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Ads ran fine.\nThat asymmetry...", "transcript": null, "hashtags": [] }, { "videoId": "8d2eG7bdepQ", "title": "Implementing OAuth and MFA: Full Authentication Breakdown", "publishedAt": "2 months ago", "durationSeconds": 422, "views": 7425, "likes": null, "commentCount": null, "isShort": false, "description": "Every time you click “Sign in with Google” or “Connect with Twitter”, OAuth is working behind the scenes. 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Join here: https://www.skool.com/ai-profit-lab-7462/about\n\nVideo notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about\n\nGet...", "transcript": null, "hashtags": [] }, { "videoId": "Jo4AcIvnXGo", "title": "Codex + Hermes Agent MCP: Automate ANYTHING! 🤯", "publishedAt": "5 hours ago", "durationSeconds": 890, "views": 1283, "likes": null, "commentCount": null, "isShort": false, "description": "Want to make money and save time with AI? Join here: https://www.skool.com/ai-profit-lab-7462/about\n\nVideo notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about\n\nGet...", "transcript": null, "hashtags": [] }, { "videoId": "ECneVm08nQg", "title": "New Chrome Auto Browse Update Is INSANE!", "publishedAt": "6 hours ago", "durationSeconds": 497, "views": 772, "likes": null, "commentCount": null, "isShort": false, "description": "Want to make money and save time with AI? 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Join here: https://www.skool.com/ai-profit-lab-7462/about\n\nVideo notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about\n\nGet...", "transcript": null, "hashtags": [] }, { "videoId": "UE-YAmzCkyE", "title": "Hermes Agent + Step 3.5 Flash (FREE!) 🤯", "publishedAt": "1 day ago", "durationSeconds": 308, "views": 774, "likes": null, "commentCount": null, "isShort": false, "description": "Want to make money and save time with AI? Join here: https://www.skool.com/ai-profit-lab-7462/about\n\nVideo notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about\n\nGet...", "transcript": null, "hashtags": [] }, { "videoId": "yXQp7bSN3I4", "title": "Hermes Desktop vs Web UI: What You Need To Know", "publishedAt": "1 day ago", "durationSeconds": 652, "views": 6134, "likes": null, "commentCount": null, "isShort": false, "description": "Want to make money and save time with AI? 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Join here: https://www.skool.com/ai-profit-lab-7462/about\n\nVideo notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about\n\nGet...", "transcript": null, "hashtags": [] }, { "videoId": "a2YsziCV1U4", "title": "New ChatGPT Codex Update: Build and Automate ANYTHING!", "publishedAt": "1 day ago", "durationSeconds": 426, "views": 3976, "likes": null, "commentCount": null, "isShort": false, "description": "Want to make money and save time with AI? Join here: https://www.skool.com/ai-profit-lab-7462/about\n\nVideo notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about\n\nGet...", "transcript": null, "hashtags": [] }, { "videoId": "U5tydqknssA", "title": "NEW Claude Code Agent View Change Everything! 🤯", "publishedAt": "1 day ago", "durationSeconds": 529, "views": 3520, "likes": null, "commentCount": null, "isShort": false, "description": "Want to make money and save time with AI? 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Join here: https://www.skool.com/ai-profit-lab-7462/about\n\nVideo notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about\n\nGet...", "transcript": null, "hashtags": [] }, { "videoId": "RKkNE-FMzTA", "title": "New Gemini Personal Intelligence Update Is INSANE!", "publishedAt": "1 day ago", "durationSeconds": 579, "views": 2715, "likes": null, "commentCount": null, "isShort": false, "description": "Want to make money and save time with AI? Join here: https://www.skool.com/ai-profit-lab-7462/about\n\nVideo notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about\n\nGet...", "transcript": null, "hashtags": [] }, { "videoId": "hNr4H_I6PVQ", "title": "Build ANY Mobile App in 1-Click with Abacus AI (No Code!) 🤯", "publishedAt": "1 day ago", "durationSeconds": 492, "views": 707, "likes": null, "commentCount": null, "isShort": false, "description": "Want to make money and save time with AI? 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Recent uploads sit at or below channel p50." ], "recommendedAction": "Re-check next run.", "respondWithinDays": 30, "breakoutSignalStrength": null, "breakoutReason": null, "daysSincePeak": null, "commentSynthesis": null, "commentSynthesisSampleSize": null, "commentThemes": null, "audienceSignals": null, "sentimentPositive": null, "sentimentNegative": null, "signalProfile": "unclassified", "signalProfileStrength": 0.5, "youtubeRelevanceRank": 10, "rerankedRank": 85, "rankBy": "breakoutPotential", "rerankReason": "Breakout potential rerank: low breakout signal (-75 vs YouTube native).", "rerankAxes": { "byRelevance": 10, "byBreakoutPotential": 85, "byMomentum": 96, "byEngagement": 10, "byRecency": 89 }, "baselineWindowDays": 90, "deltaWindowDays": 7, "changeFlags": [], "summary": "Amazon Bedrock for Beginners – From First Prompt to AI Agent (Full Tutorial) — 13,535 views.", "failureType": null, "_meta": { "mode": "search", "fetchedAt": "2026-05-14T12:27:02.867Z", "outputProfile": 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"engagementZScore": null, "isOutperformer": false, "thresholdUsed": "p90:74554" }, "topicTags": [ { "label": "chatgpt", "confidence": 0.5 }, { "label": "workspace", "confidence": 0.5 }, { "label": "agents", "confidence": 0.5 }, { "label": "insanely", "confidence": 0.5 }, { "label": "useful", "confidence": 0.5 } ], "attentionPriority": "medium", "whyThisMatters": [ "Primary topic: chatgpt." ], "whyNow": [ "Upload frequency rose 86% (7 → 13 uploads / 30d).", "Topic mix shifted: clickhubspot share rose 25% to 50% in 60d.", "Median views falling 64% over 60d vs prior 60d." ], "deprioritizationReasons": [], "recommendedAction": "Review topic shift before next run.", "respondWithinDays": 14, "breakoutSignalStrength": null, "breakoutReason": null, "daysSincePeak": null, "commentSynthesis": null, "commentSynthesisSampleSize": null, "commentThemes": null, "audienceSignals": null, "sentimentPositive": null, "sentimentNegative": null, "signalProfile": "decelerating", "signalProfileStrength": 0.7, 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52% over 60d vs prior 60d. Upload cadence stable.", "Upload frequency rose 200% (3 → 9 uploads / 30d).", "Topic mix shifted: website share rose 67% to 100% in 60d." ], "deprioritizationReasons": [], "recommendedAction": "Compare to prior run to confirm trend.", "respondWithinDays": 7, "breakoutSignalStrength": null, "breakoutReason": null, "daysSincePeak": null, "commentSynthesis": null, "commentSynthesisSampleSize": null, "commentThemes": null, "audienceSignals": null, "sentimentPositive": null, "sentimentNegative": null, "signalProfile": "emerging", "signalProfileStrength": 0.8, "youtubeRelevanceRank": 75, "rerankedRank": 2, "rankBy": "breakoutPotential", "rerankReason": "Breakout potential rerank: emerging/breakout profile, channel in accelerating/rising band (+73 vs YouTube native).", "rerankAxes": { "byRelevance": 75, "byBreakoutPotential": 2, "byMomentum": 2, "byEngagement": 75, "byRecency": 14 }, "baselineWindowDays": 90, "deltaWindowDays": 7, "changeFlags": [], "summary": "Claude Code FREE UNLIMITED 2026 🤯 (No Ollama, No GPU, No Nvidia Nim) — 41,049 views.", "failureType": null, "_meta": { "mode": "search", "fetchedAt": "2026-05-14T12:28:54.204Z", "outputProfile": "signals", "dataSourcesUsed": [ "innertube", "youtube-html-fallback" ], "degraded": false } }, { "recordType": "searchResult", "eventId": "searchResult:j9OYHB9hRFU:VChdyQ94NkW9Ldglq", "signalDetectionVersion": "1.0", "signalProfileVersion": "1.0", "attentionRouterVersion": "1.0", "watchlistComputationVersion": "1.0", "topicMethodVersion": "tfidf-v1", "commentSynthesisVersion": "lexicon-themes-v1", "videoId": "j9OYHB9hRFU", "videoUrl": "https://www.youtube.com/watch?v=j9OYHB9hRFU", "title": "Claude Code for Java & Spring Boot Developers – Build AI Agents & Real-World Apps", "channelId": "UCH_Wi8MidUKGlQvep9T7t4g", "channelHandle": "@EmbarkX", "channelName": "EmbarkX | Real Engineering | Faisal Memon", "channelUrl": "https://www.youtube.com/@EmbarkX", "publishedAt": "2 weeks ago", "durationSeconds": 31795, "views": 13415, "likes": null, "commentCount": null, "hashtags": [], "description": null, "transcript": null, "commentsSample": null, "isShort": false, "signalEvents": [], "expiredSignals": [], "vsChannelBaseline": { "viewsZScore": -0.88, "engagementZScore": null, "isOutperformer": false, "thresholdUsed": "p90:32466" }, "topicTags": [ { "label": "claude", "confidence": 0.5 }, { "label": "code", "confidence": 0.5 }, { "label": "java", "confidence": 0.5 }, { "label": "spring", "confidence": 0.5 }, { "label": "boot", "confidence": 0.5 } ], "attentionPriority": "high", "whyThisMatters": [ "Primary topic: claude." ], "whyNow": [ "Median views rising 52% over 60d vs prior 60d. 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"transcript": null, "commentsSample": null, "isShort": false, "signalEvents": [], "expiredSignals": [], "vsChannelBaseline": { "viewsZScore": 0, "engagementZScore": null, "isOutperformer": true, "thresholdUsed": "p90:49076" }, "topicTags": [ { "label": "claude", "confidence": 0.5 }, { "label": "code", "confidence": 0.5 }, { "label": "build", "confidence": 0.5 }, { "label": "agent", "confidence": 0.5 }, { "label": "better", "confidence": 0.5 } ], "attentionPriority": "low", "whyThisMatters": [ "Primary topic: claude." ], "whyNow": [], "deprioritizationReasons": [ "No active signal events detected for this video.", "Insufficient signal: fewer than 5 videos in the baseline window." ], "recommendedAction": "Re-check next run.", "respondWithinDays": 30, "breakoutSignalStrength": null, "breakoutReason": null, "daysSincePeak": null, "commentSynthesis": null, "commentSynthesisSampleSize": null, "commentThemes": null, "audienceSignals": null, "sentimentPositive": null, "sentimentNegative": null, "signalProfile": "unclassified", "signalProfileStrength": 0.3, "youtubeRelevanceRank": 4, "rerankedRank": 57, "rankBy": "breakoutPotential", "rerankReason": "Breakout potential rerank: channel in accelerating/rising band (-53 vs YouTube native).", "rerankAxes": { "byRelevance": 4, "byBreakoutPotential": 57, "byMomentum": 58, "byEngagement": 4, "byRecency": 17 }, "baselineWindowDays": 90, "deltaWindowDays": 7, "changeFlags": [], "summary": "Claude Code: Build Your First AI Agent Better Than 99% of People — 49,090 views.", "failureType": null, "_meta": { "mode": "search", "fetchedAt": "2026-05-14T12:26:45.456Z", "outputProfile": "signals", "dataSourcesUsed": [ "innertube", "youtube-html-fallback" ], "degraded": false } }, { "recordType": "searchResult", "eventId": "searchResult:kB9a5nXCwkA:VChdyQ94NkW9Ldglq", "signalDetectionVersion": "1.0", "signalProfileVersion": "1.0", "attentionRouterVersion": "1.0", "watchlistComputationVersion": "1.0", "topicMethodVersion": "tfidf-v1", "commentSynthesisVersion": "lexicon-themes-v1", "videoId": "kB9a5nXCwkA", "videoUrl": "https://www.youtube.com/watch?v=kB9a5nXCwkA", "title": "FINALLY USEFUL Local Ai Agents", "channelId": "UCiaQzXI5528Il6r2NNkrkJA", "channelHandle": "@DigitalSpaceport", "channelName": "Digital Spaceport", "channelUrl": "https://www.youtube.com/@DigitalSpaceport", "publishedAt": "13 days ago", "durationSeconds": 1312, "views": 42611, "likes": null, "commentCount": null, "hashtags": [], "description": null, "transcript": null, "commentsSample": null, "isShort": false, "signalEvents": [], "expiredSignals": [], "vsChannelBaseline": { "viewsZScore": -0.2, "engagementZScore": null, "isOutperformer": false, "thresholdUsed": "p90:51898" }, "topicTags": [ { "label": "finally", "confidence": 0.5 }, { "label": "useful", "confidence": 0.5 }, { "label": "local", "confidence": 0.5 }, { "label": "agents", "confidence": 0.5 } ], "attentionPriority": "high", "whyThisMatters": [ "Primary topic: finally." ], "whyNow": [ "Median views rising 26% over 60d vs prior 60d. Upload cadence volatile.", "Upload frequency rose 1200% (1 → 13 uploads / 30d).", "Topic mix shifted: local share rose 50% to 86% in 60d." ], "deprioritizationReasons": [], "recommendedAction": "Compare to prior run to confirm trend.", "respondWithinDays": 7, "breakoutSignalStrength": null, "breakoutReason": null, "daysSincePeak": null, "commentSynthesis": null, "commentSynthesisSampleSize": null, "commentThemes": null, "audienceSignals": null, "sentimentPositive": null, "sentimentNegative": null, "signalProfile": "emerging", "signalProfileStrength": 0.8, "youtubeRelevanceRank": 50, "rerankedRank": 1, "rankBy": "breakoutPotential", "rerankReason": "Breakout potential rerank: emerging/breakout profile, channel in accelerating/rising band (+49 vs YouTube native).", "rerankAxes": { "byRelevance": 50, "byBreakoutPotential": 1, "byMomentum": 1, "byEngagement": 50, "byRecency": 39 }, "baselineWindowDays": 90, "deltaWindowDays": 7, "changeFlags": [], "summary": "FINALLY USEFUL Local Ai Agents 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"videoId": "bqJzIWAEn40", "videoUrl": "https://www.youtube.com/watch?v=bqJzIWAEn40", "title": "Full Claude Code Tutorial for Non-Technical Beginners in 2026 (step-by-step)", "channelId": "UC_RovKmk0OCbuZjA8f08opw", "channelHandle": "@futurepedia_io", "channelName": "Futurepedia", "channelUrl": "https://www.youtube.com/@futurepedia_io", "publishedAt": "13 days ago", "durationSeconds": 2452, "views": 80416, "likes": null, "commentCount": null, "hashtags": [], "description": null, "transcript": null, "commentsSample": null, "isShort": false, "signalEvents": [], "expiredSignals": [], "vsChannelBaseline": { "viewsZScore": -0.84, "engagementZScore": null, "isOutperformer": false, "thresholdUsed": "p90:186795" }, "topicTags": [ { "label": "full", "confidence": 0.5 }, { "label": "claude", "confidence": 0.5 }, { "label": "code", "confidence": 0.5 }, { "label": "non", "confidence": 0.5 }, { "label": "technical", "confidence": 0.5 } ], "attentionPriority": "high", "whyThisMatters": [ "Primary topic: full." ], "whyNow": [ "Median views rising 160% over 60d vs prior 60d. 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(24/7 AI Agent) — 4,087 views.", "failureType": null, "_meta": { "mode": "search", "fetchedAt": "2026-05-14T12:27:26.083Z", "outputProfile": "signals", "dataSourcesUsed": [ "innertube", "youtube-html-fallback" ], "degraded": false } }, { "recordType": "searchResult", "eventId": "searchResult:-QFHIoCo-Ko:VChdyQ94NkW9Ldglq", "signalDetectionVersion": "1.0", "signalProfileVersion": "1.0", "attentionRouterVersion": "1.0", "watchlistComputationVersion": "1.0", "topicMethodVersion": "tfidf-v1", "commentSynthesisVersion": "lexicon-themes-v1", "videoId": "-QFHIoCo-Ko", "videoUrl": "https://www.youtube.com/watch?v=-QFHIoCo-Ko", "title": "Full Walkthrough: Workflow for AI Coding — Matt Pocock", "channelId": "N/A", "channelHandle": "@https://www.youtube.com/u/undefined", "channelName": "Chasing Undefined", "channelUrl": "https://www.youtube.com/@chasingundefined9335", "publishedAt": "2 weeks ago", "durationSeconds": 5790, "views": 586504, "likes": null, "commentCount": null, "hashtags": [], "description": null, "transcript": null, "commentsSample": null, "isShort": false, "signalEvents": [], "expiredSignals": [], "vsChannelBaseline": { "viewsZScore": null, "engagementZScore": null, "isOutperformer": false, "thresholdUsed": "no-baseline-available" }, "topicTags": [ { "label": "full", "confidence": 0.5 }, { "label": "walkthrough", "confidence": 0.5 }, { "label": "workflow", "confidence": 0.5 }, { "label": "coding", "confidence": 0.5 }, { "label": "matt", "confidence": 0.5 } ], "attentionPriority": "low", "whyThisMatters": [ "Primary topic: full." ], "whyNow": [], "deprioritizationReasons": [ "No active signal events detected for this video.", "No uploads in the last 365 days. Channel is dormant.", "Insufficient signal: fewer than 5 videos in the baseline window.", "No outperforming videos in the last 90 days. Recent uploads sit at or below channel p50." ], "recommendedAction": "Re-check next run.", "respondWithinDays": 30, "breakoutSignalStrength": null, "breakoutReason": null, "daysSincePeak": null, "commentSynthesis": null, "commentSynthesisSampleSize": null, "commentThemes": null, "audienceSignals": null, "sentimentPositive": null, "sentimentNegative": null, "signalProfile": "unclassified", "signalProfileStrength": 0.5, "youtubeRelevanceRank": 9, "rerankedRank": 84, "rankBy": "breakoutPotential", "rerankReason": "Breakout potential rerank: low breakout signal (-75 vs YouTube native).", "rerankAxes": { "byRelevance": 9, "byBreakoutPotential": 84, "byMomentum": 95, "byEngagement": 9, "byRecency": 45 }, "baselineWindowDays": 90, "deltaWindowDays": 7, "changeFlags": [], "summary": "Full Walkthrough: Workflow for AI Coding — Matt Pocock — 586,504 views.", "failureType": null, "_meta": { "mode": "search", "fetchedAt": "2026-05-14T12:26:59.813Z", "outputProfile": "signals", "dataSourcesUsed": [ 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