🖥️ Nhật ký Hoạt động & Giám sát Agent

[LOG] [2026-07-11T00:00:00.698Z] [Scheduler] [2026-07-11T00:00:00.697Z] Starting sequential pipeline run...

[LOG] [2026-07-11T00:00:01.710Z] [Scheduler] Running Reddit Crawler...

[LOG] [2026-07-11T00:00:01.710Z] [Crawler] Starting Reddit Crawler job...

[LOG] [2026-07-11T00:00:01.888Z] [Sniping] Sniping scan finished. Alerts sent: 0.

[LOG] [2026-07-11T00:00:02.034Z] [Crawler] Target subreddits: SideProject, startups, SaaS, iOSProgramming, reactnative, AndroidDev, flutterdev, MakeMoney, beermoney, passiveincome, SideHustle

[LOG] [2026-07-11T00:00:02.034Z] [Crawler] Triggering Apify Reddit Scraper actor...

[LOG] [2026-07-11T00:00:03.633Z] [Scheduler] Running App Store Crawler...

[LOG] [2026-07-11T00:00:03.633Z] [AppStore Crawler] Starting App Store Reviews Scraper...

[LOG] [2026-07-11T00:00:03.958Z] [AppStore Crawler] Target App IDs: 1234700980, 570060128

[LOG] [2026-07-11T00:00:03.958Z] [AppStore Crawler] Fetching reviews for App ID: 1234700980...

[LOG] [2026-07-11T00:00:04.173Z] [AppStore Crawler] No reviews found or invalid format for App ID: 1234700980

[LOG] [2026-07-11T00:00:04.173Z] [AppStore Crawler] Fetching reviews for App ID: 570060128...

[LOG] [2026-07-11T00:00:04.705Z] [AppStore Crawler] Found 49 reviews. Filtering for low ratings...

[LOG] [2026-07-11T00:00:08.774Z] [AppStore Crawler] App ID 570060128: Inserted 16 new pain-point reviews.

[LOG] [2026-07-11T00:00:08.774Z] [AppStore Crawler] App Store crawler job finished.

[LOG] [2026-07-11T00:00:08.774Z] [Scheduler] App Store Crawler finished. Scraped 16 items.

[LOG] [2026-07-11T00:00:08.887Z] [Scheduler] Running Google Play Crawler...

[LOG] [2026-07-11T00:00:08.887Z] [PlayStore Crawler] Starting Google Play Store Reviews Scraper...

[LOG] [2026-07-11T00:00:09.005Z] [PlayStore Crawler] Target Google Play App IDs: com.duolingo, com.notion

[LOG] [2026-07-11T00:00:09.005Z] [PlayStore Crawler] Fetching reviews for App ID (Package Name): com.duolingo...

[LOG] [2026-07-11T00:00:09.524Z] [PlayStore Crawler] Found 40 reviews. Filtering for low ratings...

[LOG] [2026-07-11T00:00:10.494Z] [PlayStore Crawler] App ID com.duolingo: Inserted 1 new pain-point reviews.

[LOG] [2026-07-11T00:00:10.494Z] [PlayStore Crawler] Fetching reviews for App ID (Package Name): com.notion...

[LOG] [2026-07-11T00:00:10.555Z] [PlayStore Crawler] Found 0 reviews. Filtering for low ratings...

[LOG] [2026-07-11T00:00:10.555Z] [PlayStore Crawler] App ID com.notion: Inserted 0 new pain-point reviews.

[LOG] [2026-07-11T00:00:10.555Z] [PlayStore Crawler] Google Play crawler job finished.

[LOG] [2026-07-11T00:00:10.555Z] [Scheduler] Google Play Crawler finished. Scraped 1 items.

[LOG] [2026-07-11T00:00:10.667Z] [Scheduler] Running Chrome Web Store Crawler...

[LOG] [2026-07-11T00:00:10.667Z] [ChromeStore Crawler] Starting Chrome Web Store Reviews Scraper...

[LOG] [2026-07-11T00:00:10.782Z] [ChromeStore Crawler] Target Extension IDs: gighmmpiobklfepjocnamgkkbiglidom

[LOG] [2026-07-11T00:00:10.782Z] [ChromeStore Crawler] Fetching reviews for Extension: gighmmpiobklfepjocnamgkkbiglidom...

[LOG] [2026-07-11T00:00:10.829Z] [ChromeStore Crawler] Resolved reviews URL: https://chromewebstore.google.com/detail/adblock-—-block-ads-acros/gighmmpiobklfepjocnamgkkbiglidom/reviews

[LOG] [2026-07-11T00:00:11.716Z] [ChromeStore Crawler] Found 10 reviews. Filtering for low ratings...

[LOG] [2026-07-11T00:00:12.974Z] [ChromeStore Crawler] Extension gighmmpiobklfepjocnamgkkbiglidom: Inserted 1 new pain-point reviews.

[LOG] [2026-07-11T00:00:12.974Z] [ChromeStore Crawler] Chrome Web Store crawler job finished.

[LOG] [2026-07-11T00:00:12.974Z] [Scheduler] Chrome Web Store Crawler finished. Scraped 1 items.

[LOG] [2026-07-11T00:00:13.087Z] [Scheduler] Running Product Hunt Crawler...

[LOG] [2026-07-11T00:00:13.087Z] [ProductHunt Crawler] Starting Product Hunt Scraper...

[LOG] [2026-07-11T00:00:13.529Z] [ProductHunt Crawler] Access token acquired successfully.

[LOG] [2026-07-11T00:00:13.529Z] [ProductHunt Crawler] Fetching featured posts from Product Hunt GraphQL API...

[LOG] [2026-07-11T00:00:14.075Z] [ProductHunt Crawler] Fetched 10 posts. Processing and saving...

[LOG] [2026-07-11T00:00:15.191Z] [ProductHunt Crawler] Product Hunt crawler finished. Inserted 0 new posts.

[LOG] [2026-07-11T00:00:15.191Z] [Scheduler] Product Hunt Crawler finished. Scraped 0 items.

[LOG] [2026-07-11T00:00:15.303Z] [Scheduler] Running Twitter Crawler...

[LOG] [2026-07-11T00:00:15.304Z] [Crawler] Starting Twitter Crawler job...

[LOG] [2026-07-11T00:00:15.418Z] [Crawler] Twitter Keywords: worst UX, need an app for, frustrated with app, alternative to Duolingo, app bugs, hate this app, is there an app for, wish there was a tool, annoyed by app, worst feature in

[LOG] [2026-07-11T00:00:15.418Z] [Crawler] Twitter Profiles: levelsio, dannypostma, tibo_maker, marc_louvion, patio11, DrBarnard, bentossell

[LOG] [2026-07-11T00:00:15.418Z] [Crawler] Triggering Apify Twitter Scraper actor...

[LOG] [2026-07-11T00:00:16.458Z] [Scheduler] Running G2 & Capterra Crawler...

[LOG] [2026-07-11T00:00:16.458Z] [Crawler] Starting G2 and Capterra Crawler job...

[LOG] [2026-07-11T00:00:16.572Z] [Crawler] Scraping reviews for g2 target: "https://www.g2.com/products/trello/reviews"...

[LOG] [2026-07-11T00:00:16.572Z] [Crawler] Triggering Apify actor for g2...

[LOG] [2026-07-11T00:00:17.288Z] [Crawler] Scraping reviews for capterra target: "https://www.capterra.com/p/140656/Slack/reviews/"...

[LOG] [2026-07-11T00:00:17.288Z] [Crawler] Triggering Apify actor for capterra...

[LOG] [2026-07-11T00:00:17.993Z] [Scheduler] G2 & Capterra Crawler finished. Scraped 0 items.

[LOG] [2026-07-11T00:00:23.111Z] [Scheduler] Running Analyzer...

[LOG] [2026-07-11T00:00:23.111Z] [Analyzer] Starting Normalize & Pain Analyzer job...

[LOG] [2026-07-11T00:00:23.452Z] [Analyzer] Processing batch of 10 posts...

[LOG] [2026-07-11T00:00:23.452Z] [Analyzer] Analyzing post ID: 35706278-c3af-4ded-b3cc-d586c170f2c8...

[LOG] [2026-07-11T00:00:25.547Z] [Analyzer] Successfully processed post ID: 35706278-c3af-4ded-b3cc-d586c170f2c8

[LOG] [2026-07-11T00:00:25.547Z] [Analyzer] Analyzing post ID: b896f39b-e4cf-489d-8c59-2ee3f8c563cb...

[LOG] [2026-07-11T00:00:27.818Z] [Analyzer] Successfully processed post ID: b896f39b-e4cf-489d-8c59-2ee3f8c563cb

[LOG] [2026-07-11T00:00:27.818Z] [Analyzer] Analyzing post ID: fa2ab79a-ee38-4971-b625-c86122ecf805...

[LOG] [2026-07-11T00:00:29.512Z] [Analyzer] Successfully processed post ID: fa2ab79a-ee38-4971-b625-c86122ecf805

[LOG] [2026-07-11T00:00:29.512Z] [Analyzer] Analyzing post ID: c6bd2a4c-7ebe-4aae-b8ce-20a7a5a2ab75...

[LOG] [2026-07-11T00:00:31.259Z] [Analyzer] Successfully processed post ID: c6bd2a4c-7ebe-4aae-b8ce-20a7a5a2ab75

[LOG] [2026-07-11T00:00:31.259Z] [Analyzer] Analyzing post ID: c8351af2-83fe-4237-855c-ff36d92d824c...

[LOG] [2026-07-11T00:00:32.880Z] [Analyzer] Successfully processed post ID: c8351af2-83fe-4237-855c-ff36d92d824c

[LOG] [2026-07-11T00:00:32.880Z] [Analyzer] Analyzing post ID: 7142ceb4-9103-49cf-a492-a6030c8c588f...

[LOG] [2026-07-11T00:00:34.430Z] [Analyzer] Successfully processed post ID: 7142ceb4-9103-49cf-a492-a6030c8c588f

[LOG] [2026-07-11T00:00:34.430Z] [Analyzer] Analyzing post ID: e0d4fb40-e7fa-499e-9541-8ab7db5d0656...

[LOG] [2026-07-11T00:00:36.311Z] [Analyzer] Successfully processed post ID: e0d4fb40-e7fa-499e-9541-8ab7db5d0656

[LOG] [2026-07-11T00:00:36.311Z] [Analyzer] Analyzing post ID: 8ae5c7ed-e9c7-45ab-be0a-4667de9049d7...

[LOG] [2026-07-11T00:00:38.238Z] [Analyzer] Successfully processed post ID: 8ae5c7ed-e9c7-45ab-be0a-4667de9049d7

[LOG] [2026-07-11T00:00:38.238Z] [Analyzer] Analyzing post ID: 9389f887-41e5-4d1a-903f-52533b118430...

[LOG] [2026-07-11T00:00:40.245Z] [Analyzer] Successfully processed post ID: 9389f887-41e5-4d1a-903f-52533b118430

[LOG] [2026-07-11T00:00:40.245Z] [Analyzer] Analyzing post ID: b703558b-0135-4c7f-9832-d0804fa7ec36...

[LOG] [2026-07-11T00:00:42.174Z] [Analyzer] Successfully processed post ID: b703558b-0135-4c7f-9832-d0804fa7ec36

[LOG] [2026-07-11T00:00:42.174Z] [Analyzer] Analyzer job batch completed.

[LOG] [2026-07-11T00:00:42.174Z] [Scheduler] Analyzer finished. Analyzed 10 items.

[LOG] [2026-07-11T00:00:47.295Z] [Scheduler] Running Clusterer...

[LOG] [2026-07-11T00:00:47.295Z] [Clusterer] Starting Clustering job...

[LOG] [2026-07-11T00:00:47.467Z] [Clusterer] Found 10 posts to process.

[LOG] [2026-07-11T00:00:47.467Z] [Clusterer] Generating embedding for post ID 22733d73-23b9-434b-b97a-4cded77d1cff...

[LOG] [2026-07-11T00:00:48.455Z] [Clusterer] Finding cluster match for post ID 22733d73-23b9-434b-b97a-4cded77d1cff...

[LOG] [2026-07-11T00:00:48.939Z] [Clusterer] Creating new cluster for problem: "Duolingo cần cải tiến để tốt hơn."

[LOG] [2026-07-11T00:00:49.810Z] [Clusterer] Successfully created new cluster: "Ứng dụng học ngôn ngữ" with ID 254e5d40-e930-4b13-86f0-56771eaf5c45

[LOG] [2026-07-11T00:00:49.918Z] [Clusterer] Successfully assigned post ID 22733d73-23b9-434b-b97a-4cded77d1cff to cluster ID 254e5d40-e930-4b13-86f0-56771eaf5c45

[LOG] [2026-07-11T00:00:50.139Z] [Clusterer] Recalculated score for cluster ID 254e5d40-e930-4b13-86f0-56771eaf5c45: Opportunity Score = 4.3/10

[LOG] [2026-07-11T00:00:50.139Z] [Clusterer] Generating embedding for post ID 7f18230a-0c53-4be8-9e24-76239d3b16fe...

[LOG] [2026-07-11T00:00:50.798Z] [Clusterer] Finding cluster match for post ID 7f18230a-0c53-4be8-9e24-76239d3b16fe...

[LOG] [2026-07-11T00:00:51.232Z] [Clusterer] Creating new cluster for problem: "Người dùng không nhận được trang phục World Cup trong khi người khác có."

[LOG] [2026-07-11T00:00:52.025Z] [Clusterer] Successfully created new cluster: "Hỗ trợ trò chơi" with ID 33fcbff9-ee77-449e-bc5f-93de51e6a4fe

[LOG] [2026-07-11T00:00:52.138Z] [Clusterer] Successfully assigned post ID 7f18230a-0c53-4be8-9e24-76239d3b16fe to cluster ID 33fcbff9-ee77-449e-bc5f-93de51e6a4fe

[LOG] [2026-07-11T00:00:52.360Z] [Clusterer] Recalculated score for cluster ID 33fcbff9-ee77-449e-bc5f-93de51e6a4fe: Opportunity Score = 3.4/10

[LOG] [2026-07-11T00:00:52.360Z] [Clusterer] Generating embedding for post ID 901c5bc5-9837-4770-8de1-6d7e9040e559...

[LOG] [2026-07-11T00:00:53.065Z] [Clusterer] Finding cluster match for post ID 901c5bc5-9837-4770-8de1-6d7e9040e559...

[LOG] [2026-07-11T00:00:53.495Z] [Clusterer] Creating new cluster for problem: "Duolingo dạy tiếng Đức không nhất quán với cách dùng thực tế."

[LOG] [2026-07-11T00:00:54.281Z] [Clusterer] Successfully created new cluster: "Học tiếng Đức" with ID e1332af7-9ca8-4a66-9aba-16a30c1655d2

[LOG] [2026-07-11T00:00:54.391Z] [Clusterer] Successfully assigned post ID 901c5bc5-9837-4770-8de1-6d7e9040e559 to cluster ID e1332af7-9ca8-4a66-9aba-16a30c1655d2

[LOG] [2026-07-11T00:00:54.612Z] [Clusterer] Recalculated score for cluster ID e1332af7-9ca8-4a66-9aba-16a30c1655d2: Opportunity Score = 4.8/10

[LOG] [2026-07-11T00:00:54.612Z] [Clusterer] Generating embedding for post ID 3c58ac86-5fa9-46dc-a5e3-87c04a551231...

[LOG] [2026-07-11T00:00:55.428Z] [Clusterer] Finding cluster match for post ID 3c58ac86-5fa9-46dc-a5e3-87c04a551231...

[LOG] [2026-07-11T00:00:55.677Z] [Clusterer] Found existing cluster match! Cluster ID: 21df4a0e-8bf9-4475-b27c-72891531ea33

[LOG] [2026-07-11T00:00:55.784Z] [Clusterer] Successfully assigned post ID 3c58ac86-5fa9-46dc-a5e3-87c04a551231 to cluster ID 21df4a0e-8bf9-4475-b27c-72891531ea33

[LOG] [2026-07-11T00:00:56.017Z] [Clusterer] Recalculated score for cluster ID 21df4a0e-8bf9-4475-b27c-72891531ea33: Opportunity Score = 4.5/10

[LOG] [2026-07-11T00:00:56.017Z] [Clusterer] Generating embedding for post ID 0640cd73-5182-4ce9-8513-872fcb0890ca...

[LOG] [2026-07-11T00:00:56.688Z] [Clusterer] Finding cluster match for post ID 0640cd73-5182-4ce9-8513-872fcb0890ca...

[LOG] [2026-07-11T00:00:56.930Z] [Clusterer] Found existing cluster match! Cluster ID: 21df4a0e-8bf9-4475-b27c-72891531ea33

[LOG] [2026-07-11T00:00:57.039Z] [Clusterer] Successfully assigned post ID 0640cd73-5182-4ce9-8513-872fcb0890ca to cluster ID 21df4a0e-8bf9-4475-b27c-72891531ea33

[LOG] [2026-07-11T00:00:57.451Z] [Clusterer] Recalculated score for cluster ID 21df4a0e-8bf9-4475-b27c-72891531ea33: Opportunity Score = 4.7/10

[LOG] [2026-07-11T00:00:57.451Z] [Clusterer] Generating embedding for post ID 2ce6a553-3a82-41e8-911c-c34a0f96c468...

[LOG] [2026-07-11T00:00:58.178Z] [Clusterer] Finding cluster match for post ID 2ce6a553-3a82-41e8-911c-c34a0f96c468...

[LOG] [2026-07-11T00:00:58.415Z] [Clusterer] Creating new cluster for problem: "Nội dung không phù hợp, gây sốc cho trẻ em."

[LOG] [2026-07-11T00:00:59.259Z] [Clusterer] Successfully created new cluster: "New Opportunity" with ID 4066334f-6982-4607-9830-491071120aa1

[LOG] [2026-07-11T00:00:59.368Z] [Clusterer] Successfully assigned post ID 2ce6a553-3a82-41e8-911c-c34a0f96c468 to cluster ID 4066334f-6982-4607-9830-491071120aa1

[LOG] [2026-07-11T00:00:59.587Z] [Clusterer] Recalculated score for cluster ID 4066334f-6982-4607-9830-491071120aa1: Opportunity Score = 5.2/10

[LOG] [2026-07-11T00:00:59.587Z] [Clusterer] Generating embedding for post ID 919c999c-2372-4c80-ada6-cf52e727ab95...

[LOG] [2026-07-11T00:01:00.338Z] [Clusterer] Finding cluster match for post ID 919c999c-2372-4c80-ada6-cf52e727ab95...

[LOG] [2026-07-11T00:01:00.586Z] [Clusterer] Creating new cluster for problem: "Người dùng không được thông báo rõ ràng về chi phí đăng ký cao."

[LOG] [2026-07-11T00:01:01.376Z] [Clusterer] Successfully created new cluster: "Ứng dụng học ngôn ngữ" with ID bc6e3348-8032-4a92-a6ed-f8b04b0dd0fa

[LOG] [2026-07-11T00:01:01.498Z] [Clusterer] Successfully assigned post ID 919c999c-2372-4c80-ada6-cf52e727ab95 to cluster ID bc6e3348-8032-4a92-a6ed-f8b04b0dd0fa

[LOG] [2026-07-11T00:01:01.717Z] [Clusterer] Recalculated score for cluster ID bc6e3348-8032-4a92-a6ed-f8b04b0dd0fa: Opportunity Score = 5.4/10

[LOG] [2026-07-11T00:01:01.717Z] [Clusterer] Generating embedding for post ID c34c83a3-e5c7-49ae-85f2-cdc9770c7643...

[LOG] [2026-07-11T00:01:02.401Z] [Clusterer] Finding cluster match for post ID c34c83a3-e5c7-49ae-85f2-cdc9770c7643...

[LOG] [2026-07-11T00:01:02.641Z] [Clusterer] Creating new cluster for problem: "Ứng dụng Android chậm, thiếu tính năng so với iOS."

[LOG] [2026-07-11T00:01:03.487Z] [Clusterer] Successfully created new cluster: "Ứng dụng Android" with ID e63b85aa-d089-4dc5-abb6-f6298aa59d5d

[LOG] [2026-07-11T00:01:03.597Z] [Clusterer] Successfully assigned post ID c34c83a3-e5c7-49ae-85f2-cdc9770c7643 to cluster ID e63b85aa-d089-4dc5-abb6-f6298aa59d5d

[LOG] [2026-07-11T00:01:03.823Z] [Clusterer] Recalculated score for cluster ID e63b85aa-d089-4dc5-abb6-f6298aa59d5d: Opportunity Score = 5.2/10

[LOG] [2026-07-11T00:01:03.823Z] [Clusterer] Generating embedding for post ID 2d47b59d-b0e5-4c29-b009-6cce3fc5d15c...

[LOG] [2026-07-11T00:01:04.515Z] [Clusterer] Finding cluster match for post ID 2d47b59d-b0e5-4c29-b009-6cce3fc5d15c...

[LOG] [2026-07-11T00:01:04.771Z] [Clusterer] Creating new cluster for problem: "Nhận quá nhiều thông báo không mong muốn từ ứng dụng."

[LOG] [2026-07-11T00:01:05.652Z] [Clusterer] Successfully created new cluster: "Chặn thông báo ứng dụng" with ID 8ffad03e-eba7-4e7c-9d66-8d9df0b5e4ed

[LOG] [2026-07-11T00:01:05.760Z] [Clusterer] Successfully assigned post ID 2d47b59d-b0e5-4c29-b009-6cce3fc5d15c to cluster ID 8ffad03e-eba7-4e7c-9d66-8d9df0b5e4ed

[LOG] [2026-07-11T00:01:05.983Z] [Clusterer] Recalculated score for cluster ID 8ffad03e-eba7-4e7c-9d66-8d9df0b5e4ed: Opportunity Score = 4.1/10

[LOG] [2026-07-11T00:01:05.983Z] [Clusterer] Generating embedding for post ID ee7c0052-103f-464a-a5bb-11725c57e68b...

[LOG] [2026-07-11T00:01:06.666Z] [Clusterer] Finding cluster match for post ID ee7c0052-103f-464a-a5bb-11725c57e68b...

[LOG] [2026-07-11T00:01:06.916Z] [Clusterer] Creating new cluster for problem: "Hệ thống năng lượng hạn chế trải nghiệm học tập của người dùng."

[LOG] [2026-07-11T00:01:07.830Z] [Clusterer] Successfully created new cluster: "Học ngôn ngữ" with ID 42e4c7fc-9e14-4a88-8f50-8b19eac15fa7

[LOG] [2026-07-11T00:01:07.939Z] [Clusterer] Successfully assigned post ID ee7c0052-103f-464a-a5bb-11725c57e68b to cluster ID 42e4c7fc-9e14-4a88-8f50-8b19eac15fa7

[LOG] [2026-07-11T00:01:08.167Z] [Clusterer] Recalculated score for cluster ID 42e4c7fc-9e14-4a88-8f50-8b19eac15fa7: Opportunity Score = 4.1/10

[LOG] [2026-07-11T00:01:08.167Z] [Clusterer] Clustering batch completed.

[LOG] [2026-07-11T00:01:08.167Z] [Scheduler] Clusterer finished.

[LOG] [2026-07-11T00:01:13.291Z] [Scheduler] Running Brief Generator & Telegram Notification...

[LOG] [2026-07-11T00:01:13.291Z] [Brief] Starting Opportunity Brief job...

[LOG] [2026-07-11T00:01:17.574Z] [Brief] Opportunity Brief job completed.

[LOG] [2026-07-11T00:01:17.574Z] [Brief] Generating Daily Brief (Bản tin phân tích tổng hợp)...

[LOG] [2026-07-11T00:01:26.205Z] [Brief] Successfully saved Daily Brief ID: 13a378cf-8842-4657-b967-1d0ea8e1d9e1

[LOG] [2026-07-11T00:01:26.900Z] [Brief] Daily Brief Telegram notification sent.

[LOG] [2026-07-11T00:01:26.900Z] [Scheduler] Brief Generator finished. Generated 0 opportunities.

[LOG] [2026-07-11T00:01:26.900Z] [Scheduler] [2026-07-11T00:01:26.900Z] Sequential pipeline run completed successfully.