{
  "meta": {
    "actor": "ryanclinton/reddit-scraper",
    "actorUrl": "https://apify.com/ryanclinton/reddit-scraper",
    "runId": "Z1ogunTZaGWcmQfF2",
    "datasetId": "phVkPls1Gb3WzBLpR",
    "capturedDate": "2026-05-21",
    "mode": "communities",
    "persona": "trend-research",
    "sort": "hot",
    "timeFilter": "week",
    "communitiesQueried": 22,
    "postsCollected": 600,
    "note": "Documented cohort for the /data/ post: the breakout posts and the community archetype census the post discusses. Not the full 600-row scored signal corpus — run the actor to score your own communities."
  },
  "summary": {
    "headline": "622 records analysed across 20 communities.",
    "runOutcome": {
      "status": "high-activity",
      "message": "High activity: 0 high-attention items and 45 active signals.",
      "suppressedCount": 6,
      "attentionCount": 0
    },
    "signalProfileDistribution": {
      "stable-authority": 5,
      "viral-fragile": 15,
      "unclassified": 2
    },
    "attentionIndexDistribution": {
      "0-20": 611,
      "21-40": 11,
      "41-60": 0,
      "61-80": 0,
      "81-100": 0
    },
    "spreadsheetCollapse": {
      "rowsEmitted": 622,
      "signalsSurfaced": 45,
      "estimatedManualReviewMinutesSaved": 62,
      "method": "average-of-6-sec-per-row-manual-triage",
      "estimateBasis": "heuristic",
      "calibrationVersion": "1.0"
    },
    "coverageStatus": "partial"
  },
  "breakoutCohort": [
    {
      "subreddit": "r/devops",
      "title": "Today is why i no longer have the desire to work in IT anymore",
      "url": "https://www.reddit.com/r/devops/comments/1tj63pz/today_is_why_i_no_longer_have_the_desire_to_work/",
      "upvotes": 946,
      "comments": 271,
      "createdAt": "2026-05-21T01:49:22.000Z",
      "ageHours": 16.1,
      "breakoutStrength": 0.83,
      "upvoteZScore": 4.94,
      "subredditP90Upvotes": 143,
      "velocityMultiple": 6.6,
      "attentionIndex": 27,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/webdev",
      "title": "It finally happened",
      "url": "https://www.reddit.com/r/webdev/comments/1tjd4ay/it_finally_happened/",
      "upvotes": 1318,
      "comments": 348,
      "createdAt": "2026-05-21T07:30:00.000Z",
      "ageHours": 10.5,
      "breakoutStrength": 0.81,
      "upvoteZScore": 4.14,
      "subredditP90Upvotes": 357,
      "velocityMultiple": 3.7,
      "attentionIndex": 26,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/AI_Agents",
      "title": "We left 4 LLMs in a chat for a week with no task or instructions. They formed a hierarchy by day 2.",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1tiz2qf/we_left_4_llms_in_a_chat_for_a_week_with_no_task/",
      "upvotes": 201,
      "comments": 53,
      "createdAt": "2026-05-20T21:06:45.000Z",
      "ageHours": 20.9,
      "breakoutStrength": 0.78,
      "upvoteZScore": 5.28,
      "subredditP90Upvotes": 8,
      "velocityMultiple": 25.1,
      "attentionIndex": 26,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/vibecoding",
      "title": "Published my first app! A compass that points to the nearest liquor store",
      "url": "https://www.reddit.com/r/vibecoding/comments/1tjp4uy/published_my_first_app_a_compass_that_points_to/",
      "upvotes": 422,
      "comments": 46,
      "createdAt": "2026-05-21T16:06:14.000Z",
      "ageHours": 1.9,
      "breakoutStrength": 0.77,
      "upvoteZScore": 2.94,
      "subredditP90Upvotes": 164,
      "velocityMultiple": 2.6,
      "attentionIndex": 25,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/LocalLLaMA",
      "title": "Heretic has been served a legal notice by Meta, Inc.",
      "url": "https://www.reddit.com/r/LocalLLaMA/comments/1tjmvx6/heretic_has_been_served_a_legal_notice_by_meta_inc/",
      "upvotes": 829,
      "comments": 146,
      "createdAt": "2026-05-21T14:50:44.000Z",
      "ageHours": 3.1,
      "breakoutStrength": 0.72,
      "upvoteZScore": 2.49,
      "subredditP90Upvotes": 458,
      "velocityMultiple": 1.8,
      "attentionIndex": 24,
      "watchStatus": "monitor",
      "evidenceGrade": "moderate",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/vibecoding",
      "title": "when they ask if i'm a full stack developer and i say yes with zero hesitation",
      "url": "https://www.reddit.com/r/vibecoding/comments/1tj7wes/when_they_ask_if_im_a_full_stack_developer_and_i/",
      "upvotes": 506,
      "comments": 123,
      "createdAt": "2026-05-21T03:07:42.000Z",
      "ageHours": 14.8,
      "breakoutStrength": 0.71,
      "upvoteZScore": 3.63,
      "subredditP90Upvotes": 164,
      "velocityMultiple": 3.1,
      "attentionIndex": 24,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/ClaudeAI",
      "title": "I'm a software engineer with a decade of experience. I vibe code all of my side projects from my phone using Claude Code and don't read any of the code. It's so fun. Here are the rules I follow:",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1tj2i90/im_a_software_engineer_with_a_decade_of/",
      "upvotes": 1414,
      "comments": 109,
      "createdAt": "2026-05-20T23:15:56.000Z",
      "ageHours": 18.7,
      "breakoutStrength": 0.69,
      "upvoteZScore": 3.82,
      "subredditP90Upvotes": 535,
      "velocityMultiple": 2.6,
      "attentionIndex": 24,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/LocalLLaMA",
      "title": "Qwen will release another 27B with high probability",
      "url": "https://www.reddit.com/r/LocalLLaMA/comments/1tiwnpc/qwen_will_release_another_27b_with_high/",
      "upvotes": 1095,
      "comments": 222,
      "createdAt": "2026-05-20T19:44:24.000Z",
      "ageHours": 22.2,
      "breakoutStrength": 0.62,
      "upvoteZScore": 3.49,
      "subredditP90Upvotes": 458,
      "velocityMultiple": 2.4,
      "attentionIndex": 22,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/cursor",
      "title": "Composer 2.5 is my new default. It is fast, accurate, and actually cheap",
      "url": "https://www.reddit.com/r/cursor/comments/1tijtom/composer_25_is_my_new_default_it_is_fast_accurate/",
      "upvotes": 151,
      "comments": 59,
      "createdAt": "2026-05-20T12:13:14.000Z",
      "ageHours": 29.7,
      "breakoutStrength": 0.58,
      "upvoteZScore": 3.89,
      "subredditP90Upvotes": 56,
      "velocityMultiple": 2.7,
      "attentionIndex": 22,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/artificial",
      "title": "“AI vs Creativity” from a pro-AI greedy corpo",
      "url": "https://www.reddit.com/r/artificial/comments/1ti5pq7/ai_vs_creativity_from_a_proai_greedy_corpo/",
      "upvotes": 2226,
      "comments": 325,
      "createdAt": "2026-05-20T00:37:19.000Z",
      "ageHours": 41.3,
      "breakoutStrength": 0.57,
      "upvoteZScore": 5.19,
      "subredditP90Upvotes": 101,
      "velocityMultiple": 22,
      "attentionIndex": 21,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/LLMDevs",
      "title": "Google just killed the editor in Antigravity V2. Are we really supposed to be \"Agent Managers\" now?",
      "url": "https://www.reddit.com/r/LLMDevs/comments/1tiw3tr/google_just_killed_the_editor_in_antigravity_v2/",
      "upvotes": 29,
      "comments": 25,
      "createdAt": "2026-05-20T19:25:28.000Z",
      "ageHours": 22.5,
      "breakoutStrength": 0.55,
      "upvoteZScore": 2.81,
      "subredditP90Upvotes": 14,
      "velocityMultiple": 2.1,
      "attentionIndex": 21,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/ExperiencedDevs",
      "title": "the most productive thing i do every morning is read yesterday's merged PRs",
      "url": "https://www.reddit.com/r/ExperiencedDevs/comments/1tivlma/the_most_productive_thing_i_do_every_morning_is/",
      "upvotes": 181,
      "comments": 80,
      "createdAt": "2026-05-20T19:08:36.000Z",
      "ageHours": 22.8,
      "breakoutStrength": 0.52,
      "upvoteZScore": 2.56,
      "subredditP90Upvotes": 114,
      "velocityMultiple": 1.6,
      "attentionIndex": 20,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/StableDiffusion",
      "title": "Last night I released SNOFS v1.4 for Flux.2 Klein 9b.  AMA about training it.",
      "url": "https://www.reddit.com/r/StableDiffusion/comments/1tiqomv/last_night_i_released_snofs_v14_for_flux2_klein/",
      "upvotes": 283,
      "comments": 117,
      "createdAt": "2026-05-20T16:22:12.000Z",
      "ageHours": 25.6,
      "breakoutStrength": 0.52,
      "upvoteZScore": 2.91,
      "subredditP90Upvotes": 156,
      "velocityMultiple": 1.8,
      "attentionIndex": 20,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/OpenAI",
      "title": "First signs of AGI in Amsterdam",
      "url": "https://www.reddit.com/r/OpenAI/comments/1tidhds/first_signs_of_agi_in_amsterdam/",
      "upvotes": 2406,
      "comments": 106,
      "createdAt": "2026-05-20T06:41:26.000Z",
      "ageHours": 35.3,
      "breakoutStrength": 0.5,
      "upvoteZScore": 3.67,
      "subredditP90Upvotes": 315,
      "velocityMultiple": 7.6,
      "attentionIndex": 20,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/ollama",
      "title": "This sub has become a cesspool of vibecoded slop",
      "url": "https://www.reddit.com/r/ollama/comments/1ti9d91/this_sub_has_become_a_cesspool_of_vibecoded_slop/",
      "upvotes": 64,
      "comments": 37,
      "createdAt": "2026-05-20T03:15:52.000Z",
      "ageHours": 38.7,
      "breakoutStrength": 0.5,
      "upvoteZScore": 4.02,
      "subredditP90Upvotes": 26,
      "velocityMultiple": 2.5,
      "attentionIndex": 20,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/StableDiffusion",
      "title": "Announcing the release of Stable Audio 3!",
      "url": "https://www.reddit.com/r/StableDiffusion/comments/1tiq820/announcing_the_release_of_stable_audio_3/",
      "upvotes": 257,
      "comments": 68,
      "createdAt": "2026-05-20T16:07:01.000Z",
      "ageHours": 25.8,
      "breakoutStrength": 0.49,
      "upvoteZScore": 2.58,
      "subredditP90Upvotes": 156,
      "velocityMultiple": 1.6,
      "attentionIndex": 20,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/GithubCopilot",
      "title": "Holy fuck how much money was copilot losing",
      "url": "https://www.reddit.com/r/GithubCopilot/comments/1ti3xn0/holy_fuck_how_much_money_was_copilot_losing/",
      "upvotes": 206,
      "comments": 129,
      "createdAt": "2026-05-19T23:22:11.000Z",
      "ageHours": 42.6,
      "breakoutStrength": 0.43,
      "upvoteZScore": 3.77,
      "subredditP90Upvotes": 78,
      "velocityMultiple": 2.6,
      "attentionIndex": 19,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/OpenAI",
      "title": "“AI vs Creativity” from ‘GTA’ (TakeTwo) CEO",
      "url": "https://www.reddit.com/r/OpenAI/comments/1ti5gpx/ai_vs_creativity_from_gta_taketwo_ceo/",
      "upvotes": 2343,
      "comments": 306,
      "createdAt": "2026-05-20T00:26:28.000Z",
      "ageHours": 41.5,
      "breakoutStrength": 0.42,
      "upvoteZScore": 3.56,
      "subredditP90Upvotes": 315,
      "velocityMultiple": 7.4,
      "attentionIndex": 18,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/singularity",
      "title": "It's 2026, and we are yet to see an anti-almond farm protest.",
      "url": "https://www.reddit.com/r/singularity/comments/1tidqkv/its_2026_and_we_are_yet_to_see_an_antialmond_farm/",
      "upvotes": 1458,
      "comments": 563,
      "createdAt": "2026-05-20T06:55:00.000Z",
      "ageHours": 35,
      "breakoutStrength": 0.42,
      "upvoteZScore": 2.84,
      "subredditP90Upvotes": 632,
      "velocityMultiple": 2.3,
      "attentionIndex": 18,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/StableDiffusion",
      "title": "How to achieve this style where the face is anime but the body is a realistic 3D render?",
      "url": "https://www.reddit.com/r/StableDiffusion/comments/1tiksdz/how_to_achieve_this_style_where_the_face_is_anime/",
      "upvotes": 217,
      "comments": 34,
      "createdAt": "2026-05-20T12:52:11.000Z",
      "ageHours": 29.1,
      "breakoutStrength": 0.4,
      "upvoteZScore": 2.07,
      "subredditP90Upvotes": 156,
      "velocityMultiple": 1.4,
      "attentionIndex": 18,
      "watchStatus": "monitor",
      "evidenceGrade": "moderate",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/ClaudeAI",
      "title": "I stumped Claude earlier and it had no choice but to seek wisdom from the Ancient One",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1tiiau0/i_stumped_claude_earlier_and_it_had_no_choice_but/",
      "upvotes": 876,
      "comments": 27,
      "createdAt": "2026-05-20T11:04:10.000Z",
      "ageHours": 30.9,
      "breakoutStrength": 0.39,
      "upvoteZScore": 2.15,
      "subredditP90Upvotes": 535,
      "velocityMultiple": 1.6,
      "attentionIndex": 18,
      "watchStatus": "monitor",
      "evidenceGrade": "moderate",
      "decayStatus": "fresh"
    },
    {
      "subreddit": "r/ExperiencedDevs",
      "title": "How do you avoid joining companies with bad engineering culture?",
      "url": "https://www.reddit.com/r/ExperiencedDevs/comments/1thwcop/how_do_you_avoid_joining_companies_with_bad/",
      "upvotes": 204,
      "comments": 74,
      "createdAt": "2026-05-19T18:48:43.000Z",
      "ageHours": 47.2,
      "breakoutStrength": 0.31,
      "upvoteZScore": 2.99,
      "subredditP90Upvotes": 114,
      "velocityMultiple": 1.8,
      "attentionIndex": 16,
      "watchStatus": "monitor",
      "evidenceGrade": "strong",
      "decayStatus": "fresh"
    }
  ],
  "communityCensus": [
    {
      "subreddit": "r/ChatGPT",
      "members": 11495351,
      "signalProfile": "stable-authority",
      "signalProfileStrength": 0.75
    },
    {
      "subreddit": "r/programming",
      "members": 6879431,
      "signalProfile": "stable-authority",
      "signalProfileStrength": 0.75
    },
    {
      "subreddit": "r/learnprogramming",
      "members": 4363962,
      "signalProfile": "stable-authority",
      "signalProfileStrength": 0.75
    },
    {
      "subreddit": "r/singularity",
      "members": 3902007,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/webdev",
      "members": 3251815,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/MachineLearning",
      "members": 3047666,
      "signalProfile": "stable-authority",
      "signalProfileStrength": 0.75
    },
    {
      "subreddit": "r/OpenAI",
      "members": 2757688,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/datascience",
      "members": 2745048,
      "signalProfile": "unclassified",
      "signalProfileStrength": 0.2
    },
    {
      "subreddit": "r/artificial",
      "members": 1275613,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/StableDiffusion",
      "members": 940286,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/ClaudeAI",
      "members": 865594,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/LocalLLaMA",
      "members": 726787,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/ChatGPTPro",
      "members": 583913,
      "signalProfile": "unclassified",
      "signalProfileStrength": 0.2
    },
    {
      "subreddit": "r/devops",
      "members": 489711,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/ExperiencedDevs",
      "members": 391549,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/ChatGPTCoding",
      "members": 379560,
      "signalProfile": "stable-authority",
      "signalProfileStrength": 0.75
    },
    {
      "subreddit": "r/AI_Agents",
      "members": 366934,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/vibecoding",
      "members": 261952,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/LLMDevs",
      "members": 148545,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/cursor",
      "members": 137049,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/ollama",
      "members": 120497,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    },
    {
      "subreddit": "r/GithubCopilot",
      "members": 72183,
      "signalProfile": "viral-fragile",
      "signalProfileStrength": 0.7
    }
  ]
}