{"arv":"1.0","success":true,"request_id":"req_0074656c-87e2-4523-9f46-4f44dcab9651","schema_version":"arv@1.0","data":{"asset":{"id":"video_TwSD94xjrlI","content_hash":"sha256:8512951cd8856180a203c069bb2fb798d71cad1a80c209130078ccdc3a0f4d16","owner_id":"sandersaar","hosting_mode":"mode_a","source":{"kind":"youtube_oauth","source_url":"https://www.youtube.com/watch?v=TwSD94xjrlI","ingested_at":"2026-08-26T17:34:01.398Z"},"origin_playback":{"platform":"youtube","external_id":"TwSD94xjrlI","watch_url":"https://www.youtube.com/watch?v=TwSD94xjrlI","media_fragments_template":"https://www.youtube.com/watch?v=TwSD94xjrlI&t={start_seconds}s"},"duration_ms":101000,"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":"3 levels to your \"oh sh*t” moment with AI","description":"This video breaks down three stages of artificial intelligence adoption in modern work environments. It covers Level 1 with AI acting as a tool in browsers and spreadsheets, Level 2 where tools like Claude Code serve as coworkers on code and presentations, and Level 3 where autonomous software like OpenClaw runs on a Mac mini server. The presenter also highlights the rapid pace of these developments and their impact on white-collar jobs.","thumbnail_url":"https://i.ytimg.com/vi/TwSD94xjrlI/hqdefault.jpg","publish_date":"2026-02-14T02:54:51.000Z","watch_url":"https://agentcdn.com/creators/sandersaar/videos/video_TwSD94xjrlI/watch"},"video_facets":{"evidence":{"skill_level":[{"start_ms":0,"end_ms":46417,"via":"chapter"}],"production_value":[{"start_ms":0,"end_ms":77107,"via":"chapter"}],"originality_signal":[{"start_ms":57375,"end_ms":76792,"via":"on_screen"},{"start_ms":77107,"end_ms":100040,"via":"chapter"}],"is_evergreen_or_dated":[{"start_ms":0,"end_ms":10370,"via":"on_screen"},{"start_ms":37583,"end_ms":46499,"via":"on_screen"},{"start_ms":76792,"end_ms":100040,"via":"on_screen"}]},"skill_level":"beginner","production_value":"edited_pro","originality_signal":"aggregation","sponsorship_status":"none","primary_language":"en","is_evergreen_or_dated":"dated","speech_pace_wpm":225,"music_presence":"none"},"categories":{"taxonomy_version":"agentcdn-categories-v1","primary":{"id":"ai_data","label":"AI and Data"},"secondary":[{"id":"technology","label":"Technology"},{"id":"software_development","label":"Software and Programming"},{"id":"careers_work","label":"Careers and Work"}]},"format":{"label":"listicle","evidence":{"main_speakers":1,"minor_speakers":0,"main_speaker_shares":[1]},"segments":[{"label":"listicle","start_ms":0,"end_ms":101000}],"classifier_version":"video-format-v2"},"custom_metadata":{"age_rating":"teen","editorial_tier":"ugc","content_warnings":[],"commercial_intent":"opinion","sponsorship_partners":[],"accessibility_features":[]},"chapters":[{"id":"chapter_video_TwSD94xjrlI_af3fecc2a500bfe2","chapter_index":0,"title":"Level 1: AI as a tool in browsers and spreadsheets","summary":"The presenter introduces Level 1 of AI adoption, demonstrating Claude actively navigating browser tasks like OpenTable bookings and building complex spreadsheets and graphs.","transcript_text":"There are 3 levels to your oh shit moment with AI. Level 1 is when Claude is working inside your browser. No, not to chat with, but as an agent that navigates, clicks, fills, and completes tasks across your tabs. Or inside your spreadsheets. It creates the formulas, graphs, analysis. It reads the page, understands the context, and does the work.","visual_description":"A presenter speaks in front of a white background while screen captures of OpenTable searches and Excel spreadsheet automation appear above him.","start_ms":0,"end_ms":18226,"duration_ms":18226,"evidence_grade":"C","confidence_band":"medium","boundary_snap":null,"entity_ids":[],"products_mentioned":[],"category":{"id":"ai_data","label":"AI and Data"}},{"id":"chapter_video_TwSD94xjrlI_cc2c8bd3d77e2971","chapter_index":1,"title":"Level 2: AI as a coworker for code and knowledge work","summary":"The presenter explains Level 2, where tools like Claude Code and Cowork work on actual files to produce finished applications, presentations, and market-shifting software impact.","transcript_text":"Level 2: Claude Code and Codex for coding, and Claude Cowork for knowledge work. Working on your actual files. You describe what you want, it creates a plan, uses all the tools needed like web, files, code, research. You walk away and come back to a finished product. Features, build presentations, spreadsheets, reports created from nothing. I built a lot of apps recently, and 1 in 20 of public code commits on GitHub are now written by Claude Code. Cowork itself was built by Claude Code in under 2 weeks, and it triggered a $285 billion sell-off in software stocks.","visual_description":"The presenter gestures beneath interactive analytics dashboards, slide presentations, and social media posts detailing GitHub code stats and stock charts.","start_ms":18226,"end_ms":46417,"duration_ms":28191,"evidence_grade":"C","confidence_band":"medium","boundary_snap":{"rule_applied":"sentence","snapped_from_ms":18370,"snapped_to_ms":18226},"entity_ids":[],"products_mentioned":[],"category":{"id":"ai_data","label":"AI and Data"}},{"id":"chapter_video_TwSD94xjrlI_6285990d96dc9ba6","chapter_index":2,"title":"Level 3: AI as an autonomous workforce","summary":"The host presents Level 3 using autonomous systems like OpenClaw running on a Mac mini server to manage calendars, execute daily schedules, and build its own skills.","transcript_text":"Level 3 is fully autonomous and proactive. I run Open Claude on Mac mini server. It connects to my email, calendar, notes, maps, GitHub, storage, web, everything. But here's what's different. It doesn't just follow instructions. It observes my daily patterns, writes its own skills, and builds its own tools to solve them and executes. Completely proactively. It's the fastest-growing AI project on GitHub ever, and it's open source. I wake up to a morning briefing, analytics check, news scan 3 times a day, my emails and calendar reviewed, day planned, in addition to work completed overnight while I slept.","visual_description":"The presenter reviews the OpenClaw homepage, operations dashboards, isometric 3D agent graphics, a GitHub star graph, and a mobile briefing chat.","start_ms":46417,"end_ms":77107,"duration_ms":30690,"evidence_grade":"C","confidence_band":"medium","boundary_snap":{"rule_applied":"shot","snapped_from_ms":46499,"snapped_to_ms":46417},"entity_ids":[],"products_mentioned":[],"category":{"id":"ai_data","label":"AI and Data"}},{"id":"chapter_video_TwSD94xjrlI_56af53dea63db8e6","chapter_index":3,"title":"The rapid evolution of AI and the future of work","summary":"Reflecting on how quickly all three levels developed, the presenter discusses the existential shift for white-collar jobs and asks viewers which level they currently use.","transcript_text":"All 3 of those levels happened in the last 6 months, and honestly, it's made me question a lot what I thought was my job. If something can do it faster, more consistently, and cheaper, a lot of what I thought was my work just lost its meaning pretty fast. The question isn't whether AI can do your work. It's now that it can, what are you actually going to do with it? Let me know which level you're at. And if you'd like to deep dive in any of the setups.","visual_description":"The host speaks to the camera against a white background overlaid with news headlines from TechCrunch, Entrepreneur, Fortune, and an X post from Elon Musk.","start_ms":77107,"end_ms":100040,"duration_ms":22933,"evidence_grade":"C","confidence_band":"medium","boundary_snap":{"rule_applied":"sentence","snapped_from_ms":76792,"snapped_to_ms":77107},"entity_ids":[],"products_mentioned":[],"category":{"id":"careers_work","label":"Careers and Work"}}],"visual":[{"kind":"window","id":"vwin_video_TwSD94xjrlI_0","window_index":0,"start_ms":0,"end_ms":10370,"duration_ms":10370,"visual_description":"A man speaks against a white backdrop while level diagrams and an OpenTable browser interface demo appear above him. The presenter gestures upward where icons for Level 1 appear. The presenter makes an expressive gesture as three stacked level badges appear. A screen recording shows OpenTable restaurant search controlled by Claude. The presenter explains AI browser navigation while Claude completes a booking task on screen.","on_screen_text":"LEVEL 3\nLEVEL 2\nLEVEL 1\nAI AS TOOL\nClaude started debugging this browser\nOK\nOpenTable\nLos Angeles\nJoin rewards\nSign in\nFeb 14, 2026\n7:00 PM\n2 people\nItalian Venice Beach\nFind a table\nFeatured\nRomantic\nItalian\nBrunch\nMexican\nPizza\nSeafood\nAmerican\nYou searched for \"Italian beach\" in Los Angeles\n1 restaurant matches \"Italian Beach\"\nMangiamo\nExceptional (14.7K)\n$$ • Italian • Manhattan Beach\nBooked 32 times today\nFind next available\nAll times, however, have very little availability within 2.5 hours of your request. Did you have a timester time in mind?\nOpus 4.4\nFind available OpenTable reservations for 2 people this Saturday in Venice Beach, 7-8pm, Italian restaurants rated 4.5+.\nDrafting (1/3) Visit or review OpenTable information\n7 steps (7 seconds)\nVenice Beach\n4.9 (20721) • $$$$\nStop Claude\nVenice Beach • Los Angeles\nHIGH RISK: Claude can take much actions on the internet now. This setting could put your data at risk. See safe use tips.\nReply to Claude\nAsk without seeing\nRosti Tuscan Kitchen - Brentwood\nExceptional (715)\n$$$ • Italian • Brentwood\nValentine's Day at Terra E Mare\nBooked 11 times today\nValentine's Day Special Prix-Fixe Menu\nLa Cava\nExceptional (259)\n$$ • Italian • Hermosa Beach\nBooked 21 times today\nYou're in luck! We still have 2 timeslots left\nTerratonda\nCaffe Conservatory\nSanta Monica\nVenice\nCulver City\nUnfortunately, I won't able to find any Italian restaurants in Venice Beach with 4.5+ ratings that have availability between 7-8 PM this Saturday, Feb 14. Keep in mind that's Valentine's Day, so prime-time slots are almost entirely booked up.\nHere's what I found for the Venice Beach area specifically:\nIn Venice (4.5+ rated Italian, but no 7-8 PM slots):\nOggi Venice • 4.9 • Exceptional (3,635 reviews) • $$$$\nOnly 10:00 PM left\nCana 12 Ristorante • 4.9 • Exceptional (336 reviews) • $$$$\nOnly 6:45 PM and 9:45 PM left\nNearby alternatives with 7-6 PM availability (Italian, 4.5+ rated):\nRestaurant\nRating\nLocation\nAvailable Times\nRosti Tuscan - Santa Monica\n4.5 • Exceptional (1589) • $$$\n6:45 PM,\n7:00 PM,\n7:15 PM\nNorth Italia - Santa Monica\n4.5 • Awesome (5,372) • $$","facets":{"composition":"single subject","lighting_class":"indoor artificial","motion_class":"medium","camera_type_hint":"medium close-up","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":["Claude","OpenTable"],"entity_ids":["ent_2217b5322de54820ef4590d798a43b9d","ent_79a64edd32b2b4c07338cb73d3acb1f7"],"fused_summary":"A presenter introduces three levels of AI moments, defining Level 1 as Claude navigating and booking through a browser interface."},{"kind":"window","id":"vwin_video_TwSD94xjrlI_1","window_index":1,"start_ms":10370,"end_ms":18370,"duration_ms":8000,"visual_description":"The presenter gestures as a screen capture above him demonstrates Claude working within an Excel spreadsheet. A spreadsheet is shown being analyzed by Claude as the presenter gestures below. The presenter talks with open hands as spreadsheet data and chart trends populate automatically.","on_screen_text":"LEVEL 1\nAI AS TOOL\nChart data\nSearch (Ctrl+E)\nComments\nShare\nFile\nHome\nInsert\nDraw\nPage Layout\nFormulas\nData\nReview\nView\nAutomate\nAptos Narrow\n11\nGeneral\nConditional Formatting\nFormat as Table\nCell Styles\nPaste\nSort & Filter\nFind & Select\nCopilot\nClaude in Excel\nOpus 4.6\nBETA\nConversation compacted\nKPI section header\nKPI headers\nNow let me build the Video Performance Summary table on the Dashboard\nVideo performance section header\nVideo performance typical headers\nVideo performance data rows\nNow let me build the Monthly Trends sheet\nMonthly Trends title\nThinking...\nAll selected\nWhat can I do for you?\nAccept all/edit\nKEY METRICS\nTotal Views\n$56,600\nAvg Daily Views\n935\nBest Month\nNov-23\nPeak Guard Views\n4,400\nCoupon Balance\n$\nMost Viral Cost\nFake AirPods\nBest Day of the Week\nWednesday\nMost Viral (Day of)\nWednesday (4 views)\nVIDEOS FOR DEEPER AUDIENCE\nVideo\nPublished\nLength\nSub Count\nRPM ($)\nComment Count\nView Duration\nLong-Tail %\nPost Rate\nDashboard\nVideo Performance\nMonthly Trends\nDeep Insights\nMONTHLY TRENDS\nMonth\nDaily Viral Views\nDaily Growth\nCumulative Viral\n% of Total\n2023-01\n1,039\n33.5\n56\n140.0%\n1,010\n2.0%\n2023-02\n1,230\n43.9\n142\n160.0%\n1,250\n2.5%\n2023-03\n1,695\n54.7\n150\n80.0%\n3.4%\n2023-04\n1,550\n51.7\n148\n60.0%\n1,530\n3.1%\n2023-05\n1,150\n37.1\n135\n40.0%\n1,120\n2.2%\n2023-06\n1,032\n34.4\n130\n30.0%\n1,005\n2023-07\n1,322\n42.6\n158\n27.0%\n1,240\n2023-08\n1,323\n44.1\n180\n25.0%\n1,340\n2.6%\n2023-09\n7,222\n240.7\n2,450\n23.0%\n14.4%\n2023-10\n25,520\n823.2\n4,850\n205.7%\n64,888\n50.9%\n2023-11\n30,540\n1,018.0\n3,422\n3.0%\n65,650\n60.9%\n2023-12\n15,000\n483.9\n455\n1.8%\n103,702\n11.5%\n2024-01\n13,517\n436.0\n250\n110,698\n28.0%\nTOP PERFORMING\nDay\nAvg Views\nData Points\nMonday\n103.0\n17,643\n171\nTuesday\n102.6\n17,543\n165.1\n28,217\nThursday\n99.4\n16,994\nFriday\n87.7\n14,997\nSaturday\n81.8\n13,982\nSunday\n88.1\n15,076\nNow let me add the Monthly Views by Video breakdown table below:\nMonthly by video section header\nMonthly by video headers\nMonthly by video data\nNow let me add the Day of Week analysis table to the Monthly Trends sheet:\nDay of week section header\nDay of week headers\nDay of week data\nNow let me update the Video Performance sheet with detailed per-video analysis:\nResponding...","facets":{"composition":"single subject","lighting_class":"indoor artificial","motion_class":"medium","camera_type_hint":"medium close-up","dominant_speaker_emotion":"instructive"},"products_mentioned":["Claude","Microsoft Excel"],"entity_ids":["ent_2217b5322de54820ef4590d798a43b9d","ent_3a054f8374e27fce46111492a6dffcc9"],"fused_summary":"The presenter describes Claude functioning inside spreadsheets to construct formulas, graphs, and analyses autonomously."},{"kind":"window","id":"vwin_video_TwSD94xjrlI_2","window_index":2,"start_ms":18370,"end_ms":29142,"duration_ms":10772,"visual_description":"The presenter describes Level 2 AI coworker tools beneath a workflow recording generating analytics dashboards. The presenter speaks while a workspace UI executes an automated YouTube analytics task and dashboard build.","on_screen_text":"Analyze YouTube channel performance data\nPlease review and analyze all of my YouTube channel data with the goal to outline key metrics, key learnings, and other non-obvious data points that I could learn from. Then analyze the market benchmarks and compare to my performance. /data-data-exploration\nLeave this data-exploration skill\nRead interactive-dashboard-builder-skill documentation\n1 Working...\n2 1----->ing\n3 Welding\nReply...\nOpus 4.6\nLEVEL 2: AI AS COWORKER\nProgress\nYoutube data\nInstructions CLAUDE.md\nContext\nWeb search\ndata exploration\nNow let me run the comprehensive analysis and build the dashboard in parallel.\nRead YouTube data analytics script and research 2025 channel benchmarks\nWorking on it...\nTotals.csv\nTable data.csv\nChart data.csv\nScratchpad\ninteractive-dashboard-builder\nYour strongest content pattern is \"vs\" comparison / real-life test videos. Your top 5 performances all follow this format, averaging 4.9% CTR vs 2.4% former-comparison-content. The VR headset comparison alone brought 95 of past 285 new subscribers.\nYour CTR (5.09%) is above the industry benchmark of 4.5%, so your thumbnails and titles are solid. However, your impressions are \"underperforming\" (12.6%) vs (14.5% the 19-10% benchmark) - YouTube is testing your content broadly (up to a billion) and failing a broader reach. Study success: your topics span AI, VR, fitness, NFTs, and more\nNon-obvious findings:\nHealth & Wearables has your highest CTR (4.69%) and high sub conversion rate despite only a few videos - it's your most underrated niche.\nYou have 36 AI-related videos averaging just 1.2K views each, while 6-year-old YouTube videos average 2K. Use AI spans to low commit to low-adversary-style content\nLong-form drives 95% of subscriber growth, Shorts generate views but stymies loyalty\nPublish consistency is the biggest growth lever - median gap is 7 days but the mean is 36 days, revealing long-dormant channels. Channels posting 2x/week grow 2.5x faster\nView your interactive dashboard\nYoutube channel analysis\nOpen in-file\nInteractive dashboard\nDaily Views & Trends","facets":{"composition":"single subject","lighting_class":"indoor artificial","motion_class":"medium","camera_type_hint":"medium close-up","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":["Codex","Claude Code","Claude Cowork"],"entity_ids":["ent_1e3c206b342e6d53d98545ff86237f2a","ent_51b2a9e6-79c6-4b09-ab37-d45eb8404b09","ent_a12cac8f391112870780806c48cc4c31"],"fused_summary":"The speaker outlines Level 2 AI coworkers like Claude Code, Codex, and Claude Cowork executing multi-step project tasks on local files."},{"kind":"window","id":"vwin_video_TwSD94xjrlI_3","window_index":3,"start_ms":29142,"end_ms":37583,"duration_ms":8441,"visual_description":"The presenter gestures below presentation slides displaying data metrics, switching to a grid of application icons. The presenter discusses slide presentations while automated slides update on the screen above. A grid of six app icons is displayed as the presenter discusses building apps with Claude Code.","on_screen_text":"LEVEL 2: AI AS COWORKER\nAnalyze YouTube channel performance data\nYour strongest content pattern is \"vs\" / comparison / real- life test videos. Your top 5 performers all follow this format, averaging 5.5% CTR vs 2.1% for non-comparison content. The VR headset comparison alone brought 91 of your 293 new subscribers.\nYour CTR (5.08%) is above the industry benchmark of 4- 5%, so your thumbnails and titles are solid. However, your impressions-to-views conversion (12.6%) is below the 15- 30% benchmark - YouTube is testing your content broadly but not finding a tight audience match, likely because your topics span AI, VR, fitness, WiFi, and more.\nNon-obvious findings:\nHealth & Wearables has your highest CTR (4.69%) and best sub conversion rate despite only a few videos - it's your most underexploited niche\nYou have 56 AI related videos averaging just 1.2K views each, while your 4 VR/XR videos average 6.1K - the AI space is too crowded for commentary-style content\nLong-form drives 95% of subscriber growth. Shorts generate views but almost no loyalty\nYour publish consistency is the biggest growth lever - median gap is 7 days but the mean is 36 days, revealing long dormant stretches. Channels posting 2x/week grow 2.5x faster\nView your interactive dashboard\nYouTube channel analysis\nCode HTML\nOpen in Os\nReply...\nOpus 4.6\nYouTube channel analysis.HTML\nOpen in-line\n7.78%\nBenchmark insight: Shorts vs Long-form\nShorts RPM\n0.20\nLong-form RPM (Est)\n83.6x\nCombined Growth-Boost\n+61%\nTrophy Top Performing Videos\nBy Views\nBy CTR\nBy Retention\nBy Sub Conversion\nViral Spike Analysis\nSpike Days (>2x above mean)\nProgress\nYouTube data\ninstructions CLAUDE.md\nTotals.csv\nTable data.csv\nChart data.csv\nYouTube Channel Analysis.html\nscratchpad\nContext\nConnectors\nWeb search\nSkills\ndata-exploration\ninteractive dashboard builder\nPerformance vs. Market Benchmarks\nCTR\n5.08%\n4-5% avg\nAbove average\nImpressions-Views\n12.6%\n15-30% avg\nBelow average\nUpload Frequency\n~36 day avg gap\n2-3x/week\nInconsistent\nSub Conversion\n1.73/1K views\n2-5/1K views\nSlightly below\nCharacter Greet\nYD\nW","facets":{"composition":"single subject","lighting_class":"indoor artificial","motion_class":"medium","camera_type_hint":"medium close-up","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":["Claude Code","GitHub"],"entity_ids":["ent_51b2a9e6-79c6-4b09-ab37-d45eb8404b09","ent_b002f887aeee4a196bec7b6031af217b"],"fused_summary":"The speaker explains returning to completed presentations and reports, citing that one in twenty public GitHub commits are authored by Claude Code."},{"kind":"window","id":"vwin_video_TwSD94xjrlI_4","window_index":4,"start_ms":37583,"end_ms":46499,"duration_ms":8916,"visual_description":"A man speaks against a green-screen background displaying social media posts, statistics, and financial charts. A presenter speaks in front of an X post displaying a chart of GitHub commits authored by Claude Code. The presenter continues talking in front of a social post detailing Cowork being written with Claude Code. The presenter talks while framed against a Bloomberg financial stock chart.","on_screen_text":"LEVEL 2: AI AS COWORKER\nDylan Patel\n@dylan522p\n4% of GitHub public commits are being authored by Claude Code right now.\nAt the current trajectory, we believe that Claude Code will be 20%+ of all daily commits by the end of 2026.\nWhile you blinked, AI consumed all of software development.\nRead more newsletter.semianalysis.com/p/claude-code-...\nClaude Code GitHub Commits Over Time\nSemiAnalysis\nClaude Code is the Infle\nWhat It Is,\nHow We Use It,\nIndustry Repercussions\nMicrosoft's Dilemma,...\n11:17 AM Feb 5, 2026 1M Views\n204\n749\n1.4K\nBoris Cherny\n@bcherny\nAs always, a very thoughtful and well reasoned take. I read till the end.\nI think the Claude Code team itself might be an indicator of where things are headed. We have directional answers for some (not all) of the prompts:\n1. We hire mostly generalists. We have a mix of senior engineers and less senior since not all of the things people learned in the past translate to coding with LLMs. As you said, the model can fill in the details. 10x engineers definitely exist, and they often span across multiple areas — product and design, product and business, product and infra (@jarredsumner is a great example of the latter. Yes, he's blushing).\n2. Pretty much 100% of our code is written by Claude Code + Opus 4.5. For me personally it has been 100% for two+ months now, I don't even make small edits by hand. I shipped 22 PRs yesterday and 27 the day before, each one 100% written by Claude. Some were written from a CLI, some from the iOS app; others on the team code largely with the Claude Code app Slack or with the Desktop app. I think most of the industry will see similar stats in the coming months — it will take more time for some vs others. We will then start seeing similar stats for non-coding computer work also.\n3. The code quality problem... the model over- complicates things, it doesn't like to refactor when it should. The... model improves, and our code quality ba... t better. In the will be no slopcopo... ecome better at writing less sloppy ... issues; I think 4.5 is already quite good... t better. In the meantime, what help... de review its code using a fresh context w... se claude -p for this on every PR and it catches...\nOverall your ideas very m...\ngain for sharing.\n6:44 PM Jan 26, 2\nHard Times for Software Stocks\nShares have tumbled in recent months on AI-related fears\nS&P North American software index\nS&P 500 Index\n20%\n15\n10\n5\n0\n-5\n-10\n-15\n-20\nJan\nApr\nOct\nJan | 2026\nSource: Bloomberg\nNote: Data is normalized with po\nr 31, 2024.\nBloomberg","facets":{"composition":"picture in picture","lighting_class":"indoor artificial","motion_class":"fast cut","camera_type_hint":"medium close-up","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":["Claude Code","Claude Cowork","GitHub"],"entity_ids":["ent_51b2a9e6-79c6-4b09-ab37-d45eb8404b09","ent_a12cac8f391112870780806c48cc4c31","ent_b002f887aeee4a196bec7b6031af217b"],"fused_summary":"The speaker discusses how public code commits on GitHub are increasingly written by Claude Code and mentions market reactions to AI tools."},{"kind":"window","id":"vwin_video_TwSD94xjrlI_5","window_index":5,"start_ms":46499,"end_ms":57375,"duration_ms":10876,"visual_description":"The presenter explains autonomous AI while scrolling through the features and integration webpage of OpenClaw. The presenter talks over a webpage displaying OpenClaw features and chat and model integrations.","on_screen_text":"OpenClaw\nTHE AI THAT ACTUALLY DOES\nTHINGS.\nClears your inbox, sends emails, manages your\ncalendar, checks you in for flights.\nAll from WhatsApp, Telegram, or any chat app you\nalready use.\nNEW\nOpenC\nTotal for Skill\nWhat Pe\nView all\nLEVEL 3\nAI AS WORKFORCE\nIntegrations\n50+ integrations with the apps and services you\nChat from your phone, control from your desktop,\nautomate everything.\nChat Providers\nMessage OpenClaw from any chat app — it responds right\nwhere you are.\nWhatsAp\nQR pairing via\nTelegram\nt API via grammY\nDi\nSer\nk\nvia Bolt\nMusic &\nSpotify\nMusic playback control\nSonos\nMulti-room audio\nShazam\nSong recognition\nSmart Ho\nLights, thermostats\nall voice-controllable.\nhue\nPhilips Hue\nSm\n8Sleep","facets":{"composition":"picture in picture","lighting_class":"indoor artificial","motion_class":"static","camera_type_hint":"medium close-up","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":["OpenClaw","GitHub","Mac mini"],"entity_ids":["ent_246ec941-d309-4056-8003-ad0ce9fdb5b7","ent_b002f887aeee4a196bec7b6031af217b","ent_e746d39442bbe6ae54351d9929fd5ec8"],"fused_summary":"The speaker introduces level 3 autonomous AI, highlighting running OpenClaw on a server connected to diverse tools and apps."},{"kind":"window","id":"vwin_video_TwSD94xjrlI_6","window_index":6,"start_ms":57375,"end_ms":68235,"duration_ms":10860,"visual_description":"The presenter stands in front of software dashboards, a 3D agent workspace, and a GitHub star history chart. The presenter talks while an operations dashboard and a skills tree display behind him. The presenter smiles while a 3D isometric agent workplace visual renders in the background. 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The man speaks in front of a Fortune article screenshot discussing white-collar automation. The man gestures and smiles while an X post from Elon Musk displays above him.","on_screen_text":"FORTUNE\nSubscribe for $1\nMicrosoft AI chief gives it 18 months—for all white-collar work to be automated by AI\nBy Jake Angelo\nNews Fellow\nAdd us on G\nFebruary 13, 2026, 12:47 PM ET\nMicrosoft AI CEO Musta\nSTEPHEN BRASHEAR-G\nElon Musk\n@elonmusk\nSubscribe\nJoin @xAI and help build a purely AI software company called Macrohard. It's a tongue-in-cheek name, but the project is very real!\nIn principle, given that software companies like Microsoft do not themselves manufacture any physical hardware, it should be possible to simulate them entirely with AI.\nRate proposed Community Notes\n4:24 AM · Aug 22, 2025 · 16.1M Views\n5.6K\n6.2K","facets":{"composition":"centered","lighting_class":"indoor artificial","motion_class":"low","camera_type_hint":"medium shot","dominant_speaker_emotion":"enthusiastic"},"products_mentioned":[],"entity_ids":["ent_075995eb-a01c-4a78-858d-ca3559329d94","ent_1e21f75d-cb8e-4cd4-9c15-c19108075d5c","ent_9016355d-416c-4e35-b834-35f656db4dad","ent_e83efd15aa8d2b7cac5e8ab8dbaebb87"],"fused_summary":"The speaker challenges viewers to consider how to use AI now that it can perform work, concluding with a call to action over an Elon Musk tweet about AI 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