{"arv":"1.0","success":true,"request_id":"req_af1a0ea1-0b07-4f4b-b0fc-c4751608472a","schema_version":"arv@1.0","data":{"asset":{"id":"video_sVF9K-47TTM","content_hash":"sha256:f15b3edf670753344ae150f78b995e2fe11a6ce970c3f56ecd4af9e1d560d208","owner_id":"sandersaar","hosting_mode":"mode_a","source":{"kind":"youtube_oauth","source_url":"https://www.youtube.com/watch?v=sVF9K-47TTM","ingested_at":"2026-08-26T17:34:01.398Z"},"origin_playback":{"platform":"youtube","external_id":"sVF9K-47TTM","watch_url":"https://www.youtube.com/watch?v=sVF9K-47TTM","media_fragments_template":"https://www.youtube.com/watch?v=sVF9K-47TTM&t={start_seconds}s"},"duration_ms":56000,"language_primary":"en","c2pa":{"has_ai_disclosure":false},"schema_version":"arv@1.0","ingested_via_pipeline_version":"cascade-mm-quality-v1-17"},"creator":{"id":"sandersaar","handle":"sandersaar","namespace_url":"https://agentcdn.com/creators/sandersaar","verified":true,"verified_via":["youtube_oauth"],"trust_signals_url":"https://api.agentcdn.com/public/trust/sandersaar"},"display":{"title":"Today 13y ago I uploaded my first video. Still exploring how tech impacts our lives & businesses.","description":"The creator reflects on reaching thirteen years since uploading his first YouTube video, reviewing past channel analytics, total views, watch time, and top gadget videos. He explains his ongoing focus on how technology influences businesses and society, discussing subjects such as synthetic media and sleep trackers while expressing appreciation to his audience.","thumbnail_url":"https://i.ytimg.com/vi/sVF9K-47TTM/hqdefault.jpg","publish_date":"2022-06-08T03:03:48.000Z","watch_url":"https://agentcdn.com/creators/sandersaar/videos/video_sVF9K-47TTM/watch"},"video_facets":{"evidence":{"production_value":[{"start_ms":0,"end_ms":55759,"via":"chapter"}],"originality_signal":[{"start_ms":0,"end_ms":26850,"via":"chapter"}],"is_evergreen_or_dated":[{"start_ms":0,"end_ms":15000,"via":"on_screen"}]},"skill_level":"n_a","production_value":"edited_basic","originality_signal":"aggregation","sponsorship_status":"none","primary_language":"en","is_evergreen_or_dated":"dated","speech_pace_wpm":220,"music_presence":"none"},"categories":{"taxonomy_version":"agentcdn-categories-v1","primary":{"id":"technology","label":"Technology"},"secondary":[{"id":"lifestyle_vlog","label":"Lifestyle"},{"id":"marketing_media","label":"Marketing and Media"}]},"format":{"label":"monologue","evidence":{"main_speakers":1,"minor_speakers":0,"main_speaker_shares":[1]},"segments":[{"label":"monologue","start_ms":0,"end_ms":56000}],"classifier_version":"video-format-v2"},"custom_metadata":{"age_rating":"general","editorial_tier":"ugc","content_warnings":[],"commercial_intent":"entertainment","sponsorship_partners":[],"accessibility_features":[]},"chapters":[{"id":"chapter_video_sVF9K-47TTM_6396f4e646a05524","chapter_index":0,"title":"Thirteen years of YouTube content","summary":"The creator reflects on uploading his first YouTube video thirteen years ago and reviews channel analytics, from total views and watch time to top gadget and tech videos.","transcript_text":"I uploaded my first ever YouTube video 13 years ago in the series of travel vlogs when I was hitchhiking from Estonia to Spain. I've since created more than 200 videos on YouTube with 2.7 million views and 11,000 subscribers, and people have watched more than 240,000 hours of content. That's 27.4 human years. And the most popular ones have been technology videos: finding the best wireless earbuds, finding the best scale, finding the best wireless router or vacuum cleaner for that matter.","visual_description":"The creator stands in front of analytics spreadsheets and video thumbnails showcasing his channel performance and early content.","start_ms":0,"end_ms":26850,"duration_ms":26850,"evidence_grade":"C","confidence_band":"medium","boundary_snap":null,"entity_ids":[],"products_mentioned":[],"category":{"id":"lifestyle_vlog","label":"Lifestyle"}},{"id":"chapter_video_sVF9K-47TTM_6eb0bb4719da8ff0","chapter_index":1,"title":"Exploring technology and audience engagement","summary":"He outlines his current focus on how technology impacts business and society, then asks viewers to comment on their favorite topics and thanks them for their support.","transcript_text":"And more recently, my focus on understanding how technology impacts our daily lives and businesses. I created a video about how synthetic media will change Hollywood, or how everybody's becoming an ad network, or in the gadget space, what's the best Wi-Fi 6 router out there, or how to best improve your sleep, or what's the best sleep tracker out there. And I realized I never really shared them on this platform. So let me know which videos you've enjoyed most in the comments down below, and if you'd like to see more of those clips here as well. Thank you for helping me build the channel and watching the videos.","visual_description":"The creator gestures in front of video graphics illustrating synthetic media, sleep trackers, and a wall of YouTube video cards.","start_ms":26850,"end_ms":55759,"duration_ms":28909,"evidence_grade":"C","confidence_band":"medium","boundary_snap":{"rule_applied":"sentence","snapped_from_ms":26481,"snapped_to_ms":26850},"entity_ids":[],"products_mentioned":[],"category":{"id":"technology","label":"Technology"}}],"visual":[{"kind":"window","id":"vwin_video_sVF9K-47TTM_0","window_index":0,"start_ms":0,"end_ms":15000,"duration_ms":15000,"visual_description":"A man in a patterned collared shirt talks directly to the camera against a plain background and inset YouTube video graphics. The host speaks to the camera while past YouTube video graphics and analytics display behind him.","on_screen_text":"0:01 / 1:19\n7 Jun 2009\nSander Saar Eesti\n1.68K subscribers\nSHOW MORE\nDOWNLOAD\nSA\nSUBSCRIB\nViews\nWatch time (hours)\nSubsc\n2,708,061\n240,010.8\n520,593\n19.2%\n82,709.6\n34.5%\n2,039\n333,960\n12.3%\n29,187.6\n12.2%\n703\n323,408\n11.9%\n26,499.1\n11.0%\n879\n302,394\n11.2%\n16,537.0\n6.9%\n698\n260,353\n9.6%\n18,220.1\n7.6%\n369\n146,773\n5.4%\n11,932.9\n5.0%\n368\n127,374\n4.7%\n8,909.9\n3.7%\n183\n96,981\n3.6%\n4.2%\n143\n62,250\n1.2%\n94\n61,754\n1.1%\n108\n48,539\n160","facets":{"composition":"centered","lighting_class":"indoor artificial","motion_class":"low","camera_type_hint":"medium close-up","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":["YouTube"],"entity_ids":["ent_725ca767f35a78c3226c14942f329267","ent_b2ab845e-01c2-4cdb-a0c8-20b055cac6cd","ent_b987acd01400347ba9932dfd412e2c65","ent_d0334636346a1c48288abd72c3622553"],"fused_summary":"The creator introduces his history on YouTube, discussing his early travel vlogs while hitchhiking across Europe."},{"kind":"window","id":"vwin_video_sVF9K-47TTM_1","window_index":1,"start_ms":15000,"end_ms":26481,"duration_ms":11481,"visual_description":"The host explains his channel analytics and popular tech videos as graphics and thumbnails shift behind him. The host talks while analytics tables and video thumbnails of technology reviews appear behind him.","on_screen_text":"Views\nWatch time (hours)\n2,708,061\n240,010.8\n520,593\n19.2%\n333,960\n12.3%\n323,408\n11.9%\n302,394\n11.2%\n260,353\n9.6%\n146,773\n5.4%\n127,374\n4.7%\n96,981\n62,250\n61,75\n48,53\n82,709.6\n34.5%\n29,187.6\n12.2%\n26,499.1\n11.0%\n16,537.0\n6.9%\n18,220.1\n7.6%\n11,932.9\n5.0%\n8,909.9\n3.7%\n4.2%\n1.2%\n1.1%\n20:30\nAPPLE AIRPODS\nJAYBIRD RUN\nBOSE SOUNDSPORT\nDECIPLAY ED\n17:02\nXIAOMI MI DRONE\nUNBOXING, SETUP, TEST\nBEST WIFI\nROUTER\n14:07\nGOOGLE WIFI\nAPPLE AIRPORT\nXIAOMI MI WIFI 3\nBEST SMART\nSCALE\nQARDIO\nWireless Earbuds -\nJaybird Run,...\n4 years ago\nXiaomi Mi Drone Review -\nUnboxing, Setup and Flight...\n333K views\n5 years ago\nBest Wifi Router Test -\nGoogle Wifi vs Apple Airport...\n323K views\nBest Smart Scale -\nCardio, QardioBase...\n302K views\n9:08\n11:37\nBEOPLAY H9\nREVIEW\nCOMPARISON\nBOSE QC35\n13:37\niOS VS ANDROID\nPLATFORM WAR\nI MI ROBOT\nROBOT\nICROBOT VACUUM -\nComparsion with...\nBest Bluetooth Wireless\nHeadphones? B&O Beoplay...\n146K views\nPlatform War - iOS vs\nAndroid - Apple vs Google -...\n127K views\n7 years ago\nCompletely Unfair\nBattle - iPhone 6 vs\n96K views\nTIPS/TRICKS\nFILMING IN 360\nIMAGE QUALITY\n19:21\n360°\n7:43\nEMBER\nMUG\nREAL LIFE\nTEST\nGOOGLE\nPIXELBOOK\nCOMP\nCAM\nmera pt 2 -\n60, Samsung...\nyears ago\nEmber Mug\nLife Test -...\nGoogle Pixelbook\nReal Life Test And...\n43K views","facets":{"composition":"centered","lighting_class":"indoor artificial","motion_class":"low","camera_type_hint":"medium close-up","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":["YouTube"],"entity_ids":["ent_b987acd01400347ba9932dfd412e2c65"],"fused_summary":"The creator reviews his channel statistics and highlights his popular technology review videos."},{"kind":"window","id":"vwin_video_sVF9K-47TTM_2","window_index":2,"start_ms":26481,"end_ms":39083,"duration_ms":12602,"visual_description":"The host speaks while video clips illustrating synthetic media, advertising networks, and gadgets play in the background. The host gestures as background images switch between synthetic media comparisons and ad network logos. The host talks while background footage shows Wi-Fi 6 routers and smart sleep tracking hardware.","on_screen_text":"APPLE AIRPODS\nJAYBIRD RUN\nBOSE SOUNDSPORT\nBOPEPLAY ED\n20:30\nXIAOMI MI DRONE\nUNBOXING, SETUP, TEST\n17:02\nBEST WIFI\nROUTER\nGOOGLE WIFI\nAPPLE AIRPORT\nXIAOMI MI WIFI 3\n14:07\nBEST SMART\nSCALE\nQARDIO\nWireless Earbuds -\nJaybird Run,...\n4 years ago\nXiaomi Mi Drone Review -\nUnboxing, Setup and Flight...\n333K views\n5 years ago\nBest Wifi Router Test -\nGoogle Wifi vs Apple Airport...\n323K views\nBest Smart Scale -\nCardio, QardioBase...\n302K views\nMI MI ROBOT\non with IROBOT ROO\n9:08\nBEOPLAY H9\nREVIEW\nCOMPARISON\nBOSE QC35\n11:37\nIOS VS ANDROID\nPLATFORM WAR\n13:37\nCOMPLE\nCAM\nobot Vacuum -\nComparsion wit...\nBest Bluetooth Wireless\nHeadphones? B&O Beoplay...\n146K views\nPlatform War - iOS vs\nAndroid - Apple vs Google -...\n127K views\n7 years ago\nCompletely Unfair\nBattle - iPhone 6 vs\n96K views\nTIPS/TRICKS\nFILMING IN 360\nIMAGE QUALITY\n-360°\n19:21\nXIAOMI NI\nREVIEW AV\n7:43\nGOOGLE\nPIXELBOOK\nmera pt 2 -\n60, Samsung...\nyears ago\nXiaomi Nine\nand Compa\n61K views\nGoogle Pixelbook F\nReal Life Test And...\n43K views\nSYNTHETIC MEDIA\nAI\nREAL\nEST WIFI 6\nOUTER\nREVI\n+ T\nALOHA | XCHNG","facets":{"composition":"centered","lighting_class":"indoor artificial","motion_class":"medium","camera_type_hint":"medium close-up","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":[],"entity_ids":["ent_cf1aec9e42017e2d6d3d66f7c7d4820b"],"fused_summary":"The creator explains his recent focus on technological impacts, synthetic media, advertising, and smart gadgets."},{"kind":"window","id":"vwin_video_sVF9K-47TTM_3","window_index":3,"start_ms":39083,"end_ms":47759,"duration_ms":8676,"visual_description":"The host gestures in front of video clips and a gallery of video thumbnails while inviting comments from viewers. The host discusses sleep trackers while background video demonstrates smart rings on a hand. The host smiles and asks viewers to comment as a grid of video thumbnails appears behind him.","on_screen_text":"IGHT\nLEEP\nREVIE\n+ TES\nEST SLEEP\nRACKER\nE'S AN AD NETWORK\n15:06\n25:34\nWYBK: Microsoft Build - Meta\nConversations - Stripe...\n118 views • 10 days ago\nAI\nREAL\nSYNTHETIC MEDIA\nHow Synthetic Media will\nchange Hollywood? with AI,...\n14K views • 8 months ago\nWhy audio is driving\nClubhouse learning\n312 views • 1 year ago\n16\nREVIEW\n+ TEST\n9:49\nWhy is Epic suing Apple? -\nEpic vs Apple Explained\n220 views • 1 year ago\nAPP STORE\nEXPLAINED\nEPIC\nGAMES\n46:51\nWHY\nQubi\nFAILED?\n$1.75 BILLION\nLEARNING\n16:25\nWhy Quibi failed? - Lessons\nlearned and what will happ...\n1.1K views • 1 year ago\nEIGHT\nSLEEP\nBest Way To Improy\nEight Sleep Pod The\n8.5K views • 1 year ago\nHOW\nSPENDING $557B\nFROM LOCKDOWN TO\nCONSOLIDATION\n18:24\n1\nMEGA\nBUNDLES\nMega B\nGoogle\n4.1K\nNEW CABLE\nOPERATORS\nthe Rails - Who\nble operators?\n17:15\n7B TO\nMORE S\nContent - A Feature\nEverything Else\n2.6K views • 1 year ago","facets":{"composition":"centered","lighting_class":"indoor artificial","motion_class":"medium","camera_type_hint":"medium close-up","dominant_speaker_emotion":"friendly"},"products_mentioned":[],"entity_ids":[],"fused_summary":"The host mentions not having shared these clips on the platform before and asks viewers to comment on their favorite videos."},{"kind":"window","id":"vwin_video_sVF9K-47TTM_4","window_index":4,"start_ms":47759,"end_ms":55759,"duration_ms":8000,"visual_description":"A man in a patterned collared shirt gestures and speaks directly to the camera against a backdrop displaying a grid of YouTube video thumbnails. A man gestures with his hands while speaking enthusiastically in front of an overlay of past video thumbnails.","on_screen_text":"NE'S AN AD NETWORK\neBay\nEtsy\nTARGET\ncvs pharmacy\nmacy's\nUber\nKlarna\n15:06\nWYK\nWYSK\nEP. 1\n25:34\nAI\nREAL\nSYNTHETIC MEDIA\n19:06\ncompany is\nn ad network?\n1 days ago\n1 VPH\nWYSK: Microsoft Build - Meta\nConversations - Stripe...\n118 views\n10 days ago\nHow Synthetic Media will\nchange Hollywood? with Al,...\n14K views\n8 months ago\nWhy audio is driving\nClubhouse learning\n312 views\n1 year ago\n6\nREVIEW\n+ TEST\n9:49\nAPP STORE\nEXPLAINED\nEPIC\nGAMES\n16:51\nWHY\nFAILED?\nQuibi\n1.75 BILLION\nLEARNING\n16:25\nEIGHT\nSLEEP\nRouter - Eero 6\n6 vs Google Nes...\nWhy is Epic suing Apple? -\nEpic vs Apple Explained\n220 views\nWhy Quibi failed? - Lessons\nlearned and what will happ...\n1.1K views\nBest Way To Improv\nEight Sleep Pod The\n8.5K views\nHOW\nSPENDING $557B\nFROM LOCKDOWN TO\nCONSOLIDATION\n18:24\nMEGA\nBUNDLES\nOne\nMicrosoft 365\nprime\nNEW CABLE\nOPERATORS\nGoogle TV\nfiretv\nvudu\nROKU\n17:15\n7B TO\nMORE S\ndown To\ntion - How Apple,...\nMega Bund\nGoogle Op\n4.1K view\nRails - Who\nle operators?\nContent - A Feature\nEverything Else\n2.6K views\nSMASH!!","facets":{"composition":"centered","lighting_class":"studio","motion_class":"low","camera_type_hint":"medium close-up","dominant_speaker_emotion":"friendly"},"products_mentioned":[],"entity_ids":[],"fused_summary":"A man addresses the camera against a digital background of video thumbnails, expressing gratitude to his viewers and encouraging them to leave comments."}],"moments":[{"arv":"1.0","id":"mom_vjvxjm4xtzs3y5zodzg6i56dah","moment_uri":"arv:video_sVF9K-47TTM#t=0,26850","asset_id":"video_sVF9K-47TTM","start_ms":0,"end_ms":26850,"title":"Thirteen years of YouTube content"},{"arv":"1.0","id":"mom_f3r7q3nlvtrdzctzwzxwg3a6f3","moment_uri":"arv:video_sVF9K-47TTM#t=26850,55759","asset_id":"video_sVF9K-47TTM","start_ms":26850,"end_ms":55759,"snap":"sentence","title":"Exploring technology and audience engagement"},{"arv":"1.0","id":"mom_4olw4vhbpckakxt4tflufxoa2n","moment_uri":"arv:video_sVF9K-47TTM#t=0,15000","asset_id":"video_sVF9K-47TTM","start_ms":0,"end_ms":15000},{"arv":"1.0","id":"mom_23wcw6n2d3a2oxjkhhqw6t5skk","moment_uri":"arv:video_sVF9K-47TTM#t=15000,26481","asset_id":"video_sVF9K-47TTM","start_ms":15000,"end_ms":26481},{"arv":"1.0","id":"mom_awrg3j7xashsnn5v7tmpdi2l72","moment_uri":"arv:video_sVF9K-47TTM#t=26481,39083","asset_id":"video_sVF9K-47TTM","start_ms":26481,"end_ms":39083},{"arv":"1.0","id":"mom_7dhwknllut7cp34xwqtf2vraoq","moment_uri":"arv:video_sVF9K-47TTM#t=39083,47759","asset_id":"video_sVF9K-47TTM","start_ms":39083,"end_ms":47759},{"arv":"1.0","id":"mom_qevz77l4ufir6q7ufahkdptlln","moment_uri":"arv:video_sVF9K-47TTM#t=47759,55759","asset_id":"video_sVF9K-47TTM","start_ms":47759,"end_ms":55759}],"entities":[{"id":"ent_d0334636346a1c48288abd72c3622553","canonical_source":"model","canonical_id":"ent_d0334636346a1c48288abd72c3622553","display_name":"Sander Saar","entity_type":"Person","entity_subtype":null,"coordinates":null},{"id":"ent_b987acd01400347ba9932dfd412e2c65","canonical_source":"wikidata","canonical_id":"Q866","wikidata_qid":"Q866","display_name":"YouTube","entity_type":"Product","entity_subtype":null,"coordinates":null},{"id":"ent_cf1aec9e42017e2d6d3d66f7c7d4820b","canonical_source":"wikidata","canonical_id":"Q380675","wikidata_qid":"Q380675","display_name":"cinema of the United States","entity_type":"Location","entity_subtype":null,"coordinates":null},{"id":"ent_b2ab845e-01c2-4cdb-a0c8-20b055cac6cd","canonical_source":"wikidata","canonical_id":"Q191","wikidata_qid":"Q191","display_name":"Estonia","entity_type":"Location","entity_subtype":"country","coordinates":null},{"id":"ent_725ca767f35a78c3226c14942f329267","canonical_source":"wikidata","canonical_id":"Q29","wikidata_qid":"Q29","display_name":"Spain","entity_type":"Location","entity_subtype":"country","coordinates":null},{"id":"ent_e78bfadc-43c3-4406-83ea-949dca6b48f7","canonical_source":"wikidata","canonical_id":"Q24534575","wikidata_qid":"Q24534575","display_name":"Wi-Fi 6","entity_type":"Product","entity_subtype":null,"coordinates":null}],"entity_appearances":[{"video_id":"video_sVF9K-47TTM","entity_id":"ent_d0334636346a1c48288abd72c3622553","appearance_count":1,"total_visible_duration_ms":15000,"first_appearance_ms":0,"last_appearance_ms":15000,"appearance_strength":0.3,"shots_appeared_in":["sht_0"],"filmed_at_score":null,"present_in_score":null,"relation":"speaks"},{"video_id":"video_sVF9K-47TTM","entity_id":"ent_b987acd01400347ba9932dfd412e2c65","appearance_count":2,"total_visible_duration_ms":26481,"first_appearance_ms":0,"last_appearance_ms":26481,"appearance_strength":0.2,"shots_appeared_in":["sht_0","sht_1"],"filmed_at_score":null,"present_in_score":null},{"video_id":"video_sVF9K-47TTM","entity_id":"ent_cf1aec9e42017e2d6d3d66f7c7d4820b","appearance_count":1,"total_visible_duration_ms":12602,"first_appearance_ms":26481,"last_appearance_ms":39083,"appearance_strength":0.1,"shots_appeared_in":["sht_2"],"filmed_at_score":null,"present_in_score":null},{"video_id":"video_sVF9K-47TTM","entity_id":"ent_b2ab845e-01c2-4cdb-a0c8-20b055cac6cd","appearance_count":1,"total_visible_duration_ms":15000,"first_appearance_ms":0,"last_appearance_ms":15000,"appearance_strength":0.1,"shots_appeared_in":["sht_0"],"filmed_at_score":null,"present_in_score":null},{"video_id":"video_sVF9K-47TTM","entity_id":"ent_725ca767f35a78c3226c14942f329267","appearance_count":1,"total_visible_duration_ms":15000,"first_appearance_ms":0,"last_appearance_ms":15000,"appearance_strength":0.1,"shots_appeared_in":["sht_0"],"filmed_at_score":null,"present_in_score":null},{"video_id":"video_sVF9K-47TTM","entity_id":"ent_e78bfadc-43c3-4406-83ea-949dca6b48f7","appearance_count":0,"total_visible_duration_ms":0,"first_appearance_ms":null,"last_appearance_ms":null,"appearance_strength":0,"filmed_at_score":null,"present_in_score":null}],"model_provenance":{"transcription":{"provider":"assemblyai","model":"universal-3-5-pro","version":"5da503f6-2ca4-4c12-ab99-59343529e28b","ran_at":"2026-10-05T10:03:34.914Z"},"shot_detection":{"provider":"uva-cv-lab/omnishotcut","model":"omnishotcut-shot-query-transformer","version":"github@338c0e7","ran_at":"2026-10-05T10:03:34.914Z"},"visual_captions":{"provider":"google","model":"gemini-3.8-flash","version":"cascade-base-window-products-v3-caption-v2","ran_at":"2026-10-05T10:03:34.914Z"},"chapter_summary":{"provider":"google","model":"gemini-3.8-flash","version":"multimodal-chapters-v2","ran_at":"2026-10-10T00:02:58.897Z","methodology_version":"speech+captions+ocr+cuts+audio"},"video_facets":{"provider":"google","model":"gemini-3.8-flash","version":"video-insights-v5","ran_at":"2026-10-10T00:04:10.993Z","methodology_version":"chapters+description+ocr;measured:music,speech_pace;evidence"},"shot_facets":{"provider":"google","model":"gemini-3.8-flash","version":"cascade-base-window-products-v3-caption-v2","ran_at":"2026-10-05T10:03:34.914Z"},"entity_extraction":{"provider":"google","model":"gemini-3.8-flash","version":"video-entity-review-v9","ran_at":"2026-10-10T19:18:59.779Z","channels":["window_caption","video_insights","entity_review"]},"entity_canonicalization":{"provider":"google","model":"gemini-3.8-flash","version":"video-entity-link-v4","ran_at":"2026-10-05T10:03:59.704Z","channels":["entity_link"]},"custom_metadata":{"provider":"google","model":"gemini-3.7-flash","version":"video-extract-v1","ran_at":"2026-08-27T09:49:53.533Z"},"embedding":{"provider":"google","model":"gemini-embedding-2","version":"arv-e2-v1","ran_at":"2026-10-05T10:03:34.914Z","channels":["chapter_mm_pieces","video_text","chapter_text","shot_mm","shot_caption_text","window_mm"],"task_hints":{"chapter_mm_pieces":"fine_visual_moment_retrieval","video_text":"video_level_retrieval","chapter_text":"topic_search_within_video","shot_mm":"fine_visual_moment_retrieval","shot_caption_text":"visual_moment_search","window_mm":"fine_visual_moment_retrieval"}},"boundary_snap":{"provider":"agentcdn","model":"boundary-snap-rule-set","version":"v1","ran_at":"2026-10-05T10:03:34.914Z","methodology_version":"shot>sentence>word"},"evidence_grading":{"provider":"agentcdn","model":"evidence-grade-heuristic","version":"v1","ran_at":"2026-10-05T10:03:34.914Z"},"content_hash":{"provider":"agentcdn","model":"sha256","version":"v1","ran_at":"2026-10-05T10:03:34.914Z"}},"model_provenance_status":"recorded","rights":{"policy_id":"rgt_4d2f3416-dfce-4c0b-a4d1-cb77ac6a210b","policy_version":3,"scope":"account","effective_at":"2026-09-30T01:46:50.398Z","permissions":{"search":true,"cite":true,"summarize":true,"quote":{"allowed":true,"max_duration_ms":null},"play":true,"segment_display":true,"source_embed_display":true,"full_video_display":false,"clip":true,"export":false,"train":false},"commercial_use":false,"attribution":{"required":true},"license_url":"https://api.agentcdn.com/public/creators/sandersaar/license.xml"},"transcript_cues":[{"start_ms":0,"text":"I uploaded my first ever YouTube video 13 years ago in the series of travel vlogs when I was hitchhiking from Estonia to Spain. I've since created more than 200 videos on YouTube with 2.7 million views and 11,000 subscribers, and people have watched more than 240,000 hours of content. That's 27.4 human years. And the most popular ones have been technology videos: finding the best wireless earbuds, finding the best scale, finding the best wireless router or vacuum cleaner for that matter.","speaker_id":"ent_d0334636346a1c48288abd72c3622553","speaker_label":"Speaker A","speaker_name":"Sander Saar"},{"start_ms":26000,"text":"And more recently, my focus on understanding how technology impacts our daily lives and businesses. I created a video about how synthetic media will change Hollywood, or how everybody's becoming an ad network, or in the gadget space, what's the best Wi-Fi 6 router out there, or how to best improve your sleep, or what's the best sleep tracker out there. And I realized I never really shared them on this platform. So let me know which videos you've enjoyed most in the comments down below, and if you'd like to see more of those clips here as well.","speaker_id":"ent_d0334636346a1c48288abd72c3622553","speaker_label":"Speaker A","speaker_name":"Sander Saar"},{"start_ms":53000,"text":"Thank you for helping me build the channel and watching the videos.","speaker_id":"ent_d0334636346a1c48288abd72c3622553","speaker_label":"Speaker A","speaker_name":"Sander Saar"}],"speakers":[{"speaker_id":"ent_d0334636346a1c48288abd72c3622553","entity_id":"ent_d0334636346a1c48288abd72c3622553","name":"Sander Saar","speaker_labels":["Speaker A"],"confidence":0.9,"method_version":"speaker-attribution-model-v3"}],"audio_spans":[],"people_spans":[{"id":"person_span_d0227565815c59eba1a152db883259cd","start_ms":0,"end_ms":15000,"name":"Sander Saar","description":"Host wearing a collared shirt with comic print accents speaking to the camera","provenance":"on_screen_text","verified":true,"evidence_quote":"Sander Saar","text":"Sander Saar (Host wearing a collared shirt with comic print accents speaking to the camera), named on screen","confidence":0.95,"method_version":"window-people-v1+ver_36304259-7aad-4fdf-ae0c-a43bcd636bca","entity_id":"ent_d0334636346a1c48288abd72c3622553","relation":"speaks"},{"id":"person_span_ce09e5609c4e317b673092e4c97e8b0c","start_ms":47759,"end_ms":52859,"name":null,"description":"man wearing a white collared shirt with comic-patterned panels speaking to the audience","provenance":null,"verified":false,"evidence_quote":null,"text":"Man wearing a white collared shirt with comic-patterned panels speaking to the audience (unnamed)","confidence":0.4868654966809702,"method_version":"window-people-v1+ver_36304259-7aad-4fdf-ae0c-a43bcd636bca"}],"products":[],"places":[{"id":"place_f27bc4ba89796f38d4d742ea2f966db0","name":"Estonia","kind":"country","relation":"mentioned","country":"Estonia","basis":["spoken"],"wikidata_qid":"Q191","entity_id":"ent_b2ab845e-01c2-4cdb-a0c8-20b055cac6cd","external_ids":{"osm":"relation/79510"},"label":"Estonia","coordinates":{"latitude":59,"longitude":26},"first_ms":897,"spans":[{"start_ms":897,"end_ms":6812,"via":"spoken","relation":"mentioned"}],"evidence":[{"source":"spoken","quote":"when I was hitchhiking from Estonia to Spain","start_ms":897}],"method_version":"video-places-v5"},{"id":"place_74b0921717cd26f8305cd9b8e82a0126","name":"Spain","kind":"country","relation":"mentioned","country":"Spain","basis":["spoken"],"wikidata_qid":"Q29","entity_id":"ent_725ca767f35a78c3226c14942f329267","external_ids":{"osm":"relation/1311341"},"label":"Spain","coordinates":{"latitude":40.2,"longitude":-3.5},"first_ms":897,"spans":[{"start_ms":897,"end_ms":6812,"via":"spoken","relation":"mentioned"}],"evidence":[{"source":"spoken","quote":"when I was hitchhiking from Estonia to Spain","start_ms":897}],"method_version":"video-places-v5"},{"id":"place_4173be96840e8894dcedad7dabb401d5","name":"Hollywood","kind":"region","relation":"mentioned","country":"United States","basis":["spoken","on_screen_text"],"wikidata_qid":null,"entity_id":"ent_a1fc8b5cbebc767088b4a24c69533339","label":null,"coordinates":null,"first_ms":31448,"spans":[{"start_ms":31448,"end_ms":43898,"via":"spoken","relation":"mentioned"},{"start_ms":39083,"end_ms":47759,"via":"on_screen","relation":"mentioned"}],"evidence":[{"source":"spoken","quote":"how synthetic media will change Hollywood","start_ms":31448},{"source":"on_screen_text","quote":"How Synthetic Media will change Hollywood?","start_ms":39083}],"method_version":"video-places-v5"}],"labels":[{"kind":"action","label":"speaking to camera","count":3,"first_ms":0,"last_ms":47700},{"kind":"action","label":"gesturing with hands","count":2,"first_ms":15200,"last_ms":52859},{"kind":"action","label":"smiling","count":2,"first_ms":44000,"last_ms":52859},{"kind":"action","label":"talking to camera","count":2,"first_ms":26500,"last_ms":52859},{"kind":"object","label":"collared shirt","count":2,"first_ms":0,"last_ms":52859},{"kind":"place","label":"Hollywood","count":2,"first_ms":31448,"last_ms":47759},{"kind":"action","label":"gesturing","count":1,"first_ms":1500,"last_ms":14800},{"kind":"action","label":"hand gesturing","count":1,"first_ms":27000,"last_ms":38500},{"kind":"object","label":"man","count":1,"first_ms":47759,"last_ms":52859},{"kind":"person","label":"Sander Saar","count":1,"first_ms":0,"last_ms":15000},{"kind":"place","label":"Estonia","count":1,"first_ms":897,"last_ms":6812},{"kind":"place","label":"Spain","count":1,"first_ms":897,"last_ms":6812}]},"errors":null}