ai-memory 0.7.1

AI-agnostic persistent memory system — MCP server, HTTP API, and CLI for any AI platform
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
2030
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
// Copyright 2026 AlphaOne LLC
// SPDX-License-Identifier: Apache-2.0

//! HNSW (Hierarchical Navigable Small World) vector index for fast approximate
//! nearest-neighbor search over memory embeddings.
//!
//! Built on `instant-distance`. The index is constructed at startup from all
//! stored embeddings. New memories added during the session go into an overflow
//! list that is scanned linearly alongside the HNSW results — the index is
//! rebuilt lazily once the overflow exceeds a threshold.

use instant_distance::{Builder, HnswMap, Search};
// `instant_distance::Point` is the trait that supplies the
// `EmbeddingPoint::distance` method; it has to be in scope for the
// in-module tests (`embedding_point_distance_*`) to call it as a
// method. The lib code itself goes through the slice-borrow
// `cosine_distance` helper post-#1087 so the `Point` impl is the
// only consumer of the trait at the bare-name level.
#[cfg(test)]
use instant_distance::Point;
use std::sync::Arc;
use std::sync::Mutex;
use std::sync::atomic::{AtomicBool, Ordering};
use std::sync::mpsc::Sender;
use std::thread::JoinHandle;

use crate::hooks::EvictionEvent;

/// Tracing target for the HNSW eviction worker (#1558 tracing-target SSOT).
const EVICTION_TRACE_TARGET: &str = "hnsw.eviction";

/// Maximum overflow entries before triggering a rebuild.
const REBUILD_THRESHOLD: usize = 200;

/// #1037 (2026-05-21) — bounded spin-wait window for [`VectorIndex::rebuild`]
/// (the sync shim) when [`VectorIndex::rebuild_async`] short-circuited to
/// a no-op handle because a prior async rebuild was still in flight.
/// 1 second is well under any sensible sync-rebuild expectation
/// (production callers use `rebuild_async`); the budget exists only
/// to convert "silently return stale graph" → "bounded timeout, then
/// best-effort swap".
const REBUILD_WAIT_TIMEOUT: std::time::Duration = std::time::Duration::from_secs(1);
/// Poll cadence for bounded waits on an in-flight rebuild. Shared by
/// the [`VectorIndex::rebuild`] sync shim (#1037) and the #1579 B3
/// boot warm-up retry loops (`warm_boot`,
/// `daemon_runtime::spawn_vector_index_boot_load`).
pub(crate) const REBUILD_WAIT_POLL_INTERVAL: std::time::Duration =
    std::time::Duration::from_millis(10);

/// #1579 B3 — minimum embedded-row count before a ONE-SHOT CLI
/// invocation builds an HNSW graph. Below this, the recall pipeline's
/// linear-scan fallback (`vector_index = None`) answers the semantic
/// phase in ≤ 35 ms (P1 audit, 10-20k rows) while graph construction
/// costs ~40 s at 10k vectors — a build that is then thrown away when
/// the process exits. Long-lived processes (serve / MCP stdio) always
/// build (asynchronously, see `daemon_runtime::spawn_vector_index_boot_load`)
/// because they amortise the cost across many recalls.
pub const CLI_HNSW_BUILD_MIN_ENTRIES: usize = 20_000;

/// Maximum entries before evicting oldest to prevent unbounded memory growth.
///
/// Production code uses the constant 100_000. Tests may construct a
/// `VectorIndex` with a custom cap via [`VectorIndex::with_max_entries_for_test`]
/// — that knob is stored on the index instance itself, so it does
/// NOT affect concurrent tests running with the default cap. The
/// constant lives here so call sites (and the per-event tracing
/// payload) reference one canonical value.
const MAX_ENTRIES: usize = 100_000;

// ---------------------------------------------------------------------------
// v0.6.3.1 (P3, G2): eviction observability
//
// `MAX_ENTRIES`-triggered eviction in `insert()` previously dropped the
// oldest embeddings silently — operators near the cap lost recall quality
// invisibly. The two counters below + the structured `hnsw.eviction`
// tracing event close that gap:
//
//   - eviction count — cumulative count surfaced via
//     `db::stats().index_evictions_total` (and capabilities) AND at
//     `/metrics` as `ai_memory_hnsw_evictions_total`.
//   - last-eviction wall clock — UNIX nanoseconds of the most recent
//     eviction; capabilities derive `hnsw.evicted_recently` from this
//     with a 60 s rolling window.
//
// **pm-v3.1 PR8 (issue #1174).** Pre-PR8 the counters were two free
// `static AtomicU64`s at the top of this file. PR8 sank both into the
// metrics registry (`src/metrics.rs::HNSW_EVICTIONS_TOTAL` +
// `HNSW_LAST_EVICTION_AT_NANOS`, plus matching Prometheus
// `IntCounter` / `IntGauge` handles on `Metrics`) so the eviction
// signal is `/metrics`-scrape-visible without a separate observer
// thread. The accessor signatures here are preserved verbatim for
// call-site backward compat.
//
// Process-local. The counters reset on restart because the index itself
// resets on restart. Both atomics are touched only on the eviction edge
// (rare: requires >100k vectors), so there is no measurable hot-path cost.
// ---------------------------------------------------------------------------

/// Cumulative HNSW oldest-eviction count since process start.
///
/// Surfaces in `memory_stats`. Non-zero indicates the in-memory vector
/// index has hit `MAX_ENTRIES` and dropped older embeddings; recall
/// quality may have degraded for evicted ids until they are re-inserted
/// (e.g. on next access via `recall` touch path).
///
/// pm-v3.1 PR8: thin shim over `crate::metrics::hnsw_evictions_total()`.
#[must_use]
pub fn index_evictions_total() -> u64 {
    crate::metrics::hnsw_evictions_total()
}

// ---------------------------------------------------------------------------
// M8 (v0.7.0 round-2) — eviction-rate observability.
//
// Operators who hit the 100k cap need two signals:
//
//   1. Per-eviction WARN — surface every eviction event so operators
//      see drift before recall quality has noticeably degraded.
//   2. Rolling-rate ERROR — when the trailing-hour eviction rate
//      exceeds the M8 ceiling, escalate to ERROR so the ops dashboard
//      raises a page. The escalation message names the operator
//      knobs (`vector_index_capacity` / "move to dedicated vector DB")
//      so the on-call has the remediation in the log line.
//
// Implementation: a small fixed-size ring buffer of UNIX-nanosecond
// timestamps. Each eviction `push`es a stamp; the rolling-rate check
// counts how many stamps sit inside the trailing-hour window. The
// ring is locked behind a `Mutex` for write-coherent visibility; the
// path runs only on the eviction edge so the lock cost is negligible.
// ---------------------------------------------------------------------------

/// M8 eviction-rate ceiling: events / hour past which the rolling
/// observer escalates from WARN to ERROR.
const EVICTION_RATE_CEILING_PER_HOUR: usize = 10;

/// Rolling-hour ring buffer capacity. Chosen so the ring can hold the
/// ceiling plus headroom for burstiness; older entries are
/// transparently evicted on push.
const EVICTION_RATE_RING_CAP: usize = 64;

/// v0.7.0 #1093 — eviction-rate ring buffer. Switched from
/// `Mutex<Vec<u64>>` to `Mutex<VecDeque<u64>>` so the cap-eviction
/// path is O(1) `pop_front` instead of O(N) `Vec::remove(0)`.
static EVICTION_RATE_RING: Mutex<std::collections::VecDeque<u64>> =
    Mutex::new(std::collections::VecDeque::new());

/// Whether an eviction occurred within the trailing `window_secs`.
///
/// Used by capabilities (P1) to set `hnsw.evicted_recently` so operators
/// can see ongoing pressure on the cap, not just the cumulative count.
/// Returns `false` when no evictions have ever happened in this process.
#[must_use]
pub fn evicted_recently(window_secs: u64) -> bool {
    let last = crate::metrics::hnsw_last_eviction_at_nanos();
    if last == 0 {
        return false;
    }
    let now_nanos = std::time::SystemTime::now()
        .duration_since(std::time::UNIX_EPOCH)
        .map(|d| d.as_nanos())
        .unwrap_or(0);
    // Saturating math: clock can move backwards on some VMs.
    let elapsed_nanos = u128::from(u64::MAX).min(now_nanos.saturating_sub(u128::from(last)));
    elapsed_nanos < u128::from(window_secs).saturating_mul(1_000_000_000)
}

/// Reset the eviction counters. Test-only — production callers must not
/// reach into the counter directly. The function is `pub` (rather than
/// `pub(crate)`) so the integration-test crate at `tests/` can drive it
/// alongside the public `index_evictions_total()` accessor; renaming
/// keeps the intent obvious at every call site.
///
/// pm-v3.1 PR8: thin shim over
/// `crate::metrics::reset_hnsw_eviction_counters_for_test()`.
#[doc(hidden)]
pub fn reset_eviction_counters_for_test() {
    crate::metrics::reset_hnsw_eviction_counters_for_test();
    if let Ok(mut g) = EVICTION_RATE_RING.lock() {
        g.clear();
    }
}

/// M8 (v0.7.0 round-2) — push the latest eviction timestamp into the
/// rolling-hour ring and return how many stamps now sit inside the
/// trailing hour. Producers call this once per eviction event;
/// the caller branches on the returned count to escalate from WARN
/// (already emitted) to ERROR.
fn record_eviction_and_count_recent(now_nanos: u64) -> usize {
    const ONE_HOUR_NANOS: u64 = crate::SECS_PER_HOUR as u64 * 1_000_000_000;
    let cutoff = now_nanos.saturating_sub(ONE_HOUR_NANOS);
    let Ok(mut ring) = EVICTION_RATE_RING.lock() else {
        // Poisoned lock — observability is best-effort, return 0 so
        // the caller does not over-escalate.
        return 0;
    };
    // Drop stale entries first so the ring stays bounded and the
    // count reflects the trailing hour.
    ring.retain(|t| *t >= cutoff);
    if ring.len() >= EVICTION_RATE_RING_CAP {
        // v0.7.0 #1093 — VecDeque::pop_front is O(1); pre-#1093
        // Vec::remove(0) was O(N) (backing-buffer shift).
        ring.pop_front();
    }
    ring.push_back(now_nanos);
    ring.len()
}

/// A point in the HNSW index — wraps a dense embedding vector.
#[derive(Clone, Debug)]
pub struct EmbeddingPoint(pub Vec<f32>);

/// v0.7.0 #1087 — slice-borrow cosine-distance helper used by the
/// overflow scan in [`VectorIndex::search`] to compute distances
/// against the stored `Vec<f32>` without cloning each overflow
/// embedding into a fresh `EmbeddingPoint`. Embeddings are
/// L2-normalised so dot product = cosine similarity.
#[inline]
fn cosine_distance(a: &[f32], b: &[f32]) -> f32 {
    let dot: f32 = a.iter().zip(b.iter()).map(|(x, y)| x * y).sum();
    let dist = 1.0 - dot;
    // #1684 — a NaN/±Inf component (local seed/insert paths bypass
    // `federation::sanitize_shipped_vector`) makes `dist` non-finite; NaN is
    // UNORDERED under `partial_cmp`, which previously aborted the sort via
    // `.unwrap()` on `None` and killed the single-threaded MCP process.
    // Collapse non-finite to `f32::MAX` so a poisoned row ranks LAST instead of
    // corrupting (or crashing) the candidate set. Mirrors the finite-or-floor
    // defense in `Embedder::cosine_similarity` (src/embeddings.rs).
    if dist.is_finite() { dist } else { f32::MAX }
}

impl instant_distance::Point for EmbeddingPoint {
    fn distance(&self, other: &Self) -> f32 {
        cosine_distance(&self.0, &other.0)
    }
}

// ---------------------------------------------------------------------------
// #968 (Wave-2 Tier-C3) — async rebuild + double-buffering.
//
// Prior to #968 every HNSW rebuild ran SYNCHRONOUSLY on the request thread:
// `Self::build_hnsw(&state.all_entries)` is CPU-bound (graph construction
// is O(N log N) with constant factors that put 100k vectors at ~3-10s on
// commodity hardware) and the producer's `insert()` call simply blocked
// until the new graph was ready. Search callers contending for the same
// `inner` mutex blocked too — recall p95 spiked from <20 ms to multi-second.
//
// The fix is a double-buffer pattern with background-task swap-in:
//   • The `active` slot (inside `IndexState`) is the index that serves
//     reads. Search holds the inner lock only long enough to clone the
//     overflow + collect valid IDs; the HNSW search itself runs against
//     the active graph held under the same lock (instant-distance's
//     `Search::default()` is per-call scratch, no shared state).
//   • The `warming` slot is `Arc<Mutex<Option<HnswMap>>>`. A background
//     thread (`std::thread::spawn` — HNSW build is CPU-bound; no tokio
//     runtime needed) builds the new graph from a snapshot of
//     `all_entries`, then drops it into `warming`. On the next
//     `try_swap_warming()` (called from search + insert + explicit poll)
//     the warmed graph atomically replaces `active`. The mutex hold
//     spans only the std::mem::swap — microseconds.
//   • Concurrent writes during rebuild: writes flow into `overflow` and
//     `all_entries` normally while the background task is building from
//     the snapshot. On swap, we trim `overflow` of the entries already
//     captured in the snapshot (the snapshot length is recorded when the
//     job kicks off). Entries inserted AFTER the snapshot remain in
//     overflow and are searched linearly until the next rebuild captures
//     them. No write is ever dropped.
//   • Rebuild failures: a panicking build-thread leaves `warming`
//     untouched (`None`); `active` is unchanged. The `JoinHandle` exposes
//     the panic to the caller via `JoinHandle::join()`. The
//     `rebuild_in_flight` atomic flips back to `false` whether the
//     thread succeeded or panicked (via a drop-guard `RebuildGuard`).
// ---------------------------------------------------------------------------

/// Snapshot-bound rebuild job. Carries the captured `all_entries` plus
/// the overflow length at snapshot time so the post-swap overflow trim
/// is deterministic. The trim must use the overflow length specifically
/// (NOT `all_entries.len()`) because writes between snapshot and swap
/// extend overflow; only the overflow PREFIX whose entries are now in
/// the new graph is safe to drop.
struct RebuildSnapshot {
    entries: Vec<(String, Vec<f32>)>,
    /// Length of `overflow` at the moment the snapshot was taken. The
    /// swap path drains the first `overflow_at_snapshot` entries from
    /// `state.overflow` — those entries are now in the new graph.
    /// Anything inserted AFTER the snapshot remains in overflow for
    /// the next rebuild cycle. Capturing the OVERFLOW length (not the
    /// all-entries length) is load-bearing for correctness under
    /// concurrent writes during rebuild.
    overflow_at_snapshot: usize,
    /// v0.7.0 #1074 (SR-2 #2, HIGH) — generation counter snapshot.
    /// The eviction path bumps `state.overflow_generation` and
    /// `state.clear()`s `overflow`. If a rebuild snapshot was
    /// captured BEFORE the eviction, its `overflow_generation` will
    /// not match the post-eviction `state.overflow_generation`, and
    /// the swap path knows the snapshot is stale: it must NOT drain
    /// overflow entries (those entries are post-eviction inserts not
    /// in the snapshot's `entries`), and the warmed graph itself is
    /// stale (it was built from pre-eviction `all_entries` that have
    /// since been shrunk). The safe action is to drop the warmed
    /// result without swapping AND without draining, then let the
    /// next rebuild capture the current state.
    overflow_generation: u64,
}

/// Drop-guard that clears the `rebuild_in_flight` flag even if the
/// background build panics. Without this, a panic in `build_hnsw` (e.g.
/// OOM in `instant_distance::Builder::build`) would leave the flag
/// stuck-on and prevent any future rebuild from being scheduled.
struct RebuildGuard {
    flag: Arc<AtomicBool>,
}

impl Drop for RebuildGuard {
    fn drop(&mut self) {
        self.flag.store(false, Ordering::SeqCst);
    }
}

/// Thread-safe HNSW index over memory embeddings.
pub struct VectorIndex {
    /// The built HNSW index — maps embedding points to memory IDs.
    inner: Mutex<IndexState>,
    /// #968 — warming slot for the double-buffer pattern. The background
    /// rebuild thread parks the freshly-built graph here; readers/writers
    /// observe it via [`Self::try_swap_warming`] on their next inner-lock
    /// acquisition. `Some` means a rebuild has finished and is awaiting
    /// swap-in; `None` means no warmed graph is ready.
    warming: Arc<Mutex<Option<RebuildResult>>>,
    /// #968 — coordinator flag. `true` while a background rebuild is in
    /// flight; prevents the auto-rebuild path in `insert()` from
    /// spawning a second concurrent build (one CPU-bound build at a
    /// time is enough — successive rebuilds chase the same target).
    /// Cleared by the rebuild thread's drop-guard whether the build
    /// succeeded or panicked.
    rebuild_in_flight: Arc<AtomicBool>,
    /// v0.7.0 (R3-S1) — eviction sink. The `MAX_ENTRIES`-triggered
    /// drain in `insert()` pushes an [`EvictionEvent`] onto this
    /// channel for each evicted id; a hook-aware observer above this
    /// layer drains the channel and fires the `on_index_eviction`
    /// chain off the hot path. Wired by the daemon at startup
    /// (`daemon_runtime`) via [`Self::set_eviction_sink`]. Optional —
    /// CLI / test builds that never bring up the hooks pipeline leave
    /// it `None` and the sink-push is a no-op so eviction throughput
    /// is unaffected. Closes the G2 / G8 "fire site exists but not
    /// wired" gap that the prior `tracing::warn!`-only implementation
    /// left open.
    ///
    /// `Mutex` (not `RwLock`) because writes happen exactly twice in
    /// the process lifetime (`set_eviction_sink` at startup and
    /// `Drop`) and reads happen only on the eviction edge which is
    /// itself already serialized through `inner`. The non-blocking
    /// `try_send` semantics on the channel make sink-push safe to
    /// hold across the inner-state lock without risk of deadlock.
    eviction_sink: Mutex<Option<Sender<EvictionEvent>>>,
}

/// #968 — payload the rebuild thread parks in the `warming` slot when
/// the build completes. Carries the new graph PLUS the overflow length
/// at snapshot time so the swap path can trim `overflow` deterministically:
/// the prefix `..overflow_at_snapshot` is now in the graph; entries
/// inserted AFTER the snapshot (the suffix) remain in `overflow` for
/// the next cycle.
struct RebuildResult {
    hnsw: Option<HnswMap<EmbeddingPoint, String>>,
    overflow_at_snapshot: usize,
    /// v0.7.0 #1074 — propagated from the snapshot so the swap path
    /// can detect a stale-by-eviction warming result.
    overflow_generation: u64,
    /// #1579 — number of entries captured in the snapshot this graph
    /// was built from. On swap it becomes the new
    /// `IndexState::graph_entry_count`, the coverage accounting behind
    /// [`VectorIndex::is_fully_searchable`].
    entries_in_graph: usize,
}

struct IndexState {
    hnsw: Option<HnswMap<EmbeddingPoint, String>>,
    /// Entries added after the last rebuild. Searched linearly.
    overflow: Vec<(String, Vec<f32>)>,
    /// All entries (for rebuild). Kept in sync with the index + overflow.
    all_entries: Vec<(String, Vec<f32>)>,
    /// v0.7.0 R3-S1 — per-instance eviction cap. Defaults to
    /// [`MAX_ENTRIES`] (the production 100k). Tests construct an
    /// index with a smaller cap via
    /// [`VectorIndex::with_max_entries_for_test`] so the eviction
    /// edge can be exercised without inserting 100k vectors. Storing
    /// the cap per-instance (rather than as a process-wide atomic)
    /// keeps concurrent tests independent.
    max_entries: usize,
    /// v0.7.0 #1074 (SR-2 #2, HIGH) — generation counter bumped on
    /// every `overflow.clear()` (eviction-edge path). Snapshots
    /// captured before a clear carry the old generation; the swap
    /// path compares against the current generation and drops the
    /// warming result without swapping when they don't match. Closes
    /// the gap where an entry inserted between a snapshot capture
    /// and the eviction-clear was incorrectly drained by the swap.
    overflow_generation: u64,
    /// v0.7.0 #1087 — cached HashSet view of `all_entries` ids used
    /// by [`VectorIndex::search`] as the stale-id filter. Built
    /// lazily on the first search after a mutation; invalidated to
    /// `None` on insert push, eviction drain, and remove retain.
    /// Pre-#1087 this set was rebuilt on EVERY recall.
    ///
    /// PERF-7 (FX-C4-batch2, 2026-05-26): the cache stores
    /// `Arc<str>` per id instead of `String`. UUID strings are 36
    /// bytes; `Arc<str>` is a 16-byte fat pointer with the bytes
    /// heap-allocated once, whereas a `String` is a 24-byte
    /// (ptr/len/cap) struct with the bytes heap-allocated PLUS the
    /// 24 bytes inline. On a 100 000-entry warm-up the change
    /// halves the per-rebuild allocator pressure (16 vs 24+ bytes
    /// per entry plus the no-spare-capacity heap-side). HashSet
    /// lookup against `&str` works through the `Borrow<str>` impl.
    valid_ids_cache: Option<std::collections::HashSet<std::sync::Arc<str>>>,
    /// #1579 — number of entries baked into the ACTIVE graph (the
    /// snapshot length at its build time; 0 when `hnsw` is `None`).
    /// Together with `overflow.len()` this tells whether a search can
    /// see every live entry: entries seeded into `all_entries` by the
    /// async-boot loader ([`VectorIndex::seed_entries`]) are in
    /// NEITHER the graph NOR `overflow` until the boot rebuild swaps
    /// in, and [`VectorIndex::is_fully_searchable`] reports `false`
    /// for that window so callers (the #519 proactive conflict check)
    /// can route to their non-index fallback instead of silently
    /// searching an index that cannot return the seeded rows.
    graph_entry_count: usize,
}

/// A search result from the vector index.
#[derive(Debug, Clone)]
pub struct VectorHit {
    pub id: String,
    pub distance: f32,
}

impl VectorIndex {
    /// Build a new index from a list of (`memory_id`, embedding) pairs.
    pub fn build(entries: Vec<(String, Vec<f32>)>) -> Self {
        let hnsw = Self::build_hnsw(&entries);
        let graph_entry_count = entries.len();
        VectorIndex {
            inner: Mutex::new(IndexState {
                hnsw,
                overflow: Vec::new(),
                all_entries: entries,
                max_entries: MAX_ENTRIES,
                overflow_generation: 0,
                valid_ids_cache: None,
                graph_entry_count,
            }),
            eviction_sink: Mutex::new(None),
            warming: Arc::new(Mutex::new(None)),
            rebuild_in_flight: Arc::new(AtomicBool::new(false)),
        }
    }

    /// Build an empty index.
    pub fn empty() -> Self {
        VectorIndex {
            inner: Mutex::new(IndexState {
                hnsw: None,
                overflow: Vec::new(),
                all_entries: Vec::new(),
                max_entries: MAX_ENTRIES,
                overflow_generation: 0,
                valid_ids_cache: None,
                graph_entry_count: 0,
            }),
            eviction_sink: Mutex::new(None),
            warming: Arc::new(Mutex::new(None)),
            rebuild_in_flight: Arc::new(AtomicBool::new(false)),
        }
    }

    /// v0.7.0 R3-S1 — Build an empty index with a custom eviction
    /// cap. Test-only: lets a 5-entry insert sequence exercise the
    /// eviction edge in milliseconds (vs. the ~minute-scale cost of
    /// inserting 100k vectors at the production cap). The knob is
    /// stored per-instance so concurrent tests using the default
    /// cap are unaffected.
    #[doc(hidden)]
    #[must_use]
    pub fn with_max_entries_for_test(max_entries: usize) -> Self {
        VectorIndex {
            inner: Mutex::new(IndexState {
                hnsw: None,
                overflow: Vec::new(),
                all_entries: Vec::new(),
                max_entries,
                overflow_generation: 0,
                valid_ids_cache: None,
                graph_entry_count: 0,
            }),
            eviction_sink: Mutex::new(None),
            warming: Arc::new(Mutex::new(None)),
            rebuild_in_flight: Arc::new(AtomicBool::new(false)),
        }
    }

    /// v0.7.0 (R3-S1) — wire the eviction sink.
    ///
    /// The daemon calls this once at startup with the send-half of an
    /// mpsc channel; a hook-aware observer task drains the recv-half
    /// off the hot path and fires the `on_index_eviction` chain
    /// (`fire_on_index_eviction` in `src/hooks/chain.rs`). Replacing
    /// an existing sink is allowed — useful when the daemon
    /// reconfigures the hook chain at runtime — and drops the prior
    /// sender, which terminates the prior observer cleanly.
    ///
    /// Build-time / CLI / test builds that never wire a sink retain
    /// the `None` default; the eviction path's `try_send` then
    /// becomes a no-op short-circuit so there is no measurable cost
    /// to leaving the sink unset.
    pub fn set_eviction_sink(&self, sink: Sender<EvictionEvent>) {
        if let Ok(mut guard) = self.eviction_sink.lock() {
            *guard = Some(sink);
        }
    }

    fn build_hnsw(entries: &[(String, Vec<f32>)]) -> Option<HnswMap<EmbeddingPoint, String>> {
        if entries.is_empty() {
            return None;
        }
        let points: Vec<EmbeddingPoint> = entries
            .iter()
            .map(|(_, emb)| EmbeddingPoint(emb.clone()))
            .collect();
        let values: Vec<String> = entries.iter().map(|(id, _)| id.clone()).collect();
        Some(Builder::default().build(points, values))
    }

    /// Add a new entry to the index (goes to overflow until next rebuild).
    pub fn insert(&self, id: String, embedding: Vec<f32>) {
        // #968 — opportunistically swap any warmed graph BEFORE taking the
        // write path. This lets the auto-rebuild scheduled by a previous
        // insert land cleanly even if no search call has run between
        // inserts. Cheap: the warming-mutex contention is microseconds.
        self.try_swap_warming();

        // #968 — capture the snapshot for a potential auto-rebuild OUTSIDE
        // the inner lock so the build thread can be spawned without
        // holding the writers' mutex.
        let snapshot_for_rebuild: Option<RebuildSnapshot> = {
            let mut state = match self.inner.lock() {
                Ok(s) => s,
                Err(poisoned) => poisoned.into_inner(),
            };
            state.all_entries.push((id.clone(), embedding.clone()));
            state.overflow.push((id, embedding));
            // v0.7.0 #1087 — invalidate cached valid_ids set; rebuilt
            // lazily on the next search.
            state.valid_ids_cache = None;

            // #968 — async auto-rebuild: when overflow crosses the
            // threshold, snapshot the entries and let the caller (below,
            // outside the lock) spawn the background build. We do NOT
            // build the graph synchronously here anymore; that was the
            // multi-second request-thread block #968 fixes. The
            // `rebuild_in_flight` CAS prevents the same `insert` call
            // from racing a previously-scheduled rebuild — only one
            // background build runs at a time; the next snapshot is
            // captured after the current build's swap lands.
            if state.overflow.len() >= REBUILD_THRESHOLD
                && self
                    .rebuild_in_flight
                    .compare_exchange(false, true, Ordering::SeqCst, Ordering::SeqCst)
                    .is_ok()
            {
                Some(RebuildSnapshot {
                    entries: state.all_entries.clone(),
                    overflow_at_snapshot: state.overflow.len(),
                    overflow_generation: state.overflow_generation,
                })
            } else {
                None
            }
        };
        if let Some(snap) = snapshot_for_rebuild {
            // Spawn-and-forget. The handle is consumed inside the thread
            // via `RebuildGuard` so it doesn't dangle. Callers that want
            // a handle should use [`Self::rebuild_async`].
            let _ = self.spawn_rebuild(snap);
        }

        // Evict oldest entries if over capacity
        let mut state = match self.inner.lock() {
            Ok(s) => s,
            Err(poisoned) => poisoned.into_inner(),
        };
        let max_entries = state.max_entries;
        if state.all_entries.len() > max_entries {
            let excess = state.all_entries.len() - max_entries;
            // M8 (v0.7.0 round-2) — emit ONE summary WARN per eviction
            // event so the operator sees the batch drop in the daemon
            // log without scrolling past N per-id lines first. The
            // per-id WARNs (below) still fire for post-mortem
            // attribution; this one is the high-level "the index
            // dropped N oldest embeddings" signal operators alert on.
            tracing::warn!(
                target: EVICTION_TRACE_TARGET,
                dropped = excess,
                max_entries = max_entries,
                "HNSW eviction: dropped {} oldest embeddings to make room",
                excess,
            );
            // v0.7.0 (R3-S1) — fire the `on_index_eviction` hook event
            // for each evicted id BEFORE we drop the rows. The sink
            // is a non-blocking `try_send` (see below); a downstream
            // hook-aware observer drains the channel off the hot path
            // and invokes `crate::hooks::fire_on_index_eviction` per
            // event. This closes the G2/G8 "fire site exists but not
            // wired" gap that the prior `tracing::warn!`-only
            // implementation left open.
            //
            // The sink push happens INSIDE the inner-state lock — the
            // channel is unbounded so `try_send`-equivalent `send`
            // never blocks (unbounded mpsc has no backpressure). The
            // sink lock is independent of the inner lock so there is
            // no ordering hazard.
            //
            // The hook subscriber (if any) is responsible for its own
            // logging; the warn-level tracing event is preserved here
            // as a no-op-when-no-subscriber fallback so operators
            // without hooks configured still see eviction pressure in
            // daemon logs, matching the v0.6.3.1 observability contract.
            let sink_guard = self.eviction_sink.lock().ok();
            for (evicted_id, _) in state.all_entries.iter().take(excess) {
                tracing::warn!(
                    target: EVICTION_TRACE_TARGET,
                    evicted_id = %evicted_id,
                    reason = "max_entries_reached",
                    max_entries = max_entries,
                    "hnsw index evicting oldest entry: cap reached"
                );
                if let Some(sink) = sink_guard.as_ref().and_then(|g| g.as_ref()) {
                    // mpsc::Sender::send is non-blocking on an unbounded
                    // channel (it only blocks on bounded). Errors mean the
                    // receiver dropped — observability is best-effort, no
                    // recovery action needed.
                    let payload = EvictionEvent::new(
                        evicted_id.clone(),
                        String::new(), // namespace not in scope at hnsw layer
                        "max_entries_reached",
                    );
                    let _ = sink.send(payload);
                }
            }
            drop(sink_guard);
            #[allow(clippy::cast_possible_truncation)]
            let evicted = excess as u64;
            // pm-v3.1 PR8 (issue #1174): counter sink moved to the
            // metrics registry. We defer the actual `record_hnsw_eviction`
            // call until `now_nanos_u64` is computed below so the
            // counter and last-eviction timestamp move in lockstep.
            let evicted_count_to_record = evicted;

            state.all_entries.drain(..excess);
            // v0.7.0 #1087 — invalidate cached valid_ids set after the
            // eviction drain.
            state.valid_ids_cache = None;
            // #968 — defer the post-eviction graph rebuild to the async
            // path. Correctness is preserved by the `valid_ids` filter
            // in `search()` — evicted IDs are scrubbed from results
            // immediately, even though the underlying HNSW graph still
            // contains them until the next swap. Clearing `overflow`
            // here was the v0.6 behavior tied to the synchronous
            // rebuild; we preserve it so the linear-scan path doesn't
            // re-surface evicted IDs. The next `insert()` past
            // `REBUILD_THRESHOLD` (or an explicit `rebuild_async()`
            // call) schedules the actual graph rebuild off-thread.
            state.overflow.clear();
            // v0.7.0 #1074 (SR-2 #2, HIGH) — bump the generation
            // counter on every overflow.clear(). Any in-flight rebuild
            // snapshot captured BEFORE this bump now carries a stale
            // generation; the swap path detects the mismatch and
            // drops the warming result without draining overflow,
            // preventing the lose-an-insert race where an entry
            // landed between snapshot and clear() was incorrectly
            // drained by the eventual swap.
            state.overflow_generation = state.overflow_generation.wrapping_add(1);
            // Schedule the rebuild via the async path so the eviction
            // edge no longer blocks the writer for the multi-second
            // `build_hnsw` cost at 100k cap. The CAS skips if a
            // previously-scheduled rebuild is still in flight; the
            // next insert past threshold picks up the post-eviction
            // state.
            if self
                .rebuild_in_flight
                .compare_exchange(false, true, Ordering::SeqCst, Ordering::SeqCst)
                .is_ok()
            {
                let snap = RebuildSnapshot {
                    entries: state.all_entries.clone(),
                    // overflow was just cleared above so the snapshot
                    // captures an empty overflow window — anything
                    // inserted post-eviction will be a fresh suffix.
                    overflow_at_snapshot: state.overflow.len(),
                    overflow_generation: state.overflow_generation,
                };
                // Release the inner lock before spawning so the
                // background thread can take it on swap. The
                // observability path below only reads counters /
                // statics, not `state`, so we do not need to
                // re-acquire.
                drop(state);
                let _ = self.spawn_rebuild(snap);
            }

            // Record completion time AFTER the rebuild. `evicted_recently` is
            // a "did we evict in the trailing N seconds" check; an operator
            // asking that wants the operation completion time, not the
            // start. At v0.6 the in-line `build_hnsw` dominated wall time
            // here (~minutes at 100k entries) — using the start would
            // make evicted_recently misreport even immediately after
            // insert returns. Post-#968 the build runs off-thread so
            // the gap shrinks to microseconds, but the
            // completion-time-after-rebuild semantics are preserved.
            let now_nanos = std::time::SystemTime::now()
                .duration_since(std::time::UNIX_EPOCH)
                .map(|d| d.as_nanos())
                .unwrap_or(0);
            let now_nanos_u64 = u64::try_from(now_nanos).unwrap_or(u64::MAX);
            // pm-v3.1 PR8 (issue #1174): single sink call covers both
            // the cumulative counter and the last-eviction timestamp,
            // mirroring both onto the Prometheus handles so `/metrics`
            // scrapes see the eviction event without polling
            // `memory_stats`.
            crate::metrics::record_hnsw_eviction(evicted_count_to_record, now_nanos_u64);

            // M8 (v0.7.0 round-2) — rolling-hour rate observer. Push
            // a stamp on this eviction, then count stamps in the
            // trailing hour. If the rate clears the M8 ceiling,
            // escalate to ERROR so the dashboard pages the on-call.
            let recent = record_eviction_and_count_recent(now_nanos_u64);
            if recent > EVICTION_RATE_CEILING_PER_HOUR {
                tracing::error!(
                    target: EVICTION_TRACE_TARGET,
                    rate_per_hour = recent,
                    ceiling = EVICTION_RATE_CEILING_PER_HOUR,
                    "HNSW eviction rate exceeded {}/hour — recall quality is degrading; \
                     increase vector_index_capacity or move to dedicated vector DB",
                    EVICTION_RATE_CEILING_PER_HOUR,
                );
            }
        }
    }

    /// Remove an entry by ID (marks for exclusion; cleaned up on rebuild).
    pub fn remove(&self, id: &str) {
        let mut state = match self.inner.lock() {
            Ok(s) => s,
            Err(poisoned) => poisoned.into_inner(),
        };
        state.all_entries.retain(|(eid, _)| eid != id);
        state.overflow.retain(|(eid, _)| eid != id);
        // v0.7.0 #1087 — invalidate cached valid_ids set after remove.
        state.valid_ids_cache = None;
        // Note: the HNSW index itself is immutable — removed IDs are filtered
        // from search results. A rebuild will fully remove them.
    }

    /// Search for the `k` nearest neighbors to the query embedding.
    ///
    /// Combines HNSW approximate search with linear scan of overflow entries.
    /// Returns results sorted by ascending distance (closest first).
    pub fn search(&self, query: &[f32], k: usize) -> Vec<VectorHit> {
        // #968 — opportunistic swap-on-read. If a background rebuild has
        // parked a warmed graph in the `warming` slot, swap it into
        // `active` BEFORE we serve this search. The swap is a single
        // `std::mem::swap` under the inner mutex held for microseconds;
        // search itself never blocks on graph construction.
        self.try_swap_warming();

        let mut state = match self.inner.lock() {
            Ok(s) => s,
            Err(poisoned) => poisoned.into_inner(),
        };
        let query_point = EmbeddingPoint(query.to_vec());

        let mut results: Vec<VectorHit> = Vec::with_capacity(k * 2);

        // v0.7.0 #1087 — populate the cached valid_ids set on the
        // first search after any mutation; reuse it across recalls.
        // Pre-#1087 this set was rebuilt on EVERY recall (iterating
        // up to 100k strings + a fresh HashSet allocation per call).
        if state.valid_ids_cache.is_none() {
            // PERF-7 — collect to HashSet<Arc<str>> instead of
            // HashSet<String>. Arc<str> is a 16-byte fat pointer
            // vs String's 24-byte (ptr/len/cap) struct; the
            // backing bytes are shared with no spare capacity
            // overhead. HashSet::contains accepts `&str` via the
            // `Borrow<str>` impl on `Arc<str>`.
            let set: std::collections::HashSet<std::sync::Arc<str>> = state
                .all_entries
                .iter()
                .map(|(id, _)| std::sync::Arc::<str>::from(id.as_str()))
                .collect();
            state.valid_ids_cache = Some(set);
        }
        let valid_ids = state
            .valid_ids_cache
            .as_ref()
            .expect("valid_ids_cache populated above");

        // Search the HNSW index
        if let Some(ref hnsw) = state.hnsw {
            let mut search = Search::default();
            for item in hnsw.search(&query_point, &mut search) {
                if !valid_ids.contains(item.value.as_str()) {
                    continue; // Removed entry
                }
                results.push(VectorHit {
                    id: item.value.clone(),
                    distance: item.distance,
                });
                if results.len() >= k * 2 {
                    break;
                }
            }
        }

        // v0.7.0 #1087 — linear scan of overflow entries WITHOUT
        // cloning the embedding vec. Pre-#1087 this constructed
        // `EmbeddingPoint(emb.clone())` per overflow entry (~200 ×
        // 1536 bytes = 300 KB of clone per search at the cap); the
        // cosine-distance helper takes `&[f32]` so we inline against
        // the stored slice instead.
        let mut overflow_hits: Vec<VectorHit> = Vec::with_capacity(state.overflow.len());
        for (id, emb) in &state.overflow {
            overflow_hits.push(VectorHit {
                id: id.clone(),
                distance: cosine_distance(&query_point.0, emb),
            });
        }
        // #1684 — total_cmp is total over f32 (no panic even if a NaN slips
        // past the cosine_distance floor); deterministic ordering.
        overflow_hits.sort_by(|a, b| a.distance.total_cmp(&b.distance));

        results.extend(overflow_hits);

        // Deduplicate by ID (prefer lower distance)
        let mut seen = std::collections::HashSet::new();
        results.retain(|hit| seen.insert(hit.id.clone()));

        // Sort by distance and truncate (#1684 — total_cmp, panic-free)
        results.sort_by(|a, b| a.distance.total_cmp(&b.distance));
        results.truncate(k);
        results
    }

    /// Return the total number of indexed entries (HNSW + overflow).
    pub fn len(&self) -> usize {
        let state = match self.inner.lock() {
            Ok(s) => s,
            Err(poisoned) => poisoned.into_inner(),
        };
        state.all_entries.len()
    }

    /// `true` when the index holds no live entries at all.
    ///
    /// #1579 QC — load-bearing for the proactive-conflict dispatch:
    /// an EMPTY index is *vacuously* [`Self::is_fully_searchable`]
    /// (`0 + 0 >= 0`), but during the async-boot LOAD phase — after
    /// the daemon binds with `VectorIndex::empty()` and before the
    /// boot loader's `seed_entries` lands (the `get_all_embeddings`
    /// read is the long pole at 100k rows) — emptiness says nothing
    /// about what the DB holds. Callers that would otherwise trust a
    /// fully-searchable index (the #519 conflict check) must ALSO
    /// require non-emptiness, so that window routes to the bounded
    /// recency-scan fallback instead of consulting an index that
    /// cannot return anything.
    pub fn is_empty(&self) -> bool {
        self.len() == 0
    }

    /// #968 — Force a full rebuild of the HNSW index from all entries,
    /// SYNCHRONOUSLY. Preserved for tests + emergency paths; production
    /// code should call [`Self::rebuild_async`] so the multi-second
    /// graph build does not block the calling thread.
    ///
    /// Implementation: delegates to `rebuild_async` and `join`s the
    /// resulting handle so callers retain the v0.6 semantics ("the
    /// graph is rebuilt by the time this returns"). Tests rely on this
    /// blocking behavior to assert post-rebuild invariants without
    /// adding a yield/poll loop.
    pub fn rebuild(&self) {
        // #1037 (MEDIUM, 2026-05-21): defend the sync-rebuild contract
        // against the `rebuild_async()` no-op-handle short-circuit.
        // Pre-#1037 if a previous async rebuild was still in flight
        // (`rebuild_in_flight==true`), `rebuild_async` returned a
        // no-op `std::thread::spawn(|| {})` handle that joined
        // instantly — `try_swap_warming()` then ran against a warming
        // slot that the IN-FLIGHT build hadn't populated yet, so the
        // sync contract ("graph is rebuilt by the time this returns")
        // was silently violated. The caller observed the pre-rebuild
        // state.
        //
        // Fix: after the initial `join()`, spin-wait on
        // `rebuild_in_flight` for up to REBUILD_WAIT_TIMEOUT so the
        // in-flight build has a bounded window to complete its
        // warming-slot insert. Then run `try_swap_warming()`. If the
        // in-flight build genuinely hangs (test-fixture corner case),
        // surface that as a clean timeout rather than silently
        // returning a stale graph.
        let handle = self.rebuild_async();
        let _ = handle.join();
        // Bounded spin-wait for any concurrently-running rebuild to
        // populate `warming`. Cheap CAS read; total budget is
        // REBUILD_WAIT_TIMEOUT * REBUILD_WAIT_POLL_INTERVAL =
        // ~10ms × 100 = 1 second worst-case (well under any sensible
        // sync-rebuild expectation; production callers are async).
        let start = std::time::Instant::now();
        while self.rebuild_in_flight.load(Ordering::SeqCst)
            && start.elapsed() < REBUILD_WAIT_TIMEOUT
        {
            std::thread::sleep(REBUILD_WAIT_POLL_INTERVAL);
        }
        self.try_swap_warming();
    }

    /// #968 — Schedule a full HNSW rebuild on a background thread and
    /// return the [`JoinHandle`] for callers that want to observe
    /// completion. The build does NOT hold the inner mutex; readers
    /// and writers continue to operate against `active` + `overflow`
    /// while the new graph warms up. On success, the warmed graph
    /// lands in the `warming` slot and is swapped into `active` by
    /// the next reader/writer (or by the foreground `rebuild` shim's
    /// post-join `try_swap_warming` call).
    ///
    /// Concurrency contract:
    /// - At most one rebuild runs at a time (gated by the
    ///   `rebuild_in_flight` atomic). A second `rebuild_async` call
    ///   while a build is in flight returns a no-op handle (the
    ///   spawned closure short-circuits if the CAS fails — the in-
    ///   flight build will pick up the latest entries via the next
    ///   trigger).
    /// - Writes during the build flow into `overflow` and
    ///   `all_entries` normally. The swap path uses the snapshot
    ///   length captured at spawn time to trim only the overflow
    ///   entries that are now in the new graph; entries inserted
    ///   AFTER the snapshot remain in overflow for the next cycle.
    /// - Search is unaffected: it reads `active` + `overflow` under
    ///   the inner mutex, both of which remain coherent throughout.
    ///
    /// Failure: a panic inside the build thread is observable via
    /// `JoinHandle::join()`; `active` is unchanged. The
    /// `rebuild_in_flight` flag is cleared by the `RebuildGuard`
    /// drop-guard whether the build succeeded or panicked.
    pub fn rebuild_async(&self) -> JoinHandle<()> {
        // Snapshot under the inner lock so we capture a consistent
        // entries list. Read-only; we do not mutate `all_entries`
        // here. If a rebuild is already in flight, return a no-op
        // handle (a thread that joins instantly).
        let snapshot = {
            let state = match self.inner.lock() {
                Ok(s) => s,
                Err(poisoned) => poisoned.into_inner(),
            };
            if self
                .rebuild_in_flight
                .compare_exchange(false, true, Ordering::SeqCst, Ordering::SeqCst)
                .is_err()
            {
                // Already running — return an instantly-completing
                // handle. The caller's `join()` returns `Ok(())`.
                return std::thread::spawn(|| {});
            }
            RebuildSnapshot {
                entries: state.all_entries.clone(),
                overflow_at_snapshot: state.overflow.len(),
                overflow_generation: state.overflow_generation,
            }
        };
        self.spawn_rebuild(snapshot)
    }

    /// #968 — internal: spawn the rebuild thread for a captured
    /// snapshot. The caller is expected to have flipped
    /// `rebuild_in_flight` to `true` already (via CAS). The drop-guard
    /// inside the thread clears the flag whether the build succeeds
    /// or panics.
    fn spawn_rebuild(&self, snapshot: RebuildSnapshot) -> JoinHandle<()> {
        let warming = Arc::clone(&self.warming);
        let in_flight = Arc::clone(&self.rebuild_in_flight);
        std::thread::spawn(move || {
            // RAII clears `rebuild_in_flight` even on panic.
            let _guard = RebuildGuard { flag: in_flight };
            // CPU-bound graph build runs OUTSIDE the inner mutex.
            // This is the load-bearing change for #968: readers and
            // writers continue to make progress while this runs.
            let hnsw = VectorIndex::build_hnsw(&snapshot.entries);
            let result = RebuildResult {
                hnsw,
                overflow_at_snapshot: snapshot.overflow_at_snapshot,
                overflow_generation: snapshot.overflow_generation,
                entries_in_graph: snapshot.entries.len(),
            };
            // Park the result in the warming slot. The next caller
            // through `try_swap_warming` will move it into `active`.
            // Holding the warming mutex here is microseconds.
            if let Ok(mut slot) = warming.lock() {
                // Overwrite any older warmed result that was never
                // swapped (e.g. two rebuilds completed before any
                // reader ran). The newer build is by definition a
                // superset of the older one's entries, so dropping
                // the older result is correct.
                *slot = Some(result);
            }
        })
    }

    /// #968 — Swap the warming slot into active if a warmed graph is
    /// ready. Called opportunistically from `search`, `insert`, and
    /// the post-join path of the sync `rebuild` shim. The swap holds
    /// the inner mutex for microseconds — just long enough to
    /// `std::mem::replace` the graph and trim the overflow.
    ///
    /// Returns `true` if a swap occurred, `false` otherwise. Test
    /// code uses the return value to verify the swap landed before
    /// asserting post-rebuild state.
    pub fn try_swap_warming(&self) -> bool {
        // Pop the warmed result FIRST so we hold the warming mutex
        // only long enough to take ownership. We then re-acquire the
        // inner mutex to swap it in. The two-mutex sequence is safe
        // (no ordering hazard with any other path that takes both).
        let Some(result) = self.warming.lock().ok().and_then(|mut g| g.take()) else {
            return false;
        };
        let mut state = match self.inner.lock() {
            Ok(s) => s,
            Err(poisoned) => poisoned.into_inner(),
        };
        // v0.7.0 #1074 (SR-2 #2, HIGH) — generation check. If the
        // overflow generation has bumped since the rebuild captured
        // its snapshot, the warming graph was built from pre-eviction
        // all_entries and the current overflow contains post-eviction
        // inserts that are NOT in that graph. Drop the warming result
        // entirely without swapping (the next rebuild captures the
        // current state cleanly). Pre-#1074 the swap would have
        // overwritten the live graph with a stale one AND drained
        // the post-eviction inserts from overflow — silently losing
        // them until the next rebuild.
        if result.overflow_generation != state.overflow_generation {
            tracing::warn!(
                target: "hnsw.rebuild",
                snapshot_gen = result.overflow_generation,
                current_gen = state.overflow_generation,
                "dropping stale warming result (eviction occurred mid-rebuild, #1074)"
            );
            return false;
        }
        state.hnsw = result.hnsw;
        // #1579 — coverage accounting for `is_fully_searchable`.
        state.graph_entry_count = result.entries_in_graph;
        // Trim overflow: the first `overflow_at_snapshot` entries are
        // now in the graph; entries inserted AFTER the snapshot
        // remain. Defensive `min` in case `remove` or eviction
        // shortened overflow while the build was running.
        let to_drain = result.overflow_at_snapshot.min(state.overflow.len());
        state.overflow.drain(..to_drain);
        true
    }

    /// #1579 — `true` when a search against this index can observe
    /// every live entry: the active graph (its build-time snapshot
    /// length) plus the linearly-scanned `overflow` cover
    /// `all_entries`. `false` exactly during the async-boot warm
    /// window, when [`Self::seed_entries`] has parked DB-loaded
    /// entries in `all_entries` but the background graph build has
    /// not swapped in yet — sequenced writes flow through `insert()`
    /// (graph- or overflow-visible) so they never break coverage, and
    /// removals/evictions only shrink `all_entries` (stale graph ids
    /// are filtered at search time), so the inequality is conservative
    /// in the safe direction.
    ///
    /// Consumers: the #519 proactive conflict check routes to its
    /// bounded-scan fallback while this is `false`; the boot loader
    /// uses it to decide whether a make-up rebuild is needed after a
    /// racing routine rebuild swallowed its CAS.
    pub fn is_fully_searchable(&self) -> bool {
        // Opportunistically land any warmed graph first so a caller
        // probing right after a rebuild finished sees the swapped
        // state (mirrors `search`/`insert`).
        self.try_swap_warming();
        let state = match self.inner.lock() {
            Ok(s) => s,
            Err(poisoned) => poisoned.into_inner(),
        };
        state.graph_entry_count + state.overflow.len() >= state.all_entries.len()
    }

    /// #1579 B3 — bulk-load DB-resident entries into the index
    /// WITHOUT building the graph (the async-boot path). Entries land
    /// in `all_entries` only; they become searchable when the
    /// follow-up rebuild (see [`Self::seed_and_rebuild_async`]) swaps
    /// its graph in. Ids already present (e.g. a row written through
    /// `insert()` between the caller's DB snapshot and this call) are
    /// skipped so the index never double-counts. Returns the number of
    /// entries actually seeded.
    ///
    /// Deliberately does NOT enforce `max_entries` eviction here —
    /// the legacy synchronous boot path (`VectorIndex::build` over
    /// `get_all_embeddings`) never evicted at boot either, and the
    /// first post-boot `insert()` applies the cap exactly as before.
    pub fn seed_entries(&self, entries: Vec<(String, Vec<f32>)>) -> usize {
        let mut state = match self.inner.lock() {
            Ok(s) => s,
            Err(poisoned) => poisoned.into_inner(),
        };
        let existing: std::collections::HashSet<std::sync::Arc<str>> = state
            .all_entries
            .iter()
            .map(|(id, _)| std::sync::Arc::<str>::from(id.as_str()))
            .collect();
        let mut seeded = 0usize;
        for (id, emb) in entries {
            if existing.contains(id.as_str()) {
                continue;
            }
            state.all_entries.push((id, emb));
            seeded += 1;
        }
        if seeded > 0 {
            state.valid_ids_cache = None;
        }
        seeded
    }

    /// #1579 B3 — async-boot warm-up: seed DB-loaded entries (see
    /// [`Self::seed_entries`]) and schedule the graph build on the
    /// existing #968 double-buffer rebuild machinery. Returns the
    /// rebuild thread's [`JoinHandle`]; the caller (the boot loader)
    /// joins it off the request path and then calls
    /// [`Self::try_swap_warming`] + emits the operator-visible
    /// "index warm" line.
    ///
    /// If a routine rebuild is already in flight (its snapshot
    /// predates the seed), `rebuild_async` returns a no-op handle and
    /// the seeded entries stay graph-invisible until a later rebuild;
    /// the boot loader detects that via [`Self::is_fully_searchable`]
    /// and issues a make-up `rebuild`.
    pub fn seed_and_rebuild_async(&self, entries: Vec<(String, Vec<f32>)>) -> JoinHandle<()> {
        self.seed_entries(entries);
        self.rebuild_async()
    }

    /// #1579 B3 — blocking boot warm-up for callers that hold the
    /// index directly (the MCP stdio boot thread; tests). Seeds the
    /// DB-loaded entries and drives rebuild→swap to completion,
    /// returning the number of entries seeded. Each step takes the
    /// inner mutex only briefly (the graph build itself runs on the
    /// #968 background thread against a snapshot), so concurrent
    /// readers/writers on other threads keep making progress — the
    /// CALLING thread is the only one parked.
    ///
    /// The retry loop covers the rebuild-CAS race: if a routine
    /// 200-overflow rebuild was already in flight when our seed
    /// landed, `rebuild_async` short-circuits to a no-op handle and
    /// the in-flight build's pre-seed snapshot cannot cover the
    /// seeded rows — `is_fully_searchable` stays `false` and the loop
    /// schedules a make-up rebuild once the CAS frees up.
    pub fn warm_boot(&self, entries: Vec<(String, Vec<f32>)>) -> usize {
        let seeded = self.seed_entries(entries);
        loop {
            let handle = self.rebuild_async();
            let _ = handle.join();
            // `is_fully_searchable` opportunistically swaps any warmed
            // graph before evaluating coverage.
            if self.is_fully_searchable() {
                return seeded;
            }
            std::thread::sleep(REBUILD_WAIT_POLL_INTERVAL);
        }
    }
}

#[cfg(test)]
mod tests {
    use super::*;

    fn make_embedding(values: &[f32]) -> Vec<f32> {
        // L2-normalize
        let norm: f32 = values.iter().map(|v| v * v).sum::<f32>().sqrt();
        values.iter().map(|v| v / norm).collect()
    }

    #[test]
    fn empty_index_returns_empty() {
        let idx = VectorIndex::empty();
        let results = idx.search(&[1.0, 0.0, 0.0], 10);
        assert!(results.is_empty());
    }

    #[test]
    fn issue_1684_nan_vector_does_not_panic_and_ranks_last() {
        // Pre-#1684: a NaN distance made `partial_cmp` return `None` and
        // `.unwrap()` panicked inside `sort_by`, aborting the single-threaded
        // MCP process. Post-fix the poison vector ranks last and search returns.
        let idx = VectorIndex::empty();
        idx.insert("good".into(), make_embedding(&[1.0, 0.0, 0.0]));
        idx.insert("poison".into(), vec![f32::NAN, 0.0, 0.0]);
        let hits = idx.search(&make_embedding(&[1.0, 0.0, 0.0]), 5);
        let good = hits.iter().position(|h| h.id == "good");
        assert!(good.is_some(), "good vector must be returned");
        if let Some(poison) = hits.iter().position(|h| h.id == "poison") {
            assert!(
                good.unwrap() < poison,
                "non-finite-distance poison vector must rank after the good vector"
            );
        }
    }

    #[test]
    fn issue_1684_cosine_distance_non_finite_collapses_to_max() {
        assert_eq!(cosine_distance(&[f32::NAN, 1.0], &[1.0, 1.0]), f32::MAX);
        assert_eq!(
            cosine_distance(&[f32::INFINITY, 0.0], &[1.0, 0.0]),
            f32::MAX
        );
        assert!(cosine_distance(&[1.0, 0.0], &[1.0, 0.0]).is_finite());
    }

    #[test]
    fn perf_7_valid_ids_cache_is_arc_str_typed() {
        // PERF-7 (FX-C4-batch2, 2026-05-26) — the valid_ids cache
        // must be HashSet<Arc<str>>, not HashSet<String>. The
        // discriminator is the cache field's type, which we exercise
        // by populating the index, searching once to materialise the
        // cache, then reaching into the locked state to verify the
        // cache element shape via downcast on a sample entry.
        let entries = vec![
            ("id1".to_string(), make_embedding(&[1.0, 0.0, 0.0])),
            ("id2".to_string(), make_embedding(&[0.0, 1.0, 0.0])),
        ];
        let idx = VectorIndex::build(entries);
        // Trigger one search so the cache populates.
        let _ = idx.search(&[1.0, 0.0, 0.0], 2);
        let state = idx.inner.lock().expect("lock state");
        let cache = state
            .valid_ids_cache
            .as_ref()
            .expect("valid_ids_cache populated after search");
        assert!(
            cache.contains("id1") && cache.contains("id2"),
            "PERF-7: Arc<str> cache failed to admit &str lookup",
        );
        // Type system pins the field type — if a future refactor
        // changes the type back to HashSet<String>, this `Arc::clone`
        // line fails to compile.
        let sample: Option<&std::sync::Arc<str>> = cache.iter().next();
        assert!(sample.is_some(), "PERF-7: cache must hold Arc<str> entries");
    }

    #[test]
    fn basic_search() {
        let entries = vec![
            ("a".into(), make_embedding(&[1.0, 0.0, 0.0])),
            ("b".into(), make_embedding(&[0.0, 1.0, 0.0])),
            ("c".into(), make_embedding(&[0.0, 0.0, 1.0])),
        ];
        let idx = VectorIndex::build(entries);
        let results = idx.search(&make_embedding(&[1.0, 0.1, 0.0]), 2);
        assert_eq!(results.len(), 2);
        assert_eq!(results[0].id, "a"); // Closest to [1, 0.1, 0]
    }

    #[test]
    fn insert_and_search_overflow() {
        let entries = vec![("a".into(), make_embedding(&[1.0, 0.0, 0.0]))];
        let idx = VectorIndex::build(entries);
        idx.insert("b".into(), make_embedding(&[0.9, 0.1, 0.0]));
        let results = idx.search(&make_embedding(&[1.0, 0.0, 0.0]), 2);
        assert_eq!(results.len(), 2);
        assert_eq!(results[0].id, "a");
        assert_eq!(results[1].id, "b");
    }

    #[test]
    fn remove_excludes_from_results() {
        let entries = vec![
            ("a".into(), make_embedding(&[1.0, 0.0, 0.0])),
            ("b".into(), make_embedding(&[0.9, 0.1, 0.0])),
        ];
        let idx = VectorIndex::build(entries);
        idx.remove("a");
        let results = idx.search(&make_embedding(&[1.0, 0.0, 0.0]), 5);
        assert!(results.iter().all(|h| h.id != "a"));
    }

    // -----------------------------------------------------------------
    // W11/S11b — rebuild + batched-insert hardening
    // -----------------------------------------------------------------

    #[test]
    fn test_rebuild_preserves_all_entries() {
        // Build a small but non-trivial set of orthonormal-ish vectors,
        // rebuild the index, and confirm every id is still findable via
        // search with a top-k that covers them all.
        let raw: Vec<(String, Vec<f32>)> = (0..12)
            .map(|i| {
                let mut v = vec![0.0_f32; 16];
                #[allow(clippy::cast_precision_loss)]
                let f = i as f32;
                v[i % 16] = 1.0 + f * 0.01; // bias to make L2 norm non-trivial
                (format!("id-{i}"), make_embedding(&v))
            })
            .collect();

        let idx = VectorIndex::build(raw.clone());
        idx.rebuild();
        assert_eq!(idx.len(), raw.len());

        // Every id should appear when we ask for top-N where N >= count.
        let query = make_embedding(&[1.0; 16]);
        let hits = idx.search(&query, raw.len() * 2);
        let found: std::collections::HashSet<String> = hits.into_iter().map(|h| h.id).collect();
        for (id, _) in &raw {
            assert!(
                found.contains(id),
                "rebuild must preserve id {id}, found: {:?}",
                found
            );
        }
    }

    #[test]
    fn test_remove_then_search_excludes_id() {
        let entries = vec![
            ("alpha".into(), make_embedding(&[1.0, 0.0, 0.0, 0.0])),
            ("beta".into(), make_embedding(&[0.9, 0.1, 0.0, 0.0])),
            ("gamma".into(), make_embedding(&[0.8, 0.2, 0.0, 0.0])),
        ];
        let idx = VectorIndex::build(entries);
        // Pre-remove: alpha should be the closest to (1,0,0,0).
        let pre = idx.search(&make_embedding(&[1.0, 0.0, 0.0, 0.0]), 5);
        assert!(pre.iter().any(|h| h.id == "alpha"));

        idx.remove("alpha");
        // Post-remove: alpha must not appear regardless of k.
        for k in 1..=10 {
            let hits = idx.search(&make_embedding(&[1.0, 0.0, 0.0, 0.0]), k);
            assert!(
                hits.iter().all(|h| h.id != "alpha"),
                "removed id `alpha` resurfaced with k={k}: {:?}",
                hits.iter().map(|h| &h.id).collect::<Vec<_>>()
            );
        }

        // Other entries still findable.
        let hits = idx.search(&make_embedding(&[1.0, 0.0, 0.0, 0.0]), 5);
        let ids: Vec<&str> = hits.iter().map(|h| h.id.as_str()).collect();
        assert!(ids.contains(&"beta"));
        assert!(ids.contains(&"gamma"));
    }

    // -----------------------------------------------------------------
    // W12-H — small edge cases
    // -----------------------------------------------------------------

    #[test]
    fn empty_index_len_is_zero() {
        let idx = VectorIndex::empty();
        assert_eq!(idx.len(), 0);
    }

    #[test]
    fn build_with_empty_entries_search_empty() {
        let idx = VectorIndex::build(Vec::new());
        assert_eq!(idx.len(), 0);
        let results = idx.search(&[1.0, 0.0, 0.0], 5);
        assert!(results.is_empty());
    }

    #[test]
    fn search_with_k_zero_returns_empty() {
        let entries = vec![("a".into(), make_embedding(&[1.0, 0.0, 0.0]))];
        let idx = VectorIndex::build(entries);
        let results = idx.search(&make_embedding(&[1.0, 0.0, 0.0]), 0);
        assert!(results.is_empty());
    }

    #[test]
    fn rebuild_on_empty_does_not_crash() {
        let idx = VectorIndex::empty();
        idx.rebuild();
        assert_eq!(idx.len(), 0);
    }

    #[test]
    fn insert_increases_len() {
        let idx = VectorIndex::empty();
        idx.insert("a".into(), make_embedding(&[1.0, 0.0, 0.0]));
        idx.insert("b".into(), make_embedding(&[0.0, 1.0, 0.0]));
        assert_eq!(idx.len(), 2);
    }

    #[test]
    fn embedding_point_distance_orthogonal() {
        let a = EmbeddingPoint(vec![1.0, 0.0, 0.0]);
        let b = EmbeddingPoint(vec![0.0, 1.0, 0.0]);
        // 1 - dot = 1 - 0 = 1
        assert!((a.distance(&b) - 1.0).abs() < 1e-6);
    }

    #[test]
    fn embedding_point_distance_identical_is_zero() {
        let a = EmbeddingPoint(make_embedding(&[1.0, 1.0, 1.0]));
        // 1 - 1 = 0 (L2-normalised)
        assert!(a.distance(&a).abs() < 1e-6);
    }

    #[test]
    fn remove_on_empty_index_is_noop() {
        let idx = VectorIndex::empty();
        idx.remove("nonexistent");
        assert_eq!(idx.len(), 0);
    }

    #[test]
    fn insert_triggers_auto_rebuild_at_threshold() {
        // REBUILD_THRESHOLD = 200. Inserting that many into a fresh index
        // exercises the auto-rebuild branch in `insert`.
        let idx = VectorIndex::empty();
        for i in 0..205_usize {
            let mut v = vec![0.0_f32; 8];
            #[allow(clippy::cast_precision_loss)]
            let f = i as f32;
            v[i % 8] = 1.0 + f * 0.001;
            idx.insert(format!("id-{i}"), make_embedding(&v));
        }
        assert_eq!(idx.len(), 205);
        // After auto-rebuild, search still works — top-k returns hits.
        let q = make_embedding(&[1.0_f32; 8]);
        let hits = idx.search(&q, 5);
        assert_eq!(hits.len(), 5);
    }

    #[test]
    fn test_rebuild_after_batch_insert_settles() {
        // Start empty, batch-insert N entries, force a rebuild, then assert
        // that top-K search returns exactly K results (deterministic count
        // for a fully-populated index with K <= len).
        let idx = VectorIndex::empty();
        let n = 25_usize;
        for i in 0..n {
            let mut v = vec![0.0_f32; 8];
            #[allow(clippy::cast_precision_loss)]
            let f = i as f32;
            v[i % 8] = 1.0 + f * 0.001;
            idx.insert(format!("id-{i}"), make_embedding(&v));
        }
        // Force a rebuild — overflow may not have hit REBUILD_THRESHOLD.
        idx.rebuild();
        assert_eq!(idx.len(), n);

        let query = make_embedding(&[1.0; 8]);
        let k = 5;
        let hits = idx.search(&query, k);
        assert_eq!(
            hits.len(),
            k,
            "post-rebuild search top-{k} must return exactly {k} hits, got {:?}",
            hits.iter().map(|h| &h.id).collect::<Vec<_>>()
        );

        // Distances should be sorted ascending (closest first).
        for w in hits.windows(2) {
            assert!(
                w[0].distance <= w[1].distance,
                "search results must be ascending by distance: {} > {}",
                w[0].distance,
                w[1].distance
            );
        }

        // No duplicate ids in the result.
        let mut seen = std::collections::HashSet::new();
        for h in &hits {
            assert!(
                seen.insert(h.id.clone()),
                "duplicate id in search: {}",
                h.id
            );
        }
    }

    // -----------------------------------------------------------------
    // v0.7.0 R3-S1 — eviction sink wires the on_index_eviction hook
    // -----------------------------------------------------------------

    /// `test_hnsw_eviction_fires_hook` — when a sink is wired via
    /// [`VectorIndex::set_eviction_sink`] and the index inserts past
    /// its eviction cap, the eviction-edge code path pushes one
    /// [`EvictionEvent`] per evicted id onto the channel. This closes
    /// the G2/G8 "fire site exists but not wired" gap. We construct
    /// the index via [`VectorIndex::with_max_entries_for_test`] so a
    /// 6-entry insert sequence trips the eviction path in
    /// milliseconds without touching the production 100k cap.
    #[test]
    fn test_hnsw_eviction_fires_hook() {
        let (tx, rx) = std::sync::mpsc::channel::<EvictionEvent>();
        let idx = VectorIndex::with_max_entries_for_test(4);
        idx.set_eviction_sink(tx);

        // Reset the process-local counters so concurrent tests
        // sharing the static don't bleed assertions into ours.
        reset_eviction_counters_for_test();

        // Insert cap+2 entries — eviction drops the 2 oldest.
        let n = 6_usize;
        for i in 0..n {
            let mut v = vec![0.0_f32; 4];
            #[allow(clippy::cast_precision_loss)]
            let f = i as f32;
            v[i % 4] = 1.0 + f * 0.01;
            idx.insert(format!("evict-{i}"), make_embedding(&v));
        }

        // Drain the channel. Expect TWO events (n=6, cap=4) — one
        // per evicted id. The unbounded sender does not block; the
        // events should already be enqueued by the time `insert`
        // returns, but we give the channel a small grace window for
        // thread-scheduling jitter on slow CI runners.
        let mut received: Vec<EvictionEvent> = Vec::new();
        let deadline = std::time::Instant::now() + std::time::Duration::from_millis(500);
        while std::time::Instant::now() < deadline && received.len() < 2 {
            while let Ok(ev) = rx.try_recv() {
                received.push(ev);
            }
            if received.len() < 2 {
                std::thread::sleep(std::time::Duration::from_millis(5));
            }
        }

        assert_eq!(
            received.len(),
            2,
            "expected one EvictionEvent per evicted id (2 evictions for n=6, cap=4), got {}: {:?}",
            received.len(),
            received.iter().map(|e| &e.memory_id).collect::<Vec<_>>(),
        );

        let ids: Vec<&str> = received.iter().map(|e| e.memory_id.as_str()).collect();
        assert!(
            ids.contains(&"evict-0"),
            "expected evict-0 in evicted ids; got {ids:?}"
        );
        assert!(
            ids.contains(&"evict-1"),
            "expected evict-1 in evicted ids; got {ids:?}"
        );

        for ev in &received {
            assert_eq!(
                ev.reason, "max_entries_reached",
                "evicted reason should match the canonical tag, got {:?}",
                ev.reason
            );
            // namespace is intentionally empty at the hnsw layer
            // (the index does not carry namespace context); G9+ may
            // plumb it through. The wire field MUST be present even
            // when empty.
            assert_eq!(ev.namespace, "");
            assert!(
                !ev.evicted_at.is_empty(),
                "evicted_at must be set (rfc3339), got empty"
            );
        }
    }

    /// Sanity: insertion without a sink wired is a no-op for the
    /// hook path. The eviction-edge code path must remain functional
    /// (oldest drained, cap enforced) even when no sink is set, so
    /// the CLI / test build's zero-cost posture is preserved.
    ///
    /// The proof of eviction is the PER-INDEX `len()` — after 6
    /// inserts into a max-4 index, exactly 4 entries survive, which
    /// is only possible if the eviction-edge path drained the 2
    /// oldest. We deliberately do NOT read the process-global
    /// `index_evictions_total()` counter here: a sibling test
    /// (`test_hnsw_eviction_fires_hook`) calls
    /// `reset_eviction_counters_for_test()`, which zeroes that
    /// shared static, so a concurrent multi-threaded test run could
    /// collapse a global-delta assertion to a flake. `idx.len()` is
    /// isolated to this index instance and deterministic.
    #[test]
    fn test_hnsw_eviction_without_sink_is_noop_for_hook() {
        let idx = VectorIndex::with_max_entries_for_test(4);
        // No `set_eviction_sink` call here — the index runs as in
        // CLI / pre-R3-S1 builds without a hooks pipeline.

        for i in 0..6_usize {
            let mut v = vec![0.0_f32; 4];
            #[allow(clippy::cast_precision_loss)]
            let f = i as f32;
            v[i % 4] = 1.0 + f * 0.01;
            idx.insert(format!("noopsink-{i}"), make_embedding(&v));
        }

        assert_eq!(
            idx.len(),
            4,
            "eviction-edge path must still enforce the max-4 cap even \
             without a sink wired (6 inserts → 4 survivors means 2 \
             evictions occurred); got len={}",
            idx.len()
        );
    }
}

// ---------------------------------------------------------------------------
// #968 (Wave-2 Tier-C3) — async-rebuild + double-buffering regression tests
//
// These tests pin the contract introduced by issue #968:
//   1. A rebuild scheduled via `rebuild_async` does NOT block readers.
//      Search calls dispatched concurrently with the build complete in
//      <100 ms even when the build itself runs for seconds.
//   2. A build-time panic leaves `active` untouched so reads continue
//      to serve the prior snapshot.
//   3. Writes that land DURING a rebuild are preserved: post-rebuild
//      state includes the snapshot's entries PLUS the concurrent inserts.
//   4. The swap is atomic: no caller ever observes a partial-state graph
//      (e.g. one with half the entries missing).
// ---------------------------------------------------------------------------
#[cfg(test)]
mod d1_968_tests {
    use super::*;
    use std::sync::Arc as TArc;
    use std::sync::atomic::AtomicUsize;
    use std::time::{Duration, Instant};

    fn make_embedding(values: &[f32]) -> Vec<f32> {
        let norm: f32 = values.iter().map(|v| v * v).sum::<f32>().sqrt();
        values.iter().map(|v| v / norm).collect()
    }

    /// Build a deterministic embedding-set fixture of `n` 16-dim
    /// L2-normalised vectors. Tests use this to make the `build_hnsw`
    /// pass non-trivial without inflating compile time.
    fn fixture(n: usize) -> Vec<(String, Vec<f32>)> {
        (0..n)
            .map(|i| {
                let mut v = vec![0.0_f32; 16];
                #[allow(clippy::cast_precision_loss)]
                let f = i as f32;
                v[i % 16] = 1.0 + f * 0.001;
                (format!("id-{i}"), make_embedding(&v))
            })
            .collect()
    }

    /// #968 contract 1 — search must remain responsive while a rebuild
    /// runs in the background. We spawn a rebuild_async over a
    /// reasonably-sized fixture (the build is CPU-bound but not
    /// minutes-long at this scale) and concurrently issue 50 search
    /// calls. The reader-loop must complete well under the time it
    /// would take if every search had to wait on the rebuild's inner
    /// mutex (which it never holds for more than microseconds).
    #[test]
    fn rebuild_async_does_not_block_search_968() {
        let idx = TArc::new(VectorIndex::build(fixture(2_000)));
        let query = make_embedding(&[1.0_f32; 16]);

        // Start the rebuild OFF-THREAD.
        let idx_for_rebuild = TArc::clone(&idx);
        let rebuild_handle = std::thread::spawn(move || idx_for_rebuild.rebuild_async());
        // Concurrent search loop: fire 50 searches.
        let idx_for_search = TArc::clone(&idx);
        let search_start = Instant::now();
        let search_handle = std::thread::spawn(move || {
            for _ in 0..50 {
                let hits = idx_for_search.search(&query, 10);
                // Each search must return at most 10 hits (the k cap)
                // and the fixture has >10 entries, so a non-empty
                // result is the expected output. We assert non-empty
                // (rather than ==10) because the swap mid-loop can
                // briefly leave the graph empty while overflow takes
                // over — both shapes are correct.
                assert!(
                    !hits.is_empty(),
                    "search returned empty during rebuild — readers were blocked or the graph was lost"
                );
            }
        });
        // Wait for both to finish. The rebuild thread may take seconds;
        // the search thread must NOT.
        let _ = search_handle.join().expect("search thread panicked");
        let search_elapsed = search_start.elapsed();
        // The 50-search loop with a 2k-entry index should complete in
        // tens of ms. We use a 5-second budget — wide enough to
        // absorb CI jitter, narrow enough to catch the v0.6 regression
        // (which would have blocked for ~3-10s on the rebuild mutex).
        assert!(
            search_elapsed < Duration::from_secs(5),
            "50 searches took {:?} — readers blocked on the rebuild (v0.6 regression)",
            search_elapsed,
        );
        let _ = rebuild_handle.join().expect("rebuild thread panicked");
        // Drain any pending warming into active so post-test state is clean.
        idx.try_swap_warming();
    }

    /// #968 contract 2 — if the build fails (we cannot easily induce
    /// a panic from `instant_distance::Builder::build` deterministically;
    /// instead we exercise the rebuild_in_flight short-circuit + the
    /// "no warmed result" path), the active graph is unchanged.
    /// Concretely: we call `rebuild_async` while a prior rebuild is in
    /// flight; the second call returns a no-op handle and leaves
    /// `active` serving the prior snapshot.
    #[test]
    fn rebuild_failure_leaves_active_unchanged_968() {
        let entries = fixture(50);
        let idx = VectorIndex::build(entries.clone());

        // Pre-rebuild: search returns expected ids.
        let query = make_embedding(&[1.0_f32; 16]);
        let pre_hits = idx.search(&query, 5);
        assert_eq!(pre_hits.len(), 5);
        let pre_ids: std::collections::HashSet<String> =
            pre_hits.iter().map(|h| h.id.clone()).collect();

        // Force the in-flight flag on so the next rebuild_async takes
        // the short-circuit path (returns a no-op handle).
        idx.rebuild_in_flight.store(true, Ordering::SeqCst);
        let handle = idx.rebuild_async();
        let _ = handle.join();
        // Active should be UNCHANGED — no warmed graph was parked.
        let post_hits = idx.search(&query, 5);
        let post_ids: std::collections::HashSet<String> =
            post_hits.iter().map(|h| h.id.clone()).collect();
        assert_eq!(
            pre_ids, post_ids,
            "search results changed after a no-op rebuild — active was clobbered"
        );

        // Cleanup: clear the manually-poked flag.
        idx.rebuild_in_flight.store(false, Ordering::SeqCst);
    }

    /// #968 contract 3 — writes during a rebuild are preserved.
    /// We snapshot a baseline, kick off a rebuild_async, then issue
    /// N concurrent inserts. After the rebuild lands, every inserted
    /// id must be findable via search (either via the new graph if the
    /// snapshot captured it, or via the overflow if it arrived after
    /// the snapshot — both paths must surface the id).
    #[test]
    fn concurrent_writes_during_rebuild_consistent_968() {
        let idx = TArc::new(VectorIndex::build(fixture(500)));
        let handle = {
            let idx = TArc::clone(&idx);
            std::thread::spawn(move || idx.rebuild_async())
        };

        // Issue 30 concurrent inserts. These flow into overflow +
        // all_entries; the snapshot already captured at rebuild_async
        // time has its own entry list, so these inserts will remain
        // in overflow until the NEXT rebuild — but the swap path
        // trims only the overflow PREFIX present at snapshot time, so
        // the new entries survive.
        let inserts_done = TArc::new(AtomicUsize::new(0));
        let mut writer_handles = Vec::new();
        for i in 0..30 {
            let idx = TArc::clone(&idx);
            let counter = TArc::clone(&inserts_done);
            writer_handles.push(std::thread::spawn(move || {
                let mut v = vec![0.0_f32; 16];
                #[allow(clippy::cast_precision_loss)]
                let f = i as f32;
                v[i % 16] = 2.0 + f * 0.01;
                idx.insert(format!("concurrent-{i}"), make_embedding(&v));
                counter.fetch_add(1, Ordering::SeqCst);
            }));
        }
        for h in writer_handles {
            let _ = h.join();
        }
        let rebuild_h = handle.join().expect("outer rebuild spawner panicked");
        let _ = rebuild_h.join();
        // v0.7.0 #1212 — deterministic post-rebuild observation barrier.
        // Pre-#1212 a single `try_swap_warming()` followed immediately
        // by the search loop raced the cross-thread publication of the
        // swap under stressed CI runners (`SAL-only feature gate` /
        // parallel-test load). The fix is two-fold:
        //   (1) Drain ANY parked warming result in a tight loop — handles
        //       the rare double-rebuild case (writer crossing
        //       REBUILD_THRESHOLD during the concurrent-write phase).
        //   (2) Yield briefly so any post-swap state (`valid_ids_cache`
        //       lazy rebuild, HNSW search-side state init) settles
        //       before the search loop reads it. 10 ms is generous
        //       enough for any GHA runner under 4-way parallel-test
        //       contention; the test still completes in <100 ms total.
        let mut swaps = 0_usize;
        while idx.try_swap_warming() {
            swaps += 1;
            // Defensive cap — at v0.7.0 there can be at most one
            // parked warming result at a time, but loop bounded just
            // in case a follow-on rebuild parks one while we drain.
            if swaps > 4 {
                break;
            }
        }
        std::thread::sleep(Duration::from_millis(10));

        // Verify all 30 ids survived the rebuild. The CONTRACT under
        // test is "post-rebuild state INCLUDES the concurrent writes"
        // — i.e. every concurrent id is in `all_entries` (graph OR
        // overflow). We assert that directly via `len()` + a
        // sufficiently-wide search rather than relying on tie-break
        // determinism at small k. The baseline fixture (500 entries
        // across 16 axes) clusters ~32 entries per axis at
        // post-normalization distance 0 from any axis query; concurrent
        // entries on the same axis tie with them at distance 0, and
        // truncate-to-k can clip a single tied entry under
        // tie-break-dependent sort behavior. The fix is to widen k
        // beyond the tie cluster, NOT to weaken the contract.
        assert_eq!(inserts_done.load(Ordering::SeqCst), 30);
        let final_len = idx.len();
        // v0.7.0 #1212 — snapshot the post-swap private state ONCE so
        // every downstream assertion's panic message can cite the same
        // ground-truth set of values. Pre-#1212 a panic at line
        // src/hnsw.rs:1555 reported only "found < 29" with NO
        // observable state, making the CI flake un-diagnosable
        // without local repro. Capturing overflow.len() + hnsw size
        // here (under a single inner-lock guard) is the diagnostic
        // hook the operator + future agent needs to identify which
        // buffer the concurrent inserts landed in at panic time.
        let (overflow_len_dbg, hnsw_size_dbg) = {
            let state = idx.inner.lock().expect("inner mutex poisoned");
            let hnsw_size = state.hnsw.as_ref().map_or(0, |h| h.iter().count());
            (state.overflow.len(), hnsw_size)
        };
        assert_eq!(
            final_len,
            530,
            "post-rebuild len must equal baseline 500 + concurrent 30 = 530, \
             got {final_len} (overflow={overflow_len_dbg}, hnsw={hnsw_size_dbg}, \
             swaps={swaps}, inserts_done={})",
            inserts_done.load(Ordering::SeqCst)
        );
        // Assert the survival CONTRACT — "post-rebuild state INCLUDES
        // every concurrent write" — DETERMINISTICALLY via `all_entries`
        // membership (each id is in the graph OR overflow), not via the
        // approximate HNSW `search()` path.
        //
        // Why not `search()`: the active graph is built with
        // `Builder::default()` and queried with `Search::default()`, so
        // the search beam (`ef`) is a fixed library default that does
        // NOT scale with `k`. `search(q, 600)` over a 530-entry index
        // therefore returns only the top-`ef` graph candidates plus the
        // overflow scan — a graph-resident entry outside the beam is
        // intermittently clipped under stressed / instrumented runners.
        // The llvm-cov coverage job (run 27001253837/27001253833) hit
        // exactly this: `found` came back 28/30 while `final_len == 530`
        // simultaneously PROVED all 30 were present. Earlier revisions
        // chased it by widening `k` (no effect — the limit is `ef`, not
        // `k`) and then relaxing the floor to 29 (still flaky: 2-id
        // clips occur under heavy instrumentation). Membership over
        // `all_entries` is exact and race-free, so it is both the
        // correct expression of the contract AND immune to ANN-recall
        // jitter.
        //
        // The `swaps`/`overflow`/`hnsw` diagnostics captured above are
        // retained in the panic message so any genuine drop (a swap that
        // loses a write) still names the failure mode in one read.
        let present: std::collections::HashSet<String> = {
            let state = idx.inner.lock().expect("inner mutex poisoned");
            state.all_entries.iter().map(|(id, _)| id.clone()).collect()
        };
        let missing: Vec<String> = (0..30)
            .map(|i| format!("concurrent-{i}"))
            .filter(|id| !present.contains(id))
            .collect();
        assert!(
            missing.is_empty(),
            "post-rebuild all_entries must INCLUDE every concurrent write \
             (missing={missing:?}; post-swap state: overflow={overflow_len_dbg}, \
             hnsw={hnsw_size_dbg}, swaps={swaps}, final_len={final_len}); \
             a missing id means the concurrent-rebuild swap dropped a write"
        );
    }

    /// #968 contract 4 — the swap is atomic. We never observe a
    /// half-populated graph during the swap window. To check this we
    /// run many search-then-len pairs concurrently with a rebuild
    /// and assert that `len()` is monotonically >= the baseline at
    /// every observation point (the swap only adds entries, never
    /// loses them).
    #[test]
    fn rebuild_swap_is_atomic_968() {
        let idx = TArc::new(VectorIndex::build(fixture(1_000)));
        let baseline_len = idx.len();
        let stop = TArc::new(AtomicBool::new(false));
        let observer_stop = TArc::clone(&stop);
        let idx_obs = TArc::clone(&idx);
        let observer = std::thread::spawn(move || {
            while !observer_stop.load(Ordering::SeqCst) {
                let l = idx_obs.len();
                assert!(
                    l >= baseline_len,
                    "len() dropped below baseline during rebuild — partial swap observed: {l} < {baseline_len}"
                );
            }
        });
        // Run a real rebuild.
        let h = idx.rebuild_async();
        let _ = h.join();
        idx.try_swap_warming();
        // Stop the observer.
        stop.store(true, Ordering::SeqCst);
        let _ = observer.join();
        assert_eq!(idx.len(), baseline_len);
    }

    // v0.7.0 #1074 (SR-2 #2, HIGH) — eviction-then-rebuild gap.
    // The swap path must DROP a warming result whose
    // `overflow_generation` doesn't match the current state, so an
    // entry inserted into overflow AFTER a clear() bump is not
    // mistakenly drained out as if it were a captured snapshot
    // entry. We park a stale-gen result directly in the warming
    // slot and confirm try_swap_warming refuses to swap AND does
    // not drain overflow.
    #[test]
    fn stale_warming_swap_is_dropped_1074() {
        let idx = VectorIndex::empty();
        // Insert a non-trivial overflow entry so we can assert
        // try_swap_warming doesn't drain it.
        idx.insert(
            "alpha".to_string(),
            make_embedding(&[1.0_f32, 0.0, 0.0, 0.0]),
        );
        let before_overflow = idx.inner.lock().unwrap().overflow.len();
        assert_eq!(before_overflow, 1);

        // Park a STALE-generation warming result with a swap that
        // would otherwise drain everything.
        {
            let current_gen = idx.inner.lock().unwrap().overflow_generation;
            let mut w = idx.warming.lock().unwrap();
            *w = Some(RebuildResult {
                hnsw: None,
                overflow_at_snapshot: 999, // would have drained the whole overflow
                overflow_generation: current_gen.wrapping_add(1), // mismatched
                entries_in_graph: 0,
            });
        }

        // Swap MUST refuse and leave overflow intact.
        let swapped = idx.try_swap_warming();
        assert!(
            !swapped,
            "stale-by-generation warming must NOT swap in (#1074)"
        );
        let after_overflow = idx.inner.lock().unwrap().overflow.len();
        assert_eq!(
            after_overflow, before_overflow,
            "stale swap must NOT drain overflow (#1074 regression)"
        );
        // The alpha entry must still be findable via the linear
        // overflow scan (no graph yet).
        let hits = idx.search(&make_embedding(&[1.0_f32, 0.0, 0.0, 0.0]), 5);
        assert!(hits.iter().any(|h| h.id == "alpha"));
    }

    // v0.7.0 #1074 — confirm overflow.clear() in the eviction path
    // bumps the generation counter so a snapshot captured BEFORE the
    // eviction will fail the gen check on swap. This pins the load-
    // bearing invariant: clear() must always bump.
    #[test]
    fn eviction_clear_bumps_overflow_generation_1074() {
        let idx = VectorIndex::with_max_entries_for_test(2);
        let gen_initial = idx.inner.lock().unwrap().overflow_generation;
        // 3 inserts past cap=2 → at least one eviction-clear fires.
        for i in 0..3 {
            let mut v = vec![0.0_f32; 4];
            v[i % 4] = 1.0;
            idx.insert(format!("e{i}"), make_embedding(&v));
        }
        let gen_after = idx.inner.lock().unwrap().overflow_generation;
        assert!(
            gen_after > gen_initial,
            "eviction-clear path must bump overflow_generation (#1074)"
        );
    }

    // -----------------------------------------------------------------
    // #1579 — async-boot seeding + coverage accounting
    // -----------------------------------------------------------------

    #[test]
    fn seed_entries_dedupes_and_defers_searchability_1579() {
        let idx = VectorIndex::empty();
        // A write that arrived through the normal path stays covered
        // (overflow is linearly scanned).
        idx.insert("live".into(), make_embedding(&[1.0, 0.0, 0.0]));
        assert!(
            idx.is_fully_searchable(),
            "overflow-only index is fully searchable"
        );
        // Seed the boot snapshot; the id already present must be
        // skipped (no double-count), the rest land in all_entries
        // only.
        let seeded = idx.seed_entries(vec![
            ("live".into(), make_embedding(&[1.0, 0.0, 0.0])),
            ("a".into(), make_embedding(&[0.0, 1.0, 0.0])),
            ("b".into(), make_embedding(&[0.0, 0.0, 1.0])),
        ]);
        assert_eq!(seeded, 2, "duplicate id must be skipped");
        assert_eq!(idx.len(), 3);
        assert!(
            !idx.is_fully_searchable(),
            "seeded-but-unbuilt entries must report not-fully-searchable \
             so the conflict check routes to its fallback (#1579 A5/B3)"
        );
        // Search during the warm window must still serve the live
        // (overflow) entry — and must NOT pretend to cover the seeds.
        let hits = idx.search(&make_embedding(&[0.0, 1.0, 0.0]), 3);
        assert!(hits.iter().all(|h| h.id == "live"));
    }

    #[test]
    fn warm_boot_seeds_builds_and_swaps_1579() {
        let idx = VectorIndex::empty();
        let seeded = idx.warm_boot(vec![
            ("a".into(), make_embedding(&[1.0, 0.0, 0.0])),
            ("b".into(), make_embedding(&[0.0, 1.0, 0.0])),
            ("c".into(), make_embedding(&[0.0, 0.0, 1.0])),
        ]);
        assert_eq!(seeded, 3);
        assert!(
            idx.is_fully_searchable(),
            "warm_boot must drive rebuild→swap to completion"
        );
        let hits = idx.search(&make_embedding(&[1.0, 0.0, 0.0]), 2);
        assert_eq!(hits.first().map(|h| h.id.as_str()), Some("a"));
    }

    #[test]
    fn build_and_insert_preserve_full_searchability_1579() {
        let idx = VectorIndex::build(vec![
            ("a".into(), make_embedding(&[1.0, 0.0, 0.0])),
            ("b".into(), make_embedding(&[0.0, 1.0, 0.0])),
        ]);
        assert!(idx.is_fully_searchable(), "synchronous build covers all");
        idx.insert("c".into(), make_embedding(&[0.0, 0.0, 1.0]));
        assert!(
            idx.is_fully_searchable(),
            "insert lands in overflow — coverage preserved"
        );
        idx.remove("a");
        assert!(
            idx.is_fully_searchable(),
            "remove only shrinks all_entries — coverage preserved"
        );
    }
}