11", c.Offset())
+	}
+}
+
+// TestRotatingKVCacheConcatAlignedInvariant: with an aligned buffer
+// (c.idx == Dim), an L>1 concat keeps the last (maxSize-1) pre-existing
+// tokens plus the full new batch. This is the chunked-prefill contract
+// x/mlxrunner/pipeline.go relies on.
+func TestRotatingKVCacheConcatAlignedInvariant(t *testing.T) {
+	skipIfNoMLX(t)
+
+	const window = 4
+	c := NewRotatingKVCache(window)
+
+	// Chunk 1 fills past maxSize, leaving Dim == maxSize aligned.
+	feedMulti(c, 1, 6)
+	// Chunk 2: the buffer is intentionally oversized to (maxSize-1) + L
+	// so the first new Q has its full window in scope for this forward.
+	feedMulti(c, 7, 3)
+	got := stateIDs(t, c)
+	want := []float32{4, 5, 6, 7, 8, 9}
+	if !equalSlice(got, want) {
+		t.Fatalf("post-chunk-2 buffer=%v want %v", got, want)
+	}
+
+	// The next decode trims oversize back to maxSize; order may be
+	// physical (rotated), so check as a set.
+	feedSingle(c, 10)
+	got = stateIDs(t, c)
+	if len(got) != window {
+		t.Fatalf("post-decode Dim=%d want %d", len(got), window)
+	}
+	seen := map[float32]bool{}
+	for _, v := range got {
+		seen[v] = true
+	}
+	for _, w := range []float32{7, 8, 9, 10} {
+		if !seen[w] {
+			t.Fatalf("post-decode window missing %v (got %v)", w, got)
+		}
+	}
+}
+
+// TestRotatingKVCacheConcatAfterDecodeGrowsBuffer: update() grows the
+// underlying buffer by `step` slots via mlx.Zeros before writing, so
+// after one decode on a short prefill c.idx < Dim even though the cache
+// has not wrapped. Those trailing slots are zero padding and must not
+// be pulled back into the live window on the next concat.
+func TestRotatingKVCacheConcatAfterDecodeGrowsBuffer(t *testing.T) {
+	skipIfNoMLX(t)
+
+	const window = 512
+	c := NewRotatingKVCache(window)
+
+	feedMulti(c, 1, 3)
+	feedSingle(c, 4)
+	feedMulti(c, 5, 3)
+
+	got := stateIDs(t, c)
+	want := []float32{1, 2, 3, 4, 5, 6, 7}
+	if !equalSlice(got, want) {
+		t.Fatalf("growing-buffer concat=%v want %v", got, want)
+	}
+}
+
+// TestRotatingKVCacheConcatAfterLiveRewind: x/mlxrunner/cache.go calls
+// Restore(nil, target) between conversation turns to rewind the cache to
+// the matched prefix. Restore moves c.offset/c.idx without trimming the
+// underlying buffer, so slots [c.idx, Dim) still hold stale pre-rewind
+// tokens. A subsequent concat must drop those, not treat them as wrapped
+// window content.
+func TestRotatingKVCacheConcatAfterLiveRewind(t *testing.T) {
+	skipIfNoMLX(t)
+
+	const window = 8
+	c := NewRotatingKVCache(window)
+
+	// Grow the buffer to exactly maxSize without wrapping.
+	feedMulti(c, 1, 2)
+	for id := float32(3); id <= 8; id++ {
+		feedSingle(c, id)
+	}
+	if c.Offset() != window {
+		t.Fatalf("setup: offset=%d want %d", c.Offset(), window)
+	}
+
+	if !c.Restore(nil, 2) {
+		t.Fatalf("live rewind to 2 failed")
+	}
+	if c.Offset() != 2 {
+		t.Fatalf("post-rewind offset=%d want 2", c.Offset())
+	}
+
+	feedMulti(c, 9, 3)
+	got := stateIDs(t, c)
+	want := []float32{1, 2, 9, 10, 11}
+	if !equalSlice(got, want) {
+		t.Fatalf("post-rewind concat=%v want %v", got, want)
+	}
+	if c.Offset() != 5 {
+		t.Fatalf("offset=%d want 5", c.Offset())
+	}
+}
+
+// TestRotatingKVCacheConcatGrowingBuffer: when oldLen < maxSize the trim
+// formula drops to non-positive and all pre-existing tokens are kept.
+func TestRotatingKVCacheConcatGrowingBuffer(t *testing.T) {
+	skipIfNoMLX(t)
+
+	const window = 4
+	c := NewRotatingKVCache(window)
+
+	feedMulti(c, 1, 2)
+	feedMulti(c, 3, 2)
+	got := stateIDs(t, c)
+	want := []float32{1, 2, 3, 4}
+	if !equalSlice(got, want) {
+		t.Fatalf("growing buffer=%v want %v", got, want)
+	}
+}
+
+// TestRotatingKVCacheRunnerChunkedPrefill mirrors the
+// x/mlxrunner/pipeline.go prefill loop: a long prompt fed through
+// repeated L>1 Update() calls on a single cache. Scaled-down proxy for
+// the Gemma 4 26B case (sliding_window=1024, prefillChunkSize=2048).
+func TestRotatingKVCacheRunnerChunkedPrefill(t *testing.T) {
+	skipIfNoMLX(t)
+
+	const window = 4
+	c := NewRotatingKVCache(window)
+
+	feedMulti(c, 1, 8)
+	if c.Offset() != 8 {
+		t.Fatalf("chunk 1: offset=%d want 8", c.Offset())
+	}
+
+	feedMulti(c, 9, 8)
+	got := stateIDs(t, c)
+	want := []float32{6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
+	if !equalSlice(got, want) {
+		t.Fatalf("chunk 2: buffer=%v want %v", got, want)
+	}
+
+	feedMulti(c, 17, 4)
+	got = stateIDs(t, c)
+	want = []float32{14, 15, 16, 17, 18, 19, 20}
+	if !equalSlice(got, want) {
+		t.Fatalf("chunk 3: buffer=%v want %v", got, want)
+	}
+
+	// Decode trims oversize back to maxSize; order may be physical.
+	feedSingle(c, 21)
+	got = stateIDs(t, c)
+	if len(got) != window {
+		t.Fatalf("post-decode Dim=%d want %d", len(got), window)
+	}
+	seen := map[float32]bool{}
+	for _, v := range got {
+		seen[v] = true
+	}
+	for _, w := range []float32{18, 19, 20, 21} {
+		if !seen[w] {
+			t.Fatalf("post-decode window missing %v (got %v)", w, got)
+		}
+	}
+}
+
+// TestRotatingKVCacheMultiTurnChatSimulation walks a prefill → decode →
+// prefill sequence and checks that each new prefill retains the last
+// (maxSize-1) pre-existing tokens in logical order.
+func TestRotatingKVCacheMultiTurnChatSimulation(t *testing.T) {
+	skipIfNoMLX(t)
+
+	const window = 4
+	c := NewRotatingKVCache(window)
+
+	nextID := feedMulti(c, 1, 2)
+	for range 5 {
+		feedSingle(c, nextID)
+		nextID++
+	}
+	if c.Offset() != 7 {
+		t.Fatalf("turn 1: offset=%d want 7", c.Offset())
+	}
+
+	feedMulti(c, nextID, 3)
+	nextID += 3
+	got := stateIDs(t, c)
+	want := []float32{5, 6, 7, 8, 9, 10}
+	if !equalSlice(got, want) {
+		t.Fatalf("turn 2 prefill buffer=%v want %v", got, want)
+	}
+
+	for range 4 {
+		feedSingle(c, nextID)
+		nextID++
+	}
+	if c.Offset() != 14 {
+		t.Fatalf("turn 2 decode: offset=%d want 14", c.Offset())
+	}
+
+	feedMulti(c, nextID, 2)
+	got = stateIDs(t, c)
+	want = []float32{12, 13, 14, 15, 16}
+	if !equalSlice(got, want) {
+		t.Fatalf("turn 3 prefill buffer=%v want %v", got, want)
+	}
+}
+
+// TestRotatingKVCacheOffsetTracking: Offset() is the monotonic logical
+// token count through any mix of Update() calls — Gemma 4 uses
+// donorEntry.Offset - L for the consumer's RoPE offset.
+func TestRotatingKVCacheOffsetTracking(t *testing.T) {
+	skipIfNoMLX(t)
+
+	c := NewRotatingKVCache(4)
+	nextID := feedMulti(c, 1, 3)
+	if c.Offset() != 3 {
+		t.Fatalf("after prefill 3: offset=%d want 3", c.Offset())
+	}
+	for i := range 5 {
+		feedSingle(c, nextID)
+		nextID++
+		if c.Offset() != 3+i+1 {
+			t.Fatalf("after decode %d: offset=%d want %d", i, c.Offset(), 3+i+1)
+		}
+	}
+	nextID = feedMulti(c, nextID, 2)
+	if c.Offset() != 10 {
+		t.Fatalf("after turn-2 prefill: offset=%d want 10", c.Offset())
+	}
+	// L > maxSize concat.
+	feedMulti(c, nextID, 7)
+	if c.Offset() != 17 {
+		t.Fatalf("after large prefill: offset=%d want 17", c.Offset())
+	}
+}