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588
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589
590
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Guide
596
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600
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608
<a href="../ingestion/" class="md-nav__link">
609
610
611
612
<span class="md-ellipsis">
613
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615
Ingesting a Repo
616
617
618
619
</span>
620
621
622
623
</a>
624
</li>
625
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628
629
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636
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Loading Context
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<li class="md-nav__item">
664
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665
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<span class="md-ellipsis">
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Framework Enrichment
672
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</span>
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</a>
680
</li>
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685
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692
<a href="../analysis/" class="md-nav__link">
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Structural Analysis
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</span>
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</a>
708
</li>
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711
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714
715
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720
<a href="../intelligence/" class="md-nav__link">
721
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<span class="md-ellipsis">
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Intelligence Layer
728
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731
</span>
732
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736
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Python SDK
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764
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Graph Queries
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804
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MCP Integration
812
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815
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817
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819
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820
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832
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840
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844
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860
<a href="../cluster/" class="md-nav__link">
861
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<span class="md-ellipsis">
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Cluster Mode
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876
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888
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889
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Agent Hooks
896
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900
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</a>
904
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926
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930
931
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Planopticon
933
934
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937
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<span class="md-nav__icon md-icon"></span>
941
</label>
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Planopticon
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Table of contents
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974
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976
<a href="#what-is-planopticon" class="md-nav__link">
977
<span class="md-ellipsis">
978
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What is Planopticon
980
981
</span>
982
</a>
983
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</li>
985
986
<li class="md-nav__item">
987
<a href="#how-they-connect" class="md-nav__link">
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989
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How they connect
991
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996
997
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998
<a href="#input-formats" class="md-nav__link">
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<span class="md-ellipsis">
1000
1001
Input formats
1002
1003
</span>
1004
</a>
1005
1006
<nav class="md-nav" aria-label="Input formats">
1007
<ul class="md-nav__list">
1008
1009
<li class="md-nav__item">
1010
<a href="#manifestjson" class="md-nav__link">
1011
<span class="md-ellipsis">
1012
1013
manifest.json
1014
1015
</span>
1016
</a>
1017
1018
</li>
1019
1020
<li class="md-nav__item">
1021
<a href="#knowledge_graphjson" class="md-nav__link">
1022
<span class="md-ellipsis">
1023
1024
knowledge_graph.json
1025
1026
</span>
1027
</a>
1028
1029
</li>
1030
1031
<li class="md-nav__item">
1032
<a href="#interchangejson" class="md-nav__link">
1033
<span class="md-ellipsis">
1034
1035
interchange.json
1036
1037
</span>
1038
</a>
1039
1040
</li>
1041
1042
<li class="md-nav__item">
1043
<a href="#batch-manifest" class="md-nav__link">
1044
<span class="md-ellipsis">
1045
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Batch manifest
1047
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1049
</a>
1050
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</li>
1052
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</ul>
1054
</nav>
1055
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</li>
1057
1058
<li class="md-nav__item">
1059
<a href="#what-maps-to-what" class="md-nav__link">
1060
<span class="md-ellipsis">
1061
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What maps to what
1063
1064
</span>
1065
</a>
1066
1067
</li>
1068
1069
<li class="md-nav__item">
1070
<a href="#cli-examples" class="md-nav__link">
1071
<span class="md-ellipsis">
1072
1073
CLI examples
1074
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</span>
1076
</a>
1077
1078
<nav class="md-nav" aria-label="CLI examples">
1079
<ul class="md-nav__list">
1080
1081
<li class="md-nav__item">
1082
<a href="#auto-detect-format-recommended" class="md-nav__link">
1083
<span class="md-ellipsis">
1084
1085
Auto-detect format (recommended)
1086
1087
</span>
1088
</a>
1089
1090
</li>
1091
1092
<li class="md-nav__item">
1093
<a href="#explicit-format" class="md-nav__link">
1094
<span class="md-ellipsis">
1095
1096
Explicit format
1097
1098
</span>
1099
</a>
1100
1101
</li>
1102
1103
<li class="md-nav__item">
1104
<a href="#label-the-source" class="md-nav__link">
1105
<span class="md-ellipsis">
1106
1107
Label the source
1108
1109
</span>
1110
</a>
1111
1112
</li>
1113
1114
<li class="md-nav__item">
1115
<a href="#json-output" class="md-nav__link">
1116
<span class="md-ellipsis">
1117
1118
JSON output
1119
1120
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1121
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1122
1123
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1124
1125
</ul>
1126
</nav>
1127
1128
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1129
1130
<li class="md-nav__item">
1131
<a href="#python-api" class="md-nav__link">
1132
<span class="md-ellipsis">
1133
1134
Python API
1135
1136
</span>
1137
</a>
1138
1139
<nav class="md-nav" aria-label="Python API">
1140
<ul class="md-nav__list">
1141
1142
<li class="md-nav__item">
1143
<a href="#planopticoningester-methods" class="md-nav__link">
1144
<span class="md-ellipsis">
1145
1146
PlanopticonIngester methods
1147
1148
</span>
1149
</a>
1150
1151
</li>
1152
1153
</ul>
1154
</nav>
1155
1156
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1157
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1159
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1168
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1169
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1220
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Architecture
1223
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1226
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1227
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1234
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1235
<a href="../../architecture/overview/" class="md-nav__link">
1236
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<span class="md-ellipsis">
1240
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Overview
1243
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1247
1248
1249
1250
</a>
1251
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<li class="md-nav__item">
1263
<a href="../../architecture/graph-schema/" class="md-nav__link">
1264
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1266
1267
<span class="md-ellipsis">
1268
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1270
Graph Schema
1271
1272
1273
1274
</span>
1275
1276
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</a>
1279
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1280
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1285
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1286
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1314
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1317
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<span class="md-ellipsis">
1321
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API Reference
1324
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1328
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<span class="md-nav__icon md-icon"></span>
1332
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1336
<span class="md-nav__icon md-icon"></span>
1337
1338
1339
API Reference
1340
1341
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</label>
1343
<ul class="md-nav__list" data-md-scrollfix>
1344
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<li class="md-nav__item">
1352
<a href="../../api/sdk/" class="md-nav__link">
1353
1354
1355
1356
<span class="md-ellipsis">
1357
1358
1359
Python SDK
1360
1361
1362
1363
</span>
1364
1365
1366
1367
</a>
1368
</li>
1369
1370
1371
1372
1373
1374
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1376
1377
1378
1379
<li class="md-nav__item">
1380
<a href="../../api/ingestion/" class="md-nav__link">
1381
1382
1383
1384
<span class="md-ellipsis">
1385
1386
1387
Ingestion
1388
1389
1390
1391
</span>
1392
1393
1394
1395
</a>
1396
</li>
1397
1398
1399
1400
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1404
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1407
<li class="md-nav__item">
1408
<a href="../../api/analysis/" class="md-nav__link">
1409
1410
1411
1412
<span class="md-ellipsis">
1413
1414
1415
Analysis
1416
1417
1418
1419
</span>
1420
1421
1422
1423
</a>
1424
</li>
1425
1426
1427
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1429
1430
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1432
1433
1434
1435
<li class="md-nav__item">
1436
<a href="../../api/graph/" class="md-nav__link">
1437
1438
1439
1440
<span class="md-ellipsis">
1441
1442
1443
Graph
1444
1445
1446
1447
</span>
1448
1449
1450
1451
</a>
1452
</li>
1453
1454
1455
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1457
1458
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1460
1461
1462
1463
<li class="md-nav__item">
1464
<a href="../../api/mcp/" class="md-nav__link">
1465
1466
1467
1468
<span class="md-ellipsis">
1469
1470
1471
MCP Server
1472
1473
1474
1475
</span>
1476
1477
1478
1479
</a>
1480
</li>
1481
1482
1483
1484
1485
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1486
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1487
1488
</li>
1489
1490
1491
1492
</ul>
1493
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1494
</div>
1495
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1496
</div>
1497
1498
1499
1500
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
1501
<div class="md-sidebar__scrollwrap">
1502
<div class="md-sidebar__inner">
1503
1504
1505
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
1506
1507
1508
1509
1510
1511
1512
<label class="md-nav__title" for="__toc">
1513
<span class="md-nav__icon md-icon"></span>
1514
Table of contents
1515
</label>
1516
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
1517
1518
<li class="md-nav__item">
1519
<a href="#what-is-planopticon" class="md-nav__link">
1520
<span class="md-ellipsis">
1521
1522
What is Planopticon
1523
1524
</span>
1525
</a>
1526
1527
</li>
1528
1529
<li class="md-nav__item">
1530
<a href="#how-they-connect" class="md-nav__link">
1531
<span class="md-ellipsis">
1532
1533
How they connect
1534
1535
</span>
1536
</a>
1537
1538
</li>
1539
1540
<li class="md-nav__item">
1541
<a href="#input-formats" class="md-nav__link">
1542
<span class="md-ellipsis">
1543
1544
Input formats
1545
1546
</span>
1547
</a>
1548
1549
<nav class="md-nav" aria-label="Input formats">
1550
<ul class="md-nav__list">
1551
1552
<li class="md-nav__item">
1553
<a href="#manifestjson" class="md-nav__link">
1554
<span class="md-ellipsis">
1555
1556
manifest.json
1557
1558
</span>
1559
</a>
1560
1561
</li>
1562
1563
<li class="md-nav__item">
1564
<a href="#knowledge_graphjson" class="md-nav__link">
1565
<span class="md-ellipsis">
1566
1567
knowledge_graph.json
1568
1569
</span>
1570
</a>
1571
1572
</li>
1573
1574
<li class="md-nav__item">
1575
<a href="#interchangejson" class="md-nav__link">
1576
<span class="md-ellipsis">
1577
1578
interchange.json
1579
1580
</span>
1581
</a>
1582
1583
</li>
1584
1585
<li class="md-nav__item">
1586
<a href="#batch-manifest" class="md-nav__link">
1587
<span class="md-ellipsis">
1588
1589
Batch manifest
1590
1591
</span>
1592
</a>
1593
1594
</li>
1595
1596
</ul>
1597
</nav>
1598
1599
</li>
1600
1601
<li class="md-nav__item">
1602
<a href="#what-maps-to-what" class="md-nav__link">
1603
<span class="md-ellipsis">
1604
1605
What maps to what
1606
1607
</span>
1608
</a>
1609
1610
</li>
1611
1612
<li class="md-nav__item">
1613
<a href="#cli-examples" class="md-nav__link">
1614
<span class="md-ellipsis">
1615
1616
CLI examples
1617
1618
</span>
1619
</a>
1620
1621
<nav class="md-nav" aria-label="CLI examples">
1622
<ul class="md-nav__list">
1623
1624
<li class="md-nav__item">
1625
<a href="#auto-detect-format-recommended" class="md-nav__link">
1626
<span class="md-ellipsis">
1627
1628
Auto-detect format (recommended)
1629
1630
</span>
1631
</a>
1632
1633
</li>
1634
1635
<li class="md-nav__item">
1636
<a href="#explicit-format" class="md-nav__link">
1637
<span class="md-ellipsis">
1638
1639
Explicit format
1640
1641
</span>
1642
</a>
1643
1644
</li>
1645
1646
<li class="md-nav__item">
1647
<a href="#label-the-source" class="md-nav__link">
1648
<span class="md-ellipsis">
1649
1650
Label the source
1651
1652
</span>
1653
</a>
1654
1655
</li>
1656
1657
<li class="md-nav__item">
1658
<a href="#json-output" class="md-nav__link">
1659
<span class="md-ellipsis">
1660
1661
JSON output
1662
1663
</span>
1664
</a>
1665
1666
</li>
1667
1668
</ul>
1669
</nav>
1670
1671
</li>
1672
1673
<li class="md-nav__item">
1674
<a href="#python-api" class="md-nav__link">
1675
<span class="md-ellipsis">
1676
1677
Python API
1678
1679
</span>
1680
</a>
1681
1682
<nav class="md-nav" aria-label="Python API">
1683
<ul class="md-nav__list">
1684
1685
<li class="md-nav__item">
1686
<a href="#planopticoningester-methods" class="md-nav__link">
1687
<span class="md-ellipsis">
1688
1689
PlanopticonIngester methods
1690
1691
</span>
1692
</a>
1693
1694
</li>
1695
1696
</ul>
1697
</nav>
1698
1699
</li>
1700
1701
</ul>
1702
1703
</nav>
1704
</div>
1705
</div>
1706
</div>
1707
1708
1709
1710
<div class="md-content" data-md-component="content">
1711
1712
<article class="md-content__inner md-typeset">
1713
1714
1715
1716
1717
1718
1719
1720
1721
<h1 id="planopticon-integration">Planopticon Integration<a class="headerlink" href="#planopticon-integration" title="Permanent link">&para;</a></h1>
1722
<h2 id="what-is-planopticon">What is Planopticon<a class="headerlink" href="#what-is-planopticon" title="Permanent link">&para;</a></h2>
1723
<p>Planopticon is a video and meeting knowledge extraction tool. It ingests recordings, transcripts, and meeting notes and produces structured knowledge graphs: entities (people, concepts, decisions), relationships, action items, and diagrams extracted from the meeting content.</p>
1724
<p>Navegador treats Planopticon output as a first-class knowledge source. Where <code>navegador add concept</code> requires manual entry, Planopticon extracts concepts, rules, and decisions from meeting recordings automatically and navegador stores them alongside your code graph.</p>
1725
<hr />
1726
<h2 id="how-they-connect">How they connect<a class="headerlink" href="#how-they-connect" title="Permanent link">&para;</a></h2>
1727
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>Video / transcript
1728
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> ↓
1729
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> Planopticon
1730
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a> ↓ produces
1731
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a> knowledge_graph.json / interchange.json / manifest.json
1732
<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a> ↓
1733
<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a> navegador planopticon ingest
1734
<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a> ↓ creates
1735
<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a> Concept / Rule / Decision / Person / WikiPage nodes
1736
<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a> in the same FalkorDB graph as your code
1737
</code></pre></div>
1738
<p>The result: "the team decided to use Redis for session storage in the March architecture review" becomes a <code>Decision</code> node linked to the <code>Infrastructure</code> domain and, via <code>GOVERNS</code>, to the <code>SessionManager</code> class in your code.</p>
1739
<hr />
1740
<h2 id="input-formats">Input formats<a class="headerlink" href="#input-formats" title="Permanent link">&para;</a></h2>
1741
<p>Planopticon produces several output formats. Navegador accepts all of them and auto-detects by default.</p>
1742
<h3 id="manifestjson">manifest.json<a class="headerlink" href="#manifestjson" title="Permanent link">&para;</a></h3>
1743
<p>Top-level manifest for a multi-file Planopticon output package. Points to the knowledge graph, interchange, and supporting files.</p>
1744
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="p">{</span>
1745
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="w"> </span><span class="nt">&quot;version&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;1.0&quot;</span><span class="p">,</span>
1746
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="w"> </span><span class="nt">&quot;source&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;zoom-meeting-2026-03-15&quot;</span><span class="p">,</span>
1747
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="w"> </span><span class="nt">&quot;knowledge_graph&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;knowledge_graph.json&quot;</span><span class="p">,</span>
1748
<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="w"> </span><span class="nt">&quot;interchange&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;interchange.json&quot;</span><span class="p">,</span>
1749
<a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a><span class="w"> </span><span class="nt">&quot;diagrams&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="s2">&quot;arch-diagram.png&quot;</span><span class="p">]</span>
1750
<a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="p">}</span>
1751
</code></pre></div>
1752
<h3 id="knowledge_graphjson">knowledge_graph.json<a class="headerlink" href="#knowledge_graphjson" title="Permanent link">&para;</a></h3>
1753
<p>Planopticon's native graph format. Contains typed entities and relationships:</p>
1754
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="p">{</span>
1755
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="w"> </span><span class="nt">&quot;entities&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
1756
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;e1&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Decision&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;name&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;UseRedisForSessions&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;description&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;...&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;rationale&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;...&quot;</span><span class="w"> </span><span class="p">},</span>
1757
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;e2&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Person&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;name&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Alice Chen&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;role&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Lead Engineer&quot;</span><span class="w"> </span><span class="p">},</span>
1758
<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;e3&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Concept&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;name&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;SessionAffinity&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;description&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;...&quot;</span><span class="w"> </span><span class="p">}</span>
1759
<a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a><span class="w"> </span><span class="p">],</span>
1760
<a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a><span class="w"> </span><span class="nt">&quot;relationships&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
1761
<a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;from&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;e2&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;to&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;e1&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;DECIDED_BY&quot;</span><span class="w"> </span><span class="p">},</span>
1762
<a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;from&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;e1&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;to&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;e3&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;RELATED_TO&quot;</span><span class="w"> </span><span class="p">}</span>
1763
<a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a><span class="w"> </span><span class="p">]</span>
1764
<a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a><span class="p">}</span>
1765
</code></pre></div>
1766
<h3 id="interchangejson">interchange.json<a class="headerlink" href="#interchangejson" title="Permanent link">&para;</a></h3>
1767
<p>A normalized interchange format, flatter than the native graph. Used when exporting from Planopticon for consumption by downstream tools.</p>
1768
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="p">{</span>
1769
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="w"> </span><span class="nt">&quot;concepts&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
1770
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="w"> </span><span class="nt">&quot;rules&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
1771
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="w"> </span><span class="nt">&quot;decisions&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
1772
<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="w"> </span><span class="nt">&quot;people&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
1773
<a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a><span class="w"> </span><span class="nt">&quot;action_items&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
1774
<a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a><span class="w"> </span><span class="nt">&quot;diagrams&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">]</span>
1775
<a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="p">}</span>
1776
</code></pre></div>
1777
<h3 id="batch-manifest">Batch manifest<a class="headerlink" href="#batch-manifest" title="Permanent link">&para;</a></h3>
1778
<p>A JSON file listing multiple Planopticon output directories or archive paths for bulk ingestion:</p>
1779
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="p">{</span>
1780
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="w"> </span><span class="nt">&quot;batch&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
1781
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;path&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;./meetings/2026-03-15/&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;source&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;arch-review&quot;</span><span class="w"> </span><span class="p">},</span>
1782
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;path&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;./meetings/2026-02-20/&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;source&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;sprint-planning&quot;</span><span class="w"> </span><span class="p">}</span>
1783
<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="w"> </span><span class="p">]</span>
1784
<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a><span class="p">}</span>
1785
</code></pre></div>
1786
<hr />
1787
<h2 id="what-maps-to-what">What maps to what<a class="headerlink" href="#what-maps-to-what" title="Permanent link">&para;</a></h2>
1788
<table>
1789
<thead>
1790
<tr>
1791
<th>Planopticon entity</th>
1792
<th>Navegador node</th>
1793
<th>Notes</th>
1794
</tr>
1795
</thead>
1796
<tbody>
1797
<tr>
1798
<td><code>Concept</code></td>
1799
<td><code>Concept</code></td>
1800
<td>Direct mapping; domain preserved if present</td>
1801
</tr>
1802
<tr>
1803
<td><code>Rule</code></td>
1804
<td><code>Rule</code></td>
1805
<td>Severity set to <code>info</code> if not specified</td>
1806
</tr>
1807
<tr>
1808
<td><code>Decision</code></td>
1809
<td><code>Decision</code></td>
1810
<td><code>rationale</code>, <code>alternatives</code>, <code>date</code>, <code>status</code> preserved</td>
1811
</tr>
1812
<tr>
1813
<td><code>Person</code></td>
1814
<td><code>Person</code></td>
1815
<td><code>name</code>, <code>email</code>, <code>role</code>, <code>team</code> preserved</td>
1816
</tr>
1817
<tr>
1818
<td>Action item</td>
1819
<td><code>Rule</code> + <code>ASSIGNED_TO</code></td>
1820
<td>Creates a <code>Rule</code> with severity <code>info</code>; creates <code>ASSIGNED_TO</code> edge to the <code>Person</code></td>
1821
</tr>
1822
<tr>
1823
<td>Diagram / image</td>
1824
<td><code>WikiPage</code></td>
1825
<td>Title from filename; content set to alt-text or caption</td>
1826
</tr>
1827
<tr>
1828
<td><code>Relationship: DECIDED_BY</code></td>
1829
<td><code>DECIDED_BY</code> edge</td>
1830
<td>Person → Decision</td>
1831
</tr>
1832
<tr>
1833
<td><code>Relationship: RELATED_TO</code></td>
1834
<td><code>RELATED_TO</code> edge</td>
1835
<td>Between any two knowledge nodes</td>
1836
</tr>
1837
<tr>
1838
<td>Entity domain field</td>
1839
<td><code>BELONGS_TO</code> edge</td>
1840
<td>Links node to named <code>Domain</code> (created if not exists)</td>
1841
</tr>
1842
</tbody>
1843
</table>
1844
<hr />
1845
<h2 id="cli-examples">CLI examples<a class="headerlink" href="#cli-examples" title="Permanent link">&para;</a></h2>
1846
<h3 id="auto-detect-format-recommended">Auto-detect format (recommended)<a class="headerlink" href="#auto-detect-format-recommended" title="Permanent link">&para;</a></h3>
1847
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>navegador<span class="w"> </span>planopticon<span class="w"> </span>ingest<span class="w"> </span>./meeting-output/<span class="w"> </span>--type<span class="w"> </span>auto
1848
</code></pre></div>
1849
<h3 id="explicit-format">Explicit format<a class="headerlink" href="#explicit-format" title="Permanent link">&para;</a></h3>
1850
<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a>navegador<span class="w"> </span>planopticon<span class="w"> </span>ingest<span class="w"> </span>./meeting-output/knowledge_graph.json<span class="w"> </span>--type<span class="w"> </span>kg
1851
<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>navegador<span class="w"> </span>planopticon<span class="w"> </span>ingest<span class="w"> </span>./meeting-output/interchange.json<span class="w"> </span>--type<span class="w"> </span>interchange
1852
<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a>navegador<span class="w"> </span>planopticon<span class="w"> </span>ingest<span class="w"> </span>./manifest.json<span class="w"> </span>--type<span class="w"> </span>manifest
1853
<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a>navegador<span class="w"> </span>planopticon<span class="w"> </span>ingest<span class="w"> </span>./batch.json<span class="w"> </span>--type<span class="w"> </span>batch
1854
</code></pre></div>
1855
<h3 id="label-the-source">Label the source<a class="headerlink" href="#label-the-source" title="Permanent link">&para;</a></h3>
1856
<p>Use <code>--source</code> to tag all nodes from this ingestion with a source label (useful for auditing where knowledge came from):</p>
1857
<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a>navegador<span class="w"> </span>planopticon<span class="w"> </span>ingest<span class="w"> </span>./meeting-output/<span class="w"> </span><span class="se">\</span>
1858
<a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="w"> </span>--type<span class="w"> </span>auto<span class="w"> </span><span class="se">\</span>
1859
<a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a><span class="w"> </span>--source<span class="w"> </span><span class="s2">&quot;arch-review-2026-03-15&quot;</span>
1860
</code></pre></div>
1861
<h3 id="json-output">JSON output<a class="headerlink" href="#json-output" title="Permanent link">&para;</a></h3>
1862
<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a>navegador<span class="w"> </span>planopticon<span class="w"> </span>ingest<span class="w"> </span>./meeting-output/<span class="w"> </span>--json
1863
</code></pre></div>
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<p>Returns a summary of nodes and edges created.</p>
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<hr />
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<h2 id="python-api">Python API<a class="headerlink" href="#python-api" title="Permanent link">&para;</a></h2>
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<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">navegador.ingest</span><span class="w"> </span><span class="kn">import</span> <span class="n">PlanopticonIngester</span>
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<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">navegador.graph</span><span class="w"> </span><span class="kn">import</span> <span class="n">GraphStore</span>
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<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a>
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<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="n">store</span> <span class="o">=</span> <span class="n">GraphStore</span><span class="o">.</span><span class="n">sqlite</span><span class="p">(</span><span class="s2">&quot;.navegador/navegador.db&quot;</span><span class="p">)</span>
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<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a><span class="n">ingester</span> <span class="o">=</span> <span class="n">PlanopticonIngester</span><span class="p">(</span><span class="n">store</span><span class="p">)</span>
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<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a>
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<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a><span class="c1"># auto-detect format</span>
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<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a><span class="n">result</span> <span class="o">=</span> <span class="n">ingester</span><span class="o">.</span><span class="n">ingest</span><span class="p">(</span><span class="s2">&quot;./meeting-output/&quot;</span><span class="p">,</span> <span class="n">input_type</span><span class="o">=</span><span class="s2">&quot;auto&quot;</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="s2">&quot;arch-review&quot;</span><span class="p">)</span>
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<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a>
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<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Created </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">nodes_created</span><span class="si">}</span><span class="s2"> nodes, </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">edges_created</span><span class="si">}</span><span class="s2"> edges&quot;</span><span class="p">)</span>
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<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a>
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<a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a><span class="c1"># ingest a specific interchange file</span>
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<a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a><span class="n">result</span> <span class="o">=</span> <span class="n">ingester</span><span class="o">.</span><span class="n">ingest_interchange</span><span class="p">(</span><span class="s2">&quot;./interchange.json&quot;</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="s2">&quot;sprint-planning&quot;</span><span class="p">)</span>
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</code></pre></div>
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<h3 id="planopticoningester-methods">PlanopticonIngester methods<a class="headerlink" href="#planopticoningester-methods" title="Permanent link">&para;</a></h3>
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<table>
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<thead>
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<tr>
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<th>Method</th>
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<th>Description</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td><code>ingest(path, input_type, source)</code></td>
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<td>Auto or explicit ingest from path</td>
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</tr>
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<tr>
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<td><code>ingest_manifest(path, source)</code></td>
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<td>Ingest a manifest.json package</td>
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</tr>
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<tr>
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<td><code>ingest_kg(path, source)</code></td>
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<td>Ingest a knowledge_graph.json file</td>
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</tr>
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<tr>
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<td><code>ingest_interchange(path, source)</code></td>
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<td>Ingest an interchange.json file</td>
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</tr>
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<tr>
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<td><code>ingest_batch(path, source)</code></td>
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<td>Ingest a batch manifest</td>
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</tr>
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</tbody>
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</table>
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