PlanOpticon

planopticon / guide / batch / index.html

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2	`<!doctype html>`
3	`<html lang="en" class="no-js">`
4	`<head>`
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6	`<meta charset="utf-8">`
7	`<meta name="viewport" content="width=device-width,initial-scale=1">`
8
9	`<meta name="description" content="AI-powered video analysis and knowledge extraction">`
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12	`<meta name="author" content="CONFLICT LLC">`
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15	`<link rel="canonical" href="https://planopticon.dev/guide/batch/">`
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18	`<link rel="prev" href="../single-video/">`
19
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21	`<link rel="next" href="../document-ingestion/">`
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27	`<link rel="icon" href="../../assets/images/favicon.png">`
28	`<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.7.4">`
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32	`<title>Batch Processing - PlanOpticon</title>`
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36	`<link rel="stylesheet" href="../../assets/stylesheets/main.484c7ddc.min.css">`
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39	`<link rel="stylesheet" href="../../assets/stylesheets/palette.ab4e12ef.min.css">`
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68	`</head>`
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78	`<body dir="ltr" data-md-color-scheme="slate" data-md-color-primary="custom" data-md-color-accent="custom">`
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82	`<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">`
83	`<label class="md-overlay" for="__drawer"></label>`
84	`<div data-md-component="skip">`
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87	`<a href="#batch-processing" class="md-skip">`
88	`Skip to content`
89	`</a>`
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91	`</div>`
92	`<div data-md-component="announce">`
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94	`</div>`
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99	`<header class="md-header" data-md-component="header">`
100	`<nav class="md-header__inner md-grid" aria-label="Header">`
101	`<a href="../.." title="PlanOpticon" class="md-header__button md-logo" aria-label="PlanOpticon" data-md-component="logo">`
102
103	`<img src="../../assets/images/conflict-logo.svg" alt="logo">`
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105	`</a>`
106	`<label class="md-header__button md-icon" for="__drawer">`
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108	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>`
109	`</label>`
110	`<div class="md-header__title" data-md-component="header-title">`
111	`<div class="md-header__ellipsis">`
112	`<div class="md-header__topic">`
113	`<span class="md-ellipsis">`
114	`PlanOpticon`
115	`</span>`
116	`</div>`
117	`<div class="md-header__topic" data-md-component="header-topic">`
118	`<span class="md-ellipsis">`
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120	`Batch Processing`
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122	`</span>`
123	`</div>`
124	`</div>`
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128	`<form class="md-header__option" data-md-component="palette">`
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150	`</form>`
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160	`<label class="md-header__button md-icon" for="__search">`
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163	`</label>`
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166	`<div class="md-search__inner" role="search">`
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173	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>`
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180	`</button>`
181	`</nav>`
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185	`</form>`
186	`<div class="md-search__output">`
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188	`<div class="md-search-result" data-md-component="search-result">`
189	`<div class="md-search-result__meta">`
190	`Initializing search`
191	`</div>`
192	`<ol class="md-search-result__list" role="presentation"></ol>`
193	`</div>`
194	`</div>`
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196	`</div>`
197	`</div>`
198
199
200
201	`<div class="md-header__source">`
202	`<a href="https://github.com/ConflictHQ/PlanOpticon" title="Go to repository" class="md-source" data-md-component="source">`
203	`<div class="md-source__icon md-icon">`
204
205	<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M252.8 8C114.1 8 8 113.3 8 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C436.2 457.8 504 362.9 504 252 504 113.3 391.5 8 252.8 8M105.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
206	`</div>`
207	`<div class="md-source__repository">`
208	`ConflictHQ/PlanOpticon`
209	`</div>`
210	`</a>`
211	`</div>`
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225	`<ul class="md-tabs__list">`
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230
231
232	`<li class="md-tabs__item">`
233	`<a href="../.." class="md-tabs__link">`
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237
238
239	`Home`
240
241	`</a>`
242	`</li>`
243
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253	`<li class="md-tabs__item">`
254	`<a href="../../getting-started/installation/" class="md-tabs__link">`
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258	`Getting Started`
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260	`</a>`
261	`</li>`
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275	`<li class="md-tabs__item md-tabs__item--active">`
276	`<a href="../single-video/" class="md-tabs__link">`
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280	`User Guide`
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282	`</a>`
283	`</li>`
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293	`<li class="md-tabs__item">`
294	`<a href="../../use-cases/" class="md-tabs__link">`
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300	`Use Cases`
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302	`</a>`
303	`</li>`
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312	`<li class="md-tabs__item">`
313	`<a href="../../cli-reference/" class="md-tabs__link">`
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319	`CLI Reference`
320
321	`</a>`
322	`</li>`
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333	`<li class="md-tabs__item">`
334	`<a href="../../architecture/overview/" class="md-tabs__link">`
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338	`Architecture`
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340	`</a>`
341	`</li>`
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353	`<li class="md-tabs__item">`
354	`<a href="../../api/models/" class="md-tabs__link">`
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358	`API Reference`
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360	`</a>`
361	`</li>`
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371	`<li class="md-tabs__item">`
372	`<a href="../../faq/" class="md-tabs__link">`
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378	`FAQ & Troubleshooting`
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380	`</a>`
381	`</li>`
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390	`<li class="md-tabs__item">`
391	`<a href="../../contributing/" class="md-tabs__link">`
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397	`Contributing`
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399	`</a>`
400	`</li>`
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404	`</ul>`
405	`</div>`
406	`</nav>`
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410	`<main class="md-main" data-md-component="main">`
411	`<div class="md-main__inner md-grid">`
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416	`<div class="md-sidebar__scrollwrap">`
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424	`<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">`
425	`<label class="md-nav__title" for="__drawer">`
426	`<a href="../.." title="PlanOpticon" class="md-nav__button md-logo" aria-label="PlanOpticon" data-md-component="logo">`
427
428	`<img src="../../assets/images/conflict-logo.svg" alt="logo">`
429
430	`</a>`
431	`PlanOpticon`
432	`</label>`
433
434	`<div class="md-nav__source">`
435	`<a href="https://github.com/ConflictHQ/PlanOpticon" title="Go to repository" class="md-source" data-md-component="source">`
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437
438	<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M252.8 8C114.1 8 8 113.3 8 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C436.2 457.8 504 362.9 504 252 504 113.3 391.5 8 252.8 8M105.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
439	`</div>`
440	`<div class="md-source__repository">`
441	`ConflictHQ/PlanOpticon`
442	`</div>`
443	`</a>`
444	`</div>`
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446	`<ul class="md-nav__list" data-md-scrollfix>`
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454	`<li class="md-nav__item">`
455	`<a href="../.." class="md-nav__link">`
456
457
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459	`<span class="md-ellipsis">`
460
461
462	`Home`
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466	`</span>`
467
468
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470	`</a>`
471	`</li>`
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491	`<li class="md-nav__item md-nav__item--nested">`
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504	`<span class="md-ellipsis">`
505
506
507	`Getting Started`
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511	`</span>`
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516	`</label>`
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519	`<label class="md-nav__title" for="__nav_2">`
520	`<span class="md-nav__icon md-icon"></span>`
521
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523	`Getting Started`
524
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526	`</label>`
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528
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535	`<li class="md-nav__item">`
536	`<a href="../../getting-started/installation/" class="md-nav__link">`
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540	`<span class="md-ellipsis">`
541
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543	`Installation`
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563	`<li class="md-nav__item">`
564	`<a href="../../getting-started/quickstart/" class="md-nav__link">`
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568	`<span class="md-ellipsis">`
569
570
571	`Quick Start`
572
573
574
575	`</span>`
576
577
578
579	`</a>`
580	`</li>`
581
582
583
584
585
586
587
588
589
590
591	`<li class="md-nav__item">`
592	`<a href="../../getting-started/configuration/" class="md-nav__link">`
593
594
595
596	`<span class="md-ellipsis">`
597
598
599	`Configuration`
600
601
602
603	`</span>`
604
605
606
607	`</a>`
608	`</li>`
609
610
611
612
613	`</ul>`
614	`</nav>`
615
616	`</li>`
617
618
619
620
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622
623
624
625
626
627
628
629
630
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632
633
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635
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637
638
639
640
641	`<li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested">`
642
643
644
645	`<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" checked>`
646
647
648	`<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="">`
649
650
651
652	`<span class="md-ellipsis">`
653
654
655	`User Guide`
656
657
658
659	`</span>`
660
661
662
663	`<span class="md-nav__icon md-icon"></span>`
664	`</label>`
665
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667	`<label class="md-nav__title" for="__nav_3">`
668	`<span class="md-nav__icon md-icon"></span>`
669
670
671	`User Guide`
672
673
674	`</label>`
675	`<ul class="md-nav__list" data-md-scrollfix>`
676
677
678
679
680
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682
683	`<li class="md-nav__item">`
684	`<a href="../single-video/" class="md-nav__link">`
685
686
687
688	`<span class="md-ellipsis">`
689
690
691	`Single Video Analysis`
692
693
694
695	`</span>`
696
697
698
699	`</a>`
700	`</li>`
701
702
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704
705
706
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711
712
713	`<li class="md-nav__item md-nav__item--active">`
714
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716
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719
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721	`<label class="md-nav__link md-nav__link--active" for="__toc">`
722
723
724
725	`<span class="md-ellipsis">`
726
727
728	`Batch Processing`
729
730
731
732	`</span>`
733
734
735
736	`<span class="md-nav__icon md-icon"></span>`
737	`</label>`
738
739	`<a href="./" class="md-nav__link md-nav__link--active">`
740
741
742
743	`<span class="md-ellipsis">`
744
745
746	`Batch Processing`
747
748
749
750	`</span>`
751
752
753
754	`</a>`
755
756
757
758	`<nav class="md-nav md-nav--secondary" aria-label="Table of contents">`
759
760
761
762
763
764
765	`<label class="md-nav__title" for="__toc">`
766	`<span class="md-nav__icon md-icon"></span>`
767	`Table of contents`
768	`</label>`
769	`<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>`
770
771	`<li class="md-nav__item">`
772	`<a href="#basic-usage" class="md-nav__link">`
773	`<span class="md-ellipsis">`
774
775	`Basic usage`
776
777	`</span>`
778	`</a>`
779
780	`</li>`
781
782	`<li class="md-nav__item">`
783	`<a href="#how-it-works" class="md-nav__link">`
784	`<span class="md-ellipsis">`
785
786	`How it works`
787
788	`</span>`
789	`</a>`
790
791	`</li>`
792
793	`<li class="md-nav__item">`
794	`<a href="#file-patterns" class="md-nav__link">`
795	`<span class="md-ellipsis">`
796
797	`File patterns`
798
799	`</span>`
800	`</a>`
801
802	`</li>`
803
804	`<li class="md-nav__item">`
805	`<a href="#output-structure" class="md-nav__link">`
806	`<span class="md-ellipsis">`
807
808	`Output structure`
809
810	`</span>`
811	`</a>`
812
813	`</li>`
814
815	`<li class="md-nav__item">`
816	`<a href="#knowledge-graph-merging" class="md-nav__link">`
817	`<span class="md-ellipsis">`
818
819	`Knowledge graph merging`
820
821	`</span>`
822	`</a>`
823
824	`<nav class="md-nav" aria-label="Knowledge graph merging">`
825	`<ul class="md-nav__list">`
826
827	`<li class="md-nav__item">`
828	`<a href="#entity-deduplication" class="md-nav__link">`
829	`<span class="md-ellipsis">`
830
831	`Entity deduplication`
832
833	`</span>`
834	`</a>`
835
836	`</li>`
837
838	`<li class="md-nav__item">`
839	`<a href="#relationship-deduplication" class="md-nav__link">`
840	`<span class="md-ellipsis">`
841
842	`Relationship deduplication`
843
844	`</span>`
845	`</a>`
846
847	`</li>`
848
849	`<li class="md-nav__item">`
850	`<a href="#type-conflict-resolution" class="md-nav__link">`
851	`<span class="md-ellipsis">`
852
853	`Type conflict resolution`
854
855	`</span>`
856	`</a>`
857
858	`</li>`
859
860	`</ul>`
861	`</nav>`
862
863	`</li>`
864
865	`<li class="md-nav__item">`
866	`<a href="#error-handling" class="md-nav__link">`
867	`<span class="md-ellipsis">`
868
869	`Error handling`
870
871	`</span>`
872	`</a>`
873
874	`</li>`
875
876	`<li class="md-nav__item">`
877	`<a href="#using-batch-results" class="md-nav__link">`
878	`<span class="md-ellipsis">`
879
880	`Using batch results`
881
882	`</span>`
883	`</a>`
884
885	`<nav class="md-nav" aria-label="Using batch results">`
886	`<ul class="md-nav__list">`
887
888	`<li class="md-nav__item">`
889	`<a href="#query-the-merged-knowledge-graph" class="md-nav__link">`
890	`<span class="md-ellipsis">`
891
892	`Query the merged knowledge graph`
893
894	`</span>`
895	`</a>`
896
897	`</li>`
898
899	`<li class="md-nav__item">`
900	`<a href="#export-merged-results" class="md-nav__link">`
901	`<span class="md-ellipsis">`
902
903	`Export merged results`
904
905	`</span>`
906	`</a>`
907
908	`</li>`
909
910	`<li class="md-nav__item">`
911	`<a href="#classify-for-planning" class="md-nav__link">`
912	`<span class="md-ellipsis">`
913
914	`Classify for planning`
915
916	`</span>`
917	`</a>`
918
919	`</li>`
920
921	`<li class="md-nav__item">`
922	`<a href="#use-with-the-planning-agent" class="md-nav__link">`
923	`<span class="md-ellipsis">`
924
925	`Use with the planning agent`
926
927	`</span>`
928	`</a>`
929
930	`</li>`
931
932	`<li class="md-nav__item">`
933	`<a href="#incremental-batch-processing" class="md-nav__link">`
934	`<span class="md-ellipsis">`
935
936	`Incremental batch processing`
937
938	`</span>`
939	`</a>`
940
941	`</li>`
942
943	`</ul>`
944	`</nav>`
945
946	`</li>`
947
948	`</ul>`
949
950	`</nav>`
951
952	`</li>`
953
954
955
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959
960
961
962
963	`<li class="md-nav__item">`
964	`<a href="../document-ingestion/" class="md-nav__link">`
965
966
967
968	`<span class="md-ellipsis">`
969
970
971	`Document Ingestion`
972
973
974
975	`</span>`
976
977
978
979	`</a>`
980	`</li>`
981
982
983
984
985
986
987
988
989
990
991	`<li class="md-nav__item">`
992	`<a href="../cloud-sources/" class="md-nav__link">`
993
994
995
996	`<span class="md-ellipsis">`
997
998
999	`Cloud Sources`
1000
1001
1002
1003	`</span>`
1004
1005
1006
1007	`</a>`
1008	`</li>`
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019	`<li class="md-nav__item">`
1020	`<a href="../knowledge-graphs/" class="md-nav__link">`
1021
1022
1023
1024	`<span class="md-ellipsis">`
1025
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1027	`Knowledge Graphs`
1028
1029
1030
1031	`</span>`
1032
1033
1034
1035	`</a>`
1036	`</li>`
1037
1038
1039
1040
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1045
1046
1047	`<li class="md-nav__item">`
1048	`<a href="../companion/" class="md-nav__link">`
1049
1050
1051
1052	`<span class="md-ellipsis">`
1053
1054
1055	`Interactive Companion`
1056
1057
1058
1059	`</span>`
1060
1061
1062
1063	`</a>`
1064	`</li>`
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075	`<li class="md-nav__item">`
1076	`<a href="../planning-agent/" class="md-nav__link">`
1077
1078
1079
1080	`<span class="md-ellipsis">`
1081
1082
1083	`Planning Agent`
1084
1085
1086
1087	`</span>`
1088
1089
1090
1091	`</a>`
1092	`</li>`
1093
1094
1095
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1100
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1102
1103	`<li class="md-nav__item">`
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1105
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1109
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1111	`Authentication`
1112
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1114
1115	`</span>`
1116
1117
1118
1119	`</a>`
1120	`</li>`
1121
1122
1123
1124
1125
1126
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1128
1129
1130
1131	`<li class="md-nav__item">`
1132	`<a href="../export/" class="md-nav__link">`
1133
1134
1135
1136	`<span class="md-ellipsis">`
1137
1138
1139	`Export & Documents`
1140
1141
1142
1143	`</span>`
1144
1145
1146
1147	`</a>`
1148	`</li>`
1149
1150
1151
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1158
1159	`<li class="md-nav__item">`
1160	`<a href="../output-formats/" class="md-nav__link">`
1161
1162
1163
1164	`<span class="md-ellipsis">`
1165
1166
1167	`Output Formats`
1168
1169
1170
1171	`</span>`
1172
1173
1174
1175	`</a>`
1176	`</li>`
1177
1178
1179
1180
1181	`</ul>`
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1184	`</li>`
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1186
1187
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1196
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1199	`<span class="md-ellipsis">`
1200
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1203
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1207
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1209
1210	`</a>`
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1213
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1223
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1225
1226	`<span class="md-ellipsis">`
1227
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1229	`CLI Reference`
1230
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1234
1235
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1237	`</a>`
1238	`</li>`
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1268
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1272
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1308
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1332
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1336
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1338	`Provider System`
1339
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1343
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1360
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1362
1363	`<span class="md-ellipsis">`
1364
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1366	`Processing Pipeline`
1367
1368
1369
1370	`</span>`
1371
1372
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1376
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1452	`<span class="md-ellipsis">`
1453
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1455	`Models`
1456
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1458
1459	`</span>`
1460
1461
1462
1463	`</a>`
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1467
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1474
1475	`<li class="md-nav__item">`
1476	`<a href="../../api/providers/" class="md-nav__link">`
1477
1478
1479
1480	`<span class="md-ellipsis">`
1481
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1483	`Providers`
1484
1485
1486
1487	`</span>`
1488
1489
1490
1491	`</a>`
1492	`</li>`
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1494
1495
1496
1497
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1502
1503	`<li class="md-nav__item">`
1504	`<a href="../../api/analyzers/" class="md-nav__link">`
1505
1506
1507
1508	`<span class="md-ellipsis">`
1509
1510
1511	`Analyzers`
1512
1513
1514
1515	`</span>`
1516
1517
1518
1519	`</a>`
1520	`</li>`
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1531	`<li class="md-nav__item">`
1532	`<a href="../../api/agent/" class="md-nav__link">`
1533
1534
1535
1536	`<span class="md-ellipsis">`
1537
1538
1539	`Agent & Skills`
1540
1541
1542
1543	`</span>`
1544
1545
1546
1547	`</a>`
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1560	`<a href="../../api/sources/" class="md-nav__link">`
1561
1562
1563
1564	`<span class="md-ellipsis">`
1565
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1567	`Sources`
1568
1569
1570
1571	`</span>`
1572
1573
1574
1575	`</a>`
1576	`</li>`
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1578
1579
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1586
1587	`<li class="md-nav__item">`
1588	`<a href="../../api/auth/" class="md-nav__link">`
1589
1590
1591
1592	`<span class="md-ellipsis">`
1593
1594
1595	`Authentication`
1596
1597
1598
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1623	`<a href="../../faq/" class="md-nav__link">`
1624
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1627	`<span class="md-ellipsis">`
1628
1629
1630	`FAQ & Troubleshooting`
1631
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1633
1634	`</span>`
1635
1636
1637
1638	`</a>`
1639	`</li>`
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1650	`<a href="../../contributing/" class="md-nav__link">`
1651
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1653
1654	`<span class="md-ellipsis">`
1655
1656
1657	`Contributing`
1658
1659
1660
1661	`</span>`
1662
1663
1664
1665	`</a>`
1666	`</li>`
1667
1668
1669
1670	`</ul>`
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1676
1677
1678	`<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >`
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1680	`<div class="md-sidebar__inner">`
1681
1682
1683	`<nav class="md-nav md-nav--secondary" aria-label="Table of contents">`
1684
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1690	`<label class="md-nav__title" for="__toc">`
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1696	`<li class="md-nav__item">`
1697	`<a href="#basic-usage" class="md-nav__link">`
1698	`<span class="md-ellipsis">`
1699
1700	`Basic usage`
1701
1702	`</span>`
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1704
1705	`</li>`
1706
1707	`<li class="md-nav__item">`
1708	`<a href="#how-it-works" class="md-nav__link">`
1709	`<span class="md-ellipsis">`
1710
1711	`How it works`
1712
1713	`</span>`
1714	`</a>`
1715
1716	`</li>`
1717
1718	`<li class="md-nav__item">`
1719	`<a href="#file-patterns" class="md-nav__link">`
1720	`<span class="md-ellipsis">`
1721
1722	`File patterns`
1723
1724	`</span>`
1725	`</a>`
1726
1727	`</li>`
1728
1729	`<li class="md-nav__item">`
1730	`<a href="#output-structure" class="md-nav__link">`
1731	`<span class="md-ellipsis">`
1732
1733	`Output structure`
1734
1735	`</span>`
1736	`</a>`
1737
1738	`</li>`
1739
1740	`<li class="md-nav__item">`
1741	`<a href="#knowledge-graph-merging" class="md-nav__link">`
1742	`<span class="md-ellipsis">`
1743
1744	`Knowledge graph merging`
1745
1746	`</span>`
1747	`</a>`
1748
1749	`<nav class="md-nav" aria-label="Knowledge graph merging">`
1750	`<ul class="md-nav__list">`
1751
1752	`<li class="md-nav__item">`
1753	`<a href="#entity-deduplication" class="md-nav__link">`
1754	`<span class="md-ellipsis">`
1755
1756	`Entity deduplication`
1757
1758	`</span>`
1759	`</a>`
1760
1761	`</li>`
1762
1763	`<li class="md-nav__item">`
1764	`<a href="#relationship-deduplication" class="md-nav__link">`
1765	`<span class="md-ellipsis">`
1766
1767	`Relationship deduplication`
1768
1769	`</span>`
1770	`</a>`
1771
1772	`</li>`
1773
1774	`<li class="md-nav__item">`
1775	`<a href="#type-conflict-resolution" class="md-nav__link">`
1776	`<span class="md-ellipsis">`
1777
1778	`Type conflict resolution`
1779
1780	`</span>`
1781	`</a>`
1782
1783	`</li>`
1784
1785	`</ul>`
1786	`</nav>`
1787
1788	`</li>`
1789
1790	`<li class="md-nav__item">`
1791	`<a href="#error-handling" class="md-nav__link">`
1792	`<span class="md-ellipsis">`
1793
1794	`Error handling`
1795
1796	`</span>`
1797	`</a>`
1798
1799	`</li>`
1800
1801	`<li class="md-nav__item">`
1802	`<a href="#using-batch-results" class="md-nav__link">`
1803	`<span class="md-ellipsis">`
1804
1805	`Using batch results`
1806
1807	`</span>`
1808	`</a>`
1809
1810	`<nav class="md-nav" aria-label="Using batch results">`
1811	`<ul class="md-nav__list">`
1812
1813	`<li class="md-nav__item">`
1814	`<a href="#query-the-merged-knowledge-graph" class="md-nav__link">`
1815	`<span class="md-ellipsis">`
1816
1817	`Query the merged knowledge graph`
1818
1819	`</span>`
1820	`</a>`
1821
1822	`</li>`
1823
1824	`<li class="md-nav__item">`
1825	`<a href="#export-merged-results" class="md-nav__link">`
1826	`<span class="md-ellipsis">`
1827
1828	`Export merged results`
1829
1830	`</span>`
1831	`</a>`
1832
1833	`</li>`
1834
1835	`<li class="md-nav__item">`
1836	`<a href="#classify-for-planning" class="md-nav__link">`
1837	`<span class="md-ellipsis">`
1838
1839	`Classify for planning`
1840
1841	`</span>`
1842	`</a>`
1843
1844	`</li>`
1845
1846	`<li class="md-nav__item">`
1847	`<a href="#use-with-the-planning-agent" class="md-nav__link">`
1848	`<span class="md-ellipsis">`
1849
1850	`Use with the planning agent`
1851
1852	`</span>`
1853	`</a>`
1854
1855	`</li>`
1856
1857	`<li class="md-nav__item">`
1858	`<a href="#incremental-batch-processing" class="md-nav__link">`
1859	`<span class="md-ellipsis">`
1860
1861	`Incremental batch processing`
1862
1863	`</span>`
1864	`</a>`
1865
1866	`</li>`
1867
1868	`</ul>`
1869	`</nav>`
1870
1871	`</li>`
1872
1873	`</ul>`
1874
1875	`</nav>`
1876	`</div>`
1877	`</div>`
1878	`</div>`
1879
1880
1881
1882	`<div class="md-content" data-md-component="content">`
1883
1884	`<article class="md-content__inner md-typeset">`
1885
1886
1887
1888
1889
1890
1891
1892
1893	`<h1 id="batch-processing">Batch Processing<a class="headerlink" href="#batch-processing" title="Permanent link">¶</a></h1>`
1894	`<h2 id="basic-usage">Basic usage<a class="headerlink" href="#basic-usage" title="Permanent link">¶</a></h2>`
1895	`<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./recordings<span class="w"> </span>-o<span class="w"> </span>./output<span class="w"> </span>--title<span class="w"> </span><span class="s2">"Sprint Reviews"</span>`
1896	`</code></pre></div>`
1897	`<h2 id="how-it-works">How it works<a class="headerlink" href="#how-it-works" title="Permanent link">¶</a></h2>`
1898	`<p>Batch mode:</p>`
1899	`<ol>`
1900	`<li>Scans the input directory for video files matching the pattern</li>`
1901	`<li>Processes each video through the full single-video pipeline</li>`
1902	`<li>Merges knowledge graphs across all videos with fuzzy matching and conflict resolution</li>`
1903	`<li>Generates a batch summary with aggregated stats and action items</li>`
1904	`<li>Writes a batch manifest linking to per-video results</li>`
1905	`</ol>`
1906	`<h2 id="file-patterns">File patterns<a class="headerlink" href="#file-patterns" title="Permanent link">¶</a></h2>`
1907	`<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="c1"># Default: common video formats</span>`
1908	`<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./recordings<span class="w"> </span>-o<span class="w"> </span>./output`
1909	`<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>`
1910	`<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="c1"># Custom patterns</span>`
1911	`<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./recordings<span class="w"> </span>-o<span class="w"> </span>./output<span class="w"> </span>--pattern<span class="w"> </span><span class="s2">".mp4,.mov"</span>`
1912	`</code></pre></div>`
1913	`<h2 id="output-structure">Output structure<a class="headerlink" href="#output-structure" title="Permanent link">¶</a></h2>`
1914	`<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>output/`
1915	`<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>├── batch_manifest.json # Batch-level manifest`
1916	`<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a>├── batch_summary.md # Aggregated summary`
1917	`<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a>├── knowledge_graph.db # Merged KG across all videos (SQLite, primary)`
1918	`<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a>├── knowledge_graph.json # Merged KG across all videos (JSON export)`
1919	`<a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a>└── videos/`
1920	`<a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a> ├── meeting-01/`
1921	`<a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a> │ ├── manifest.json`
1922	`<a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a> │ ├── transcript/`
1923	`<a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a> │ ├── diagrams/`
1924	`<a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a> │ ├── captures/`
1925	`<a id="__codelineno-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a> │ └── results/`
1926	`<a id="__codelineno-2-13" name="__codelineno-2-13" href="#__codelineno-2-13"></a> │ ├── analysis.md`
1927	`<a id="__codelineno-2-14" name="__codelineno-2-14" href="#__codelineno-2-14"></a> │ ├── analysis.html`
1928	`<a id="__codelineno-2-15" name="__codelineno-2-15" href="#__codelineno-2-15"></a> │ ├── knowledge_graph.db`
1929	`<a id="__codelineno-2-16" name="__codelineno-2-16" href="#__codelineno-2-16"></a> │ ├── knowledge_graph.json`
1930	`<a id="__codelineno-2-17" name="__codelineno-2-17" href="#__codelineno-2-17"></a> │ ├── key_points.json`
1931	`<a id="__codelineno-2-18" name="__codelineno-2-18" href="#__codelineno-2-18"></a> │ └── action_items.json`
1932	`<a id="__codelineno-2-19" name="__codelineno-2-19" href="#__codelineno-2-19"></a> └── meeting-02/`
1933	`<a id="__codelineno-2-20" name="__codelineno-2-20" href="#__codelineno-2-20"></a> ├── manifest.json`
1934	`<a id="__codelineno-2-21" name="__codelineno-2-21" href="#__codelineno-2-21"></a> └── ...`
1935	`</code></pre></div>`
1936	`<h2 id="knowledge-graph-merging">Knowledge graph merging<a class="headerlink" href="#knowledge-graph-merging" title="Permanent link">¶</a></h2>`
1937	`<p>When the same entity appears across multiple videos, PlanOpticon merges them using a multi-strategy approach:</p>`
1938	`<h3 id="entity-deduplication">Entity deduplication<a class="headerlink" href="#entity-deduplication" title="Permanent link">¶</a></h3>`
1939	`<ul>`
1940	`<li><strong>Case-insensitive exact matching</strong> -- <code>"kubernetes"</code> and <code>"Kubernetes"</code> are recognized as the same entity</li>`
1941	`<li><strong>Fuzzy name matching</strong> -- Uses <code>SequenceMatcher</code> with a threshold of 0.85 to unify near-duplicate entities (e.g., <code>"K8s"</code> and <code>"k8s cluster"</code> may be matched depending on context)</li>`
1942	`<li><strong>Descriptions are unioned</strong> -- All unique descriptions from each video are combined</li>`
1943	`<li><strong>Occurrences are concatenated with source tracking</strong> -- Each occurrence retains its source video reference</li>`
1944	`</ul>`
1945	`<h3 id="relationship-deduplication">Relationship deduplication<a class="headerlink" href="#relationship-deduplication" title="Permanent link">¶</a></h3>`
1946	`<ul>`
1947	`<li>Relationships are deduplicated by (source, target, type) tuple</li>`
1948	`<li>Descriptions from duplicate relationships are merged</li>`
1949	`</ul>`
1950	`<h3 id="type-conflict-resolution">Type conflict resolution<a class="headerlink" href="#type-conflict-resolution" title="Permanent link">¶</a></h3>`
1951	`<p>When the same entity appears with different types across videos, PlanOpticon uses a specificity ranking to resolve the conflict. More specific types are preferred over general ones:</p>`
1952	`<ul>`
1953	`<li><code>technology</code> > <code>concept</code></li>`
1954	`<li><code>person</code> > <code>concept</code></li>`
1955	`<li><code>organization</code> > <code>concept</code></li>`
1956	`<li>And so on through the full type hierarchy</li>`
1957	`</ul>`
1958	`<p>This ensures that an entity initially classified as a generic <code>concept</code> in one video gets upgraded to <code>technology</code> if it is identified more specifically in another.</p>`
1959	`<p>The merged knowledge graph is saved at the batch root in both SQLite (<code>knowledge_graph.db</code>) and JSON (<code>knowledge_graph.json</code>) formats, and is included in the batch summary as a Mermaid diagram.</p>`
1960	`<h2 id="error-handling">Error handling<a class="headerlink" href="#error-handling" title="Permanent link">¶</a></h2>`
1961	`<p>If a video fails to process, the batch continues. Failed videos are recorded in the batch manifest with error details:</p>`
1962	`<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>`
1963	`<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="w"> </span><span class="nt">"video_name"</span><span class="p">:</span><span class="w"> </span><span class="s2">"corrupted-file"</span><span class="p">,</span>`
1964	`<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="w"> </span><span class="nt">"status"</span><span class="p">:</span><span class="w"> </span><span class="s2">"failed"</span><span class="p">,</span>`
1965	`<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="w"> </span><span class="nt">"error"</span><span class="p">:</span><span class="w"> </span><span class="s2">"Audio extraction failed: no audio track found"</span>`
1966	`<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="p">}</span>`
1967	`</code></pre></div>`
1968	`<p>The batch manifest tracks completion status:</p>`
1969	`<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>`
1970	`<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="w"> </span><span class="nt">"title"</span><span class="p">:</span><span class="w"> </span><span class="s2">"Sprint Reviews"</span><span class="p">,</span>`
1971	`<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="w"> </span><span class="nt">"total_videos"</span><span class="p">:</span><span class="w"> </span><span class="mi">5</span><span class="p">,</span>`
1972	`<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="w"> </span><span class="nt">"completed_videos"</span><span class="p">:</span><span class="w"> </span><span class="mi">4</span><span class="p">,</span>`
1973	`<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="w"> </span><span class="nt">"failed_videos"</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>`
1974	`<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a><span class="w"> </span><span class="nt">"total_diagrams"</span><span class="p">:</span><span class="w"> </span><span class="mi">12</span><span class="p">,</span>`
1975	`<a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a><span class="w"> </span><span class="nt">"total_action_items"</span><span class="p">:</span><span class="w"> </span><span class="mi">23</span><span class="p">,</span>`
1976	`<a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a><span class="w"> </span><span class="nt">"total_key_points"</span><span class="p">:</span><span class="w"> </span><span class="mi">45</span><span class="p">,</span>`
1977	`<a id="__codelineno-4-9" name="__codelineno-4-9" href="#__codelineno-4-9"></a><span class="w"> </span><span class="nt">"videos"</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>`
1978	`<a id="__codelineno-4-10" name="__codelineno-4-10" href="#__codelineno-4-10"></a><span class="w"> </span><span class="nt">"batch_summary_md"</span><span class="p">:</span><span class="w"> </span><span class="s2">"batch_summary.md"</span><span class="p">,</span>`
1979	`<a id="__codelineno-4-11" name="__codelineno-4-11" href="#__codelineno-4-11"></a><span class="w"> </span><span class="nt">"merged_knowledge_graph_json"</span><span class="p">:</span><span class="w"> </span><span class="s2">"knowledge_graph.json"</span><span class="p">,</span>`
1980	`<a id="__codelineno-4-12" name="__codelineno-4-12" href="#__codelineno-4-12"></a><span class="w"> </span><span class="nt">"merged_knowledge_graph_db"</span><span class="p">:</span><span class="w"> </span><span class="s2">"knowledge_graph.db"</span>`
1981	`<a id="__codelineno-4-13" name="__codelineno-4-13" href="#__codelineno-4-13"></a><span class="p">}</span>`
1982	`</code></pre></div>`
1983	`<h2 id="using-batch-results">Using batch results<a class="headerlink" href="#using-batch-results" title="Permanent link">¶</a></h2>`
1984	`<h3 id="query-the-merged-knowledge-graph">Query the merged knowledge graph<a class="headerlink" href="#query-the-merged-knowledge-graph" title="Permanent link">¶</a></h3>`
1985	`<p>After batch processing completes, the merged knowledge graph at the batch root contains entities and relationships from all successfully processed videos. You can query it just like a single-video knowledge graph:</p>`
1986	`<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="c1"># Show stats for the merged graph</span>`
1987	`<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>planopticon<span class="w"> </span>query<span class="w"> </span>--db<span class="w"> </span>output/knowledge_graph.db`
1988	`<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a>`
1989	`<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="c1"># List all people mentioned across all videos</span>`
1990	`<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a>planopticon<span class="w"> </span>query<span class="w"> </span>--db<span class="w"> </span>output/knowledge_graph.db<span class="w"> </span><span class="s2">"entities --type person"</span>`
1991	`<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a>`
1992	`<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a><span class="c1"># See what connects to an entity across all videos</span>`
1993	`<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a>planopticon<span class="w"> </span>query<span class="w"> </span>--db<span class="w"> </span>output/knowledge_graph.db<span class="w"> </span><span class="s2">"neighbors Alice"</span>`
1994	`<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a>`
1995	`<a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a><span class="c1"># Ask natural language questions about the combined content</span>`
1996	`<a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a>planopticon<span class="w"> </span>query<span class="w"> </span>--db<span class="w"> </span>output/knowledge_graph.db<span class="w"> </span><span class="s2">"What technologies were discussed across all meetings?"</span>`
1997	`<a id="__codelineno-5-12" name="__codelineno-5-12" href="#__codelineno-5-12"></a>`
1998	`<a id="__codelineno-5-13" name="__codelineno-5-13" href="#__codelineno-5-13"></a><span class="c1"># Interactive REPL for exploration</span>`
1999	`<a id="__codelineno-5-14" name="__codelineno-5-14" href="#__codelineno-5-14"></a>planopticon<span class="w"> </span>query<span class="w"> </span>--db<span class="w"> </span>output/knowledge_graph.db<span class="w"> </span>-I`
2000	`</code></pre></div>`
2001	`<h3 id="export-merged-results">Export merged results<a class="headerlink" href="#export-merged-results" title="Permanent link">¶</a></h3>`
2002	`<p>All export commands work with the merged knowledge graph:</p>`
2003	`<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="c1"># Generate documents from merged KG</span>`
2004	`<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>planopticon<span class="w"> </span><span class="nb">export</span><span class="w"> </span>markdown<span class="w"> </span>output/knowledge_graph.db<span class="w"> </span>-o<span class="w"> </span>./docs`
2005	`<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a>`
2006	`<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="c1"># Export as Obsidian vault</span>`
2007	`<a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a>planopticon<span class="w"> </span><span class="nb">export</span><span class="w"> </span>obsidian<span class="w"> </span>output/knowledge_graph.db<span class="w"> </span>-o<span class="w"> </span>./vault`
2008	`<a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a>`
2009	`<a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="c1"># Generate a project-wide exchange file</span>`
2010	`<a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a>planopticon<span class="w"> </span><span class="nb">export</span><span class="w"> </span>exchange<span class="w"> </span>output/knowledge_graph.db<span class="w"> </span>--name<span class="w"> </span><span class="s2">"Sprint Reviews Q4"</span>`
2011	`<a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a>`
2012	`<a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a><span class="c1"># Generate a GitHub wiki</span>`
2013	`<a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a>planopticon<span class="w"> </span>wiki<span class="w"> </span>generate<span class="w"> </span>output/knowledge_graph.db<span class="w"> </span>-o<span class="w"> </span>./wiki`
2014	`</code></pre></div>`
2015	`<h3 id="classify-for-planning">Classify for planning<a class="headerlink" href="#classify-for-planning" title="Permanent link">¶</a></h3>`
2016	`<p>Run taxonomy classification on the merged graph to categorize entities across all videos:</p>`
2017	`<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a>planopticon<span class="w"> </span>kg<span class="w"> </span>classify<span class="w"> </span>output/knowledge_graph.db`
2018	`</code></pre></div>`
2019	`<h3 id="use-with-the-planning-agent">Use with the planning agent<a class="headerlink" href="#use-with-the-planning-agent" title="Permanent link">¶</a></h3>`
2020	`<p>The planning agent can consume the merged knowledge graph for cross-video analysis and planning:</p>`
2021	`<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a>planopticon<span class="w"> </span>agent<span class="w"> </span>--db<span class="w"> </span>output/knowledge_graph.db`
2022	`</code></pre></div>`
2023	`<h3 id="incremental-batch-processing">Incremental batch processing<a class="headerlink" href="#incremental-batch-processing" title="Permanent link">¶</a></h3>`
2024	`<p>If you add new videos to the recordings directory, you can re-run the batch command. Videos that have already been processed (with output directories present) will be detected via checkpoint/resume within each video's pipeline, making incremental processing efficient.</p>`
2025	`<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="c1"># Add new recordings to the folder, then re-run</span>`
2026	`<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./recordings<span class="w"> </span>-o<span class="w"> </span>./output<span class="w"> </span>--title<span class="w"> </span><span class="s2">"Sprint Reviews"</span>`
2027	`</code></pre></div>`
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