diff --git a/internal/recommendation/suggestions.go b/internal/recommendation/suggestions.go
index fbef853f..1898d35b 100644
--- a/internal/recommendation/suggestions.go
+++ b/internal/recommendation/suggestions.go
@@ -13,7 +13,11 @@ package recommendation
 
 import (
 	"context"
+	"crypto/md5"
+	"encoding/hex"
 	"fmt"
+	"sort"
+	"time"
 
 	"github.com/jackc/pgx/v5/pgtype"
 	"github.com/jackc/pgx/v5/pgxpool"
@@ -53,10 +57,14 @@ func SuggestArtists(ctx context.Context, pool *pgxpool.Pool, userID pgtype.UUID,
 		halfLifeDays = 30
 	}
 	q := dbq.New(pool)
+	// Over-fetch so there is something to rotate through. A deterministic
+	// top-N over a score ordering shows the same faces every day until one is
+	// requested away — the tail of the ranking was unreachable (#2367
+	// mechanism 1). Selection from this pool happens in selectSuggestions.
 	rows, err := q.SuggestArtistsForUser(ctx, dbq.SuggestArtistsForUserParams{
 		UserID:  userID,
 		Column2: halfLifeDays,
-		Limit:   int32(limit),
+		Limit:   int32(poolSizeFor(limit)),
 	})
 	if err != nil {
 		return nil, fmt.Errorf("suggest: query: %w", err)
@@ -109,5 +117,133 @@ func SuggestArtists(ctx context.Context, pool *pgxpool.Pool, userID pgtype.UUID,
 			Attribution: attribution,
 		})
 	}
-	return out, nil
+	return selectSuggestions(out, limit, rotationDay(time.Now())), nil
+}
+
+// Pool multiplier: how many scored candidates to fetch per slot shown, so the
+// rotation has somewhere to rotate. 4x keeps a day's deck genuinely different
+// from yesterday's without pulling the whole long tail (whose scores are noise)
+// into every request.
+const suggestionPoolFactor = 4
+
+// Hard ceiling on the fetched pool. The scored tail past this is low-signal, so
+// paying for it would buy churn rather than better suggestions.
+const suggestionPoolMax = 60
+
+func poolSizeFor(limit int) int {
+	n := limit * suggestionPoolFactor
+	if n > suggestionPoolMax {
+		return suggestionPoolMax
+	}
+	return n
+}
+
+// rotationDay is the bucket the daily rotation hashes against. Server-local
+// date, matching the `current_date` the Home rows already rotate on, so the
+// whole product turns over at the same moment.
+func rotationDay(now time.Time) string {
+	return now.Format("2006-01-02")
+}
+
+// selectSuggestions turns the scored pool into the response.
+//
+// Pure by design — no DB, no clock — so the rotation and diversity rules are
+// unit-testable without Postgres. Callers pass the day bucket in.
+//
+// Three rules, in order:
+//
+//  1. Diversity cap. Walking in score order, a candidate is dropped once its
+//     dominant seed already owns maxPerSeed slots. Nothing capped this before,
+//     so all twelve slots could be neighbours of one artist and the surface
+//     read as a single narrow cluster (#2367 mechanism 4).
+//  2. Head. The best few by score always lead, so the strongest matches are
+//     never rotated out of sight. Mirrors For You's head/tail shape.
+//  3. Tail. The rest of the slots are drawn from the remaining pool ordered by
+//     md5(mbid + day) — the same daily-stable idiom the Home rows use. Stable
+//     within a day, different tomorrow, and it needs no stored state.
+func selectSuggestions(pool []ArtistSuggestion, limit int, day string) []ArtistSuggestion {
+	if len(pool) <= limit {
+		return pool
+	}
+	preferred, overflow := partitionPerSeed(pool, maxPerSeedFor(limit))
+
+	headCount := limit / 3
+	if headCount > len(preferred) {
+		headCount = len(preferred)
+	}
+	out := make([]ArtistSuggestion, 0, limit)
+	out = append(out, preferred[:headCount]...)
+
+	// Hash once per candidate, not once per comparison.
+	rest := preferred[headCount:]
+	tail := make([]rotatable, 0, len(rest))
+	for _, s := range rest {
+		tail = append(tail, rotatable{key: rotationKey(s.MBID, day), suggestion: s})
+	}
+	sort.SliceStable(tail, func(i, j int) bool { return tail[i].key < tail[j].key })
+	for _, r := range tail {
+		if len(out) >= limit {
+			break
+		}
+		out = append(out, r.suggestion)
+	}
+	// Diversity is a PREFERENCE, not a quota that may starve the deck. A user
+	// whose whole pool hangs off one or two seeds would otherwise get a
+	// three-card surface, which is worse than the monoculture we were avoiding
+	// (and is the vanish-or-nothing shape rule #131 exists to prevent). Top up
+	// in score order from what the cap set aside.
+	for _, s := range overflow {
+		if len(out) >= limit {
+			break
+		}
+		out = append(out, s)
+	}
+	return out
+}
+
+// rotatable pairs a candidate with its precomputed daily rotation key.
+type rotatable struct {
+	key        string
+	suggestion ArtistSuggestion
+}
+
+// maxPerSeedFor keeps roughly a quarter of the deck attributable to any single
+// seed artist — enough for a strong affinity to be well represented, not enough
+// for it to BE the deck. Floored at 1 so a small limit still returns something.
+func maxPerSeedFor(limit int) int {
+	n := limit / 4
+	if n < 1 {
+		return 1
+	}
+	return n
+}
+
+// partitionPerSeed splits the pool by whether each candidate's dominant
+// (highest-contributing) seed still has allowance left. Input must be in score
+// order; both outputs preserve it.
+//
+// Candidates with no attribution are always preferred — there is no seed to
+// attribute them to, so they cannot be the cause of a monoculture.
+func partitionPerSeed(pool []ArtistSuggestion, maxPerSeed int) (preferred, overflow []ArtistSuggestion) {
+	perSeed := make(map[pgtype.UUID]int, len(pool))
+	preferred = make([]ArtistSuggestion, 0, len(pool))
+	for _, s := range pool {
+		if len(s.Attribution) == 0 {
+			preferred = append(preferred, s)
+			continue
+		}
+		dominant := s.Attribution[0].ArtistID
+		if perSeed[dominant] >= maxPerSeed {
+			overflow = append(overflow, s)
+			continue
+		}
+		perSeed[dominant]++
+		preferred = append(preferred, s)
+	}
+	return preferred, overflow
+}
+
+func rotationKey(mbid, day string) string {
+	sum := md5.Sum([]byte(mbid + day))
+	return hex.EncodeToString(sum[:])
 }
diff --git a/internal/recommendation/suggestions_select_test.go b/internal/recommendation/suggestions_select_test.go
new file mode 100644
index 00000000..c73ad91c
--- /dev/null
+++ b/internal/recommendation/suggestions_select_test.go
@@ -0,0 +1,170 @@
+package recommendation
+
+import (
+	"fmt"
+	"testing"
+
+	"github.com/jackc/pgx/v5/pgtype"
+)
+
+// selectSuggestions is deliberately pure (no DB, no clock), so the rotation and
+// diversity rules from slice #2373 are covered here in the fast lane rather
+// than behind the integration gate.
+
+func seedID(n byte) pgtype.UUID {
+	var u pgtype.UUID
+	u.Bytes[0] = n
+	u.Valid = true
+	return u
+}
+
+// candidate builds a pool entry attributed to the given dominant seed.
+func candidate(mbid string, score float64, dominant byte) ArtistSuggestion {
+	return ArtistSuggestion{
+		MBID:  mbid,
+		Name:  mbid,
+		Score: score,
+		Attribution: []SeedContribution{
+			{ArtistID: seedID(dominant), Contribution: score},
+		},
+	}
+}
+
+// poolOf returns n candidates in descending score order, spread across
+// `seeds` distinct dominant seeds.
+func poolOf(n int, seeds int) []ArtistSuggestion {
+	out := make([]ArtistSuggestion, 0, n)
+	for i := 0; i < n; i++ {
+		out = append(out, candidate(fmt.Sprintf("mbid-%02d", i), 1.0-float64(i)*0.01, byte(i%seeds)))
+	}
+	return out
+}
+
+func mbids(in []ArtistSuggestion) []string {
+	out := make([]string, 0, len(in))
+	for _, s := range in {
+		out = append(out, s.MBID)
+	}
+	return out
+}
+
+func TestSelectSuggestions_ReturnsPoolUnchangedWhenNotOverfetched(t *testing.T) {
+	pool := poolOf(5, 5)
+	got := selectSuggestions(pool, 12, "2026-08-01")
+	if len(got) != 5 {
+		t.Fatalf("len = %d, want 5 (nothing to rotate)", len(got))
+	}
+	if got[0].MBID != "mbid-00" {
+		t.Errorf("first = %q, want mbid-00", got[0].MBID)
+	}
+}
+
+func TestSelectSuggestions_FillsTheRequestedLimit(t *testing.T) {
+	got := selectSuggestions(poolOf(48, 8), 12, "2026-08-01")
+	if len(got) != 12 {
+		t.Fatalf("len = %d, want 12", len(got))
+	}
+}
+
+// The reported symptom: the deck must change day to day without the user
+// requesting anything.
+func TestSelectSuggestions_RotatesAcrossDays(t *testing.T) {
+	pool := poolOf(48, 8)
+	day1 := mbids(selectSuggestions(pool, 12, "2026-08-01"))
+	day2 := mbids(selectSuggestions(pool, 12, "2026-08-02"))
+
+	if fmt.Sprint(day1) == fmt.Sprint(day2) {
+		t.Fatalf("deck identical across days: %v", day1)
+	}
+	// ...but stable WITHIN a day, or the surface would reshuffle on every
+	// pull-to-refresh, which reads as broken rather than fresh.
+	again := mbids(selectSuggestions(pool, 12, "2026-08-01"))
+	if fmt.Sprint(day1) != fmt.Sprint(again) {
+		t.Errorf("same day differed:\n %v\n %v", day1, again)
+	}
+}
+
+// The strongest matches should never rotate out of sight.
+func TestSelectSuggestions_HeadIsStableTopScorers(t *testing.T) {
+	pool := poolOf(48, 8)
+	for _, day := range []string{"2026-08-01", "2026-08-02", "2026-09-15"} {
+		got := selectSuggestions(pool, 12, day)
+		if got[0].MBID != "mbid-00" {
+			t.Errorf("day %s: first = %q, want mbid-00 (top score leads)", day, got[0].MBID)
+		}
+	}
+}
+
+// #2367 mechanism 4: all twelve slots could be neighbours of one artist.
+//
+// The pool is deliberately SKEWED — one seed owns the entire top of the score
+// ranking — because that is the only shape where a cap can bite. With scores
+// spread evenly across seeds the top-N is already diverse and the cap is
+// untestable (an earlier version of this test asserted against an even pool and
+// could not fail).
+func TestSelectSuggestions_CapsOneDominantSeed(t *testing.T) {
+	const dominantRun = 20
+	pool := make([]ArtistSuggestion, 0, 48)
+	for i := 0; i < dominantRun; i++ { // seed 0 owns the 20 best scores
+		pool = append(pool, candidate(fmt.Sprintf("dom-%02d", i), 1.0-float64(i)*0.01, 0))
+	}
+	for i := 0; i < 28; i++ { // seeds 1..9 hold everything below
+		pool = append(pool, candidate(fmt.Sprintf("oth-%02d", i), 0.80-float64(i)*0.01, byte(1+i%9)))
+	}
+
+	got := selectSuggestions(pool, 12, "2026-08-01")
+	if len(got) != 12 {
+		t.Fatalf("len = %d, want 12", len(got))
+	}
+
+	perSeed := map[pgtype.UUID]int{}
+	for _, s := range got {
+		perSeed[s.Attribution[0].ArtistID]++
+	}
+	// Uncapped, the top 12 by score would be 12 of seed 0's neighbours.
+	if n := perSeed[seedID(0)]; n > maxPerSeedFor(12) {
+		t.Errorf("dominant seed owns %d of 12 slots, want <= %d: %v",
+			n, maxPerSeedFor(12), mbids(got))
+	}
+	if len(perSeed) < 4 {
+		t.Errorf("deck spans only %d seeds, want >= 4: %v", len(perSeed), mbids(got))
+	}
+}
+
+// Diversity must not starve the deck (rule #131): a pool hanging off a single
+// seed should still fill, not collapse to maxPerSeed entries.
+func TestSelectSuggestions_SingleSeedPoolStillFills(t *testing.T) {
+	got := selectSuggestions(poolOf(30, 1), 12, "2026-08-01")
+	if len(got) != 12 {
+		t.Fatalf("len = %d, want 12 (cap must not starve the deck)", len(got))
+	}
+	if got[0].MBID != "mbid-00" {
+		t.Errorf("first = %q, want mbid-00", got[0].MBID)
+	}
+}
+
+// A candidate with no attribution has no seed to blame, so it must never be
+// held back by the diversity cap.
+func TestPartitionPerSeed_UnattributedNeverCapped(t *testing.T) {
+	pool := []ArtistSuggestion{
+		candidate("a", 0.9, 1),
+		candidate("b", 0.8, 1),
+		{MBID: "orphan", Score: 0.1},
+	}
+	preferred, overflow := partitionPerSeed(pool, 1)
+	if len(preferred) != 2 || preferred[1].MBID != "orphan" {
+		t.Errorf("preferred = %v, want [a orphan]", mbids(preferred))
+	}
+	if len(overflow) != 1 || overflow[0].MBID != "b" {
+		t.Errorf("overflow = %v, want [b]", mbids(overflow))
+	}
+}
+
+func TestPoolSizeFor_OverfetchesButIsBounded(t *testing.T) {
+	if got := poolSizeFor(12); got != 48 {
+		t.Errorf("poolSizeFor(12) = %d, want 48", got)
+	}
+	if got := poolSizeFor(50); got != suggestionPoolMax {
+		t.Errorf("poolSizeFor(50) = %d, want the %d ceiling", got, suggestionPoolMax)
+	}
+}