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Matt Van Horn bed0557b65 feat(quality): GOAT synthesis improvements - hybrid cross-source linking, YouTube synonyms, human-readable xref tags 
Ran 15-way blinded comparison (5 topics x 3 versions). CROSS won all 5 topics
(4.74/5.0 avg vs HN 4.10, Base 3.73). Then improved CROSS further:

- dedupe.py: hybrid similarity (token+trigram Jaccard) at 0.40 threshold,
  cross-source links went from 3 to 13 items across 5 topics
- render.py: [xref: HN5, HN4] -> [also on: HN, Reddit] for human-readable tags
- youtube_yt.py: SYNONYMS dict so "hip hop" matches "rap" (0.33 -> 0.71 score)
- SKILL.md: instruction #7 tells Claude to lead with cross-platform signals

Validation: improved CROSS scores 4.38/5.0 vs original 3.98 (+0.40), wins 4/5
topics. Biggest gains in specificity (+0.8) and format compliance (+1.0).

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-25 16:06:53 -08:00

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{
"topic": "Seedance AI video generation",
"range": {
"from": "2026-01-26",
"to": "2026-02-25"
},
"generated_at": "2026-02-25T20:32:55.443958+00:00",
"mode": "both",
"openai_model_used": "gpt-5.2",
"xai_model_used": "grok-4-1-fast",
"reddit": [
{
"id": "R23",
"title": "Looking for a real Seedance website that actually works (not scams, SJINN is too expensive)",
"url": "https://www.reddit.com/r/Seedance_AI/comments/1ree66b/looking_for_a_real_seedance_website_that_actually/",
"subreddit": "Seedance_AI",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.9,
"why_relevant": "Thread specifically about finding legitimate Seedance 2.0 access for video generation and pricing.",
"subs": {
"relevance": 90,
"recency": 100,
"engagement": 50
},
"score": 77
},
{
"id": "R22",
"title": "Seedance 2.0 now live in CapCut desktop and API access available, details below",
"url": "https://www.reddit.com/r/seedance/comments/1reoakv/seedance_20_now_live_in_capcut_desktop_and_api/",
"subreddit": "seedance",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.85,
"why_relevant": "Direct discussion about Seedance 2.0 availability in CapCut and API-related details.",
"subs": {
"relevance": 85,
"recency": 100,
"engagement": 50
},
"score": 75
},
{
"id": "R19",
"title": "Is there an official way to create content using Seedance 2.0?",
"url": "https://www.reddit.com/r/AITalkers/comments/1rd1rhy/is_there_an_official_way_to_create_content_using/",
"subreddit": "AITalkers",
"date": "2026-02-24",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.88,
"why_relevant": "Thread asking where to access Seedance 2.0 legitimately for video generation (avoiding scams).",
"subs": {
"relevance": 88,
"recency": 96,
"engagement": 50
},
"score": 75
},
{
"id": "R21",
"title": "Official website for creating content with Seedance 2.0?",
"url": "https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/",
"subreddit": "generativeAI",
"date": "2026-02-24",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.87,
"why_relevant": "Thread focused on finding legitimate Seedance 2.0 access for generating content (and warning about scams).",
"subs": {
"relevance": 87,
"recency": 96,
"engagement": 50
},
"score": 75
},
{
"id": "R14",
"title": "This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing \u2014 the entire film industry should be worried",
"url": "https://www.reddit.com/r/generativeAI/comments/1rbionc/this_is_terrifying_seedance_20_just_generated_a/",
"subreddit": "generativeAI",
"date": "2026-02-22",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.92,
"why_relevant": "High-engagement discussion about Seedance 2.0 video generation quality and multi-shot coherence claims.",
"subs": {
"relevance": 92,
"recency": 90,
"engagement": 50
},
"score": 75
},
{
"id": "R12",
"title": "so disappointed and frustrated with recent changes (wasted 1k$+)",
"url": "https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/",
"subreddit": "Seedance_AI",
"date": "2026-02-20",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.9,
"why_relevant": "User reports Seedance generations failing content review, impacting video generation work.",
"subs": {
"relevance": 90,
"recency": 83,
"engagement": 50
},
"score": 73
},
{
"id": "R16",
"title": "Help! I need to use seedance or jimeng video function",
"url": "https://www.reddit.com/r/Seedance_AI/comments/1rckgcm/help_i_need_to_use_seedance_or_jimeng_video/",
"subreddit": "Seedance_AI",
"date": "2026-02-23",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.83,
"why_relevant": "Direct discussion about using Seedance/Jimeng video generation functionality and access issues.",
"subs": {
"relevance": 83,
"recency": 93,
"engagement": 50
},
"score": 72
},
{
"id": "R17",
"title": "Is Seedance 2.0 actually delayed?",
"url": "https://www.reddit.com/r/Seedance_AI/comments/1rcwou6/is_seedance_20_actually_delayed/",
"subreddit": "Seedance_AI",
"date": "2026-02-23",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.81,
"why_relevant": "Seedance 2.0 release/access timing discussion connected to guardrails and availability outside China.",
"subs": {
"relevance": 81,
"recency": 93,
"engagement": 50
},
"score": 71
},
{
"id": "R20",
"title": "Selfie Situation \u2022 Seedance 2.0 \u2022 Third-party API by useapi.net",
"url": "https://www.reddit.com/r/Seedance_AI/comments/1rduxop/selfie_situation_seedance_20_thirdparty_api_by/",
"subreddit": "Seedance_AI",
"date": "2026-02-24",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.75,
"why_relevant": "Discussion about claimed Seedance 2.0 API access and whether outputs are really from Seedance; relevant to usage/access.",
"subs": {
"relevance": 75,
"recency": 96,
"engagement": 50
},
"score": 69
},
{
"id": "R15",
"title": "ByteDance Faces Hollywood Backlash Over Seedance 2.0",
"url": "https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/",
"subreddit": "AIGuild",
"date": "2026-02-23",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.76,
"why_relevant": "Thread about legal/copyright backlash tied to Seedance 2.0 and implications for access/usage.",
"subs": {
"relevance": 76,
"recency": 93,
"engagement": 50
},
"score": 69
},
{
"id": "R11",
"title": "Seedance 2.0 API launch delayed because of deepfake/copyright concerns",
"url": "https://www.reddit.com/r/Seedance_AI/comments/1ra049f/seedance_20_api_launch_delayed_because_of/",
"subreddit": "Seedance_AI",
"date": "2026-02-20",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.82,
"why_relevant": "Seedance 2.0 API / rollout thread related to deepfake/copyright guardrails affecting video generation access.",
"subs": {
"relevance": 82,
"recency": 83,
"engagement": 50
},
"score": 69
},
{
"id": "R10",
"title": "I tested Seedance 2.0 and here's what actually worked",
"url": "https://www.reddit.com/r/u_Illustrious-One7744/comments/1r8zipa/i_tested_seedance_20_and_heres_what_actually/",
"subreddit": "u_Illustrious-One7744",
"date": "2026-02-19",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.79,
"why_relevant": "Hands-on workflow notes about generating videos with Seedance 2.0 (consistency, references, shot planning).",
"subs": {
"relevance": 79,
"recency": 80,
"engagement": 50
},
"score": 67
},
{
"id": "R13",
"title": "Seedance 2.0 is impressive. It\u2019s still not a production workflow.",
"url": "https://www.reddit.com/r/AI_Agents/comments/1rawxiw/seedance_20_is_impressive_its_still_not_a/",
"subreddit": "AI_Agents",
"date": "2026-02-21",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.74,
"why_relevant": "Discussion about practical limitations of Seedance 2.0 for longer/structured video production pipelines.",
"subs": {
"relevance": 74,
"recency": 86,
"engagement": 50
},
"score": 66
},
{
"id": "R9",
"title": "Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, can\u2019t create UGC style video",
"url": "https://www.reddit.com/r/AI_UGC_Marketing/comments/1r70942/elevenlabs_silently_removed_seedance_20_after/",
"subreddit": "AI_UGC_Marketing",
"date": "2026-02-17",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.78,
"why_relevant": "Discussion about Seedance 2.0 availability/removal in a video generation workflow context.",
"subs": {
"relevance": 78,
"recency": 73,
"engagement": 50
},
"score": 65
},
{
"id": "R4",
"title": "The censorship just ruined Seedance 2.0",
"url": "https://www.reddit.com/r/HiggsfieldAI/comments/1r1barb/",
"subreddit": "HiggsfieldAI",
"date": "2026-02-10",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.88,
"why_relevant": "Discussion focused on Seedance 2.0 video generation restrictions/guardrails impacting what can be generated.",
"subs": {
"relevance": 88,
"recency": 50,
"engagement": 50
},
"score": 64
},
{
"id": "R7",
"title": "[SEEDANCE 2.0] I made the post and many of you doubted it. I warned you that \u201cHollywood\u201d would take action.",
"url": "https://www.reddit.com/r/AIHubSpace/comments/1r3satk/seedance_20_i_made_the_post_and_many_of_you/",
"subreddit": "AIHubSpace",
"date": "2026-02-13",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.8,
"why_relevant": "Large discussion about Seedance 2.0 generated videos and alleged copyright backlash impacting the tool.",
"subs": {
"relevance": 80,
"recency": 60,
"engagement": 50
},
"score": 63
},
{
"id": "R6",
"title": "ByteDance launches Seedance 2.0 AI video generator",
"url": "https://www.reddit.com/r/tldrAI/comments/1r352wd/bytedance_launches_seedance_20_ai_video_generator/",
"subreddit": "tldrAI",
"date": "2026-02-12",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.83,
"why_relevant": "News-style discussion thread about Seedance 2.0 as an AI video generator and where it is available.",
"subs": {
"relevance": 83,
"recency": 56,
"engagement": 50
},
"score": 63,
"cross_refs": [
"HN5",
"HN4"
]
},
{
"id": "R8",
"title": "Seedance 2.0",
"url": "https://www.reddit.com/r/AiVideos_NoRules/comments/1r51m86/seedance_20/",
"subreddit": "AiVideos_NoRules",
"date": "2026-02-15",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.72,
"why_relevant": "Thread discussing Seedance 2.0 as a video generation model and its perceived capabilities/impact.",
"subs": {
"relevance": 72,
"recency": 66,
"engagement": 50
},
"score": 60
},
{
"id": "R5",
"title": "Seedance 2.0 \u2013 What\u2019s New and Why It Matters",
"url": "https://www.reddit.com/r/u_Impossible-Dish409/comments/1r1lekj/seedance_20_whats_new_and_why_it_matters/",
"subreddit": "u_Impossible-Dish409",
"date": "2026-02-11",
"date_confidence": "high",
"engagement": null,
"top_comments": [],
"comment_insights": [],
"relevance": 0.77,
"why_relevant": "Overview thread describing Seedance 2.0 capabilities for multimodal video generation/editing.",
"subs": {
"relevance": 77,
"recency": 53,
"engagement": 50
},
"score": 59
}
],
"x": [
{
"id": "X9",
"text": "First Seedance 2.0 Test! \n\nSeedance 5.0 Lite @krea_ai \u2192 Seedance 2.0 @capcutapp\n\nPrompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of field, the blank canvas a soft white blur behind her. She exhales. [cut] Wide shot from behind her, 24mm low angle. She winds back and hurls paint at the canvas. Neon colours explode across the white surface, splattering the walls and floor. The force of the throw carries her forward a step. [cut] S",
"url": "https://x.com/HBCoop_/status/2026748738354450919",
"author_handle": "HBCoop_",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": {
"likes": 9,
"replies": 1
},
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 100
},
"score": 86
},
{
"id": "X12",
"text": "Goku vs Broly , EPIC Full Battle! \nWitness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2.0 \nMade it on Seedance 2.0 https://t.co/WMZ0l9JHzm",
"url": "https://x.com/Noor_ul_ain43/status/2026743666635845959",
"author_handle": "Noor_ul_ain43",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": {
"likes": 5,
"replies": 1
},
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 71
},
"score": 77
},
{
"id": "X10",
"text": "@WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true\u2014Seedance 2.0 is now live in CapCut (desktop &amp; mobile). \n\nSee it in the AI video tools: https://t.co/K3gwCgUSyb \n\nJust update the app and try it! \ud83d\ude80",
"url": "https://x.com/grok/status/2026747009143549978",
"author_handle": "grok",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": {
"likes": 2,
"replies": 1
},
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 33
},
"score": 66
},
{
"id": "X1",
"text": "@ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look for the AI video generation option. runs about $2 per video.",
"url": "https://x.com/jznode/status/2026755966545404015",
"author_handle": "jznode",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": {
"replies": 1
},
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 35
},
"score": 64
},
{
"id": "X5",
"text": "@ProperPrompter Yes! Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality effects right from your phone. \ud83c\udfac\ud83d\udd25",
"url": "https://x.com/Yousaf_340/status/2026751320716357996",
"author_handle": "Yousaf_340",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": {
"replies": 1
},
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 35
},
"score": 64
},
{
"id": "X6",
"text": "@ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single prompt.",
"url": "https://x.com/Yousaf_340/status/2026750898769473829",
"author_handle": "Yousaf_340",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": null,
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 35
},
"score": 64
},
{
"id": "X3",
"text": "Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.\n\nIt\u2019s now native inside NemoVideo.\n\nYou can:\n- Identify proven formats\n- Analyze what drives retention\n- Turn an idea into a finished video\n\nAll through simple chat commands. https://t.co/qXSWsOPngB",
"url": "https://x.com/EmmaUsesAi/status/2026751784509673531",
"author_handle": "EmmaUsesAi",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": {
"replies": 1
},
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 35
},
"score": 64
},
{
"id": "X2",
"text": "You can use Seedance. If Seedance 2.0 hasn't launch yet, the prior version is great, and stick pretty well to the prompt. Of course the video agent must be well trained. \ud83d\ude42Also, you can offer SORA for the paying plans, and Seedance or wan for the free tier. I use wan and Seedance everyday, to save video credits in another platform that I use. I don't like SORA to much anyway.",
"url": "https://x.com/OneStrangeW/status/2026755320362709093",
"author_handle": "OneStrangeW",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": null,
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 35
},
"score": 64
},
{
"id": "X11",
"text": "\ud83d\udea8Phishing Scam!\n\nWatch for emails titled:\n\n[Seedance &amp; Wan AI] Unrestricted generation with Grok Imagine video added\n\nThis is not real. We don't have a Seedance account, and the links are not official.",
"url": "https://x.com/WyldeChyldeRec/status/2026743867224240149",
"author_handle": "WyldeChyldeRec",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": null,
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 35
},
"score": 64
},
{
"id": "X7",
"text": "- Kling (https://t.co/WGphQsdLf1)\n\n- Seedance 2.0 (https://t.co/A8UzLTRGNo) \n\n\u261e AI-powered video editing:\n\n- Descript (https://t.co/q4axNEjDzt)\n- OpusClip (https://t.co/5XPn4EPH6u)\n- Submagic (https://t.co/5bZs7OeLey)\n- Veed (https://t.co/rtDOTEeJzQ)",
"url": "https://x.com/La_DeCrypt/status/2026750376687394884",
"author_handle": "La_DeCrypt",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": {
"likes": 1
},
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 0
},
"score": 56
},
{
"id": "X8",
"text": "Seedance 2.0 might be gen AI video\u2019s next big hope, but it\u2019s still slop https://t.co/kT1baOYJQk #AI",
"url": "https://x.com/TferThomas/status/2026749218224746609",
"author_handle": "TferThomas",
"date": "2026-02-25",
"date_confidence": "high",
"engagement": {
"likes": 1
},
"relevance": 0.7,
"why_relevant": "",
"subs": {
"relevance": 70,
"recency": 100,
"engagement": 0
},
"score": 56
}
],
"web": [],
"youtube": [
{
"id": "F1kWxdfiBNE",
"title": "Seedance 2.0 Claims the AI Video Throne!",
"url": "https://www.youtube.com/watch?v=F1kWxdfiBNE",
"channel_name": "AI Filmmaking Academy",
"date": "2026-02-22",
"date_confidence": "high",
"engagement": {
"num_comments": 227,
"likes": 1088,
"views": 40982
},
"transcript_snippet": "",
"relevance": 0.75,
"why_relevant": "YouTube: Seedance 2.0 Claims the AI Video Throne!",
"subs": {
"relevance": 75,
"recency": 90,
"engagement": 63
},
"score": 75
},
{
"id": "_o2MuUX9UYg",
"title": "Seedance 2.0 Claims the AI Video Throne!",
"url": "https://www.youtube.com/watch?v=_o2MuUX9UYg",
"channel_name": "Theoretically Media",
"date": "2026-02-09",
"date_confidence": "high",
"engagement": {
"num_comments": 746,
"likes": 4986,
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"transcript_snippet": "So, it's been about a week since I declared Cling 3.0 the new benchmark for state-of-the-art AI video. And well, I mean, it's been a week, and that basically equals about 3 months in AI time. So, yes, we've already got a new challenger to the throne. Bite Dance is striking back hard with Seance 2.0. And although Seance 2.0 is not released as of this video. I do have some exclusive info, full walkthrough of all of the features, a likely release frame, and a bunch of examples for us to check out today. [music] With that, get your dancing shoes on. It is time to tango. Briefly, just to bring us up to speed, seed is Bite Dance's frontier lab. Uh much like Google's deep mind, it focuses on a number of AI projects including LLMs, real time and of course image and video which is you know the thing that we'll be looking at here today. Image and video are split into two different products with seed. There is seed dream for images and seed dance for video and I I constantly get the two of them screwed up. Now the previous version of seed dance which was 1.5 was released uh about 2 months ago and introduced native audio. So with this 2.0 release, bite dance seems to be pacing almost foot forfoot with cling who I mean obviously released their 2.6 model around the same time and of course have just released their 3.0 model and just like cling 3.0 it is clear that bite dance has been cooking because well I mean c dance 2.0 looks pretty jaw-dropping. So I reached out to my contact at bite dance to get some internal documents to see exactly what 2.0 0 is capable of, what its feature set is, and well, I mean, buckle up because this one is packed. So, at baseline, Cance 2.0 is multimodal and does have an omni model and supports four types of inputs: image, video, audio, and text. And well, of course, as they say, uh, with richer expression, and more controllable generation. I mean, they every every one of them always says that. In this case, it's actually kind of true. And here's the kind of crazy part. It can support up to nine images and three videos per input reference. So for a total of like 12 input references. Additionally, as mentioned, it does support audio input at a range of 3 seconds up to 15 seconds and outputs at a selectable range of 4 seconds up to 15 seconds and does do so with native audio. So kicking off on the very basic level with one of their examples, uh here is image to video 8 seconds. &gt;&gt; [music] &gt;&gt; So yeah, a woman in a red dress drying some white shirts for in my head cannon, a man in a blue business suit. I mean, overall, nothing, you know, completely mind-blowing here. It looks very good....",
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"transcript_snippet": "Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this is something I have never seen before. Just take a look at some of the videos generated with Seance 2. [groaning and screaming] He was a good man. He knew too much about our Russia operations. &gt;&gt; [sighs] &gt;&gt; You think you're in control? Control? You're not. The videos were simply amazing. Right. This is unlike anything I've ever seen before. It's literally Sora 2 on steroids, but with even better sound quality and visuals. Just wow. Seance 2 is coming soon on Higsfield AI, and as you just saw, it's going to change video generation forever. I honestly can't wait to get my hands on it and start playing around with it. I mean, just look at these clips. Like, you can literally go crazy with what's possible. From early leaks and some research, I've been able to gather a bit of information on what we can expect from the next generation model. Now, here's what we know so far, or at least what we can expect from this upcoming release. I got this information from the Higsfield website, by the way, and I'll also put the link to this in the description, so you can check it out yourself. Now, the first thing is you can now recreate videos using the same style and motions from just a single prompt. As you can see here, this is somewhat similar to what you can do on Sora 2, but this one looks even better and higher quality. And most importantly, there are no restrictions, unlike Sora 2, which is still one of the most restricted video models ever. Here's a quick example. The game is over. &gt;&gt; Amazing, right? The quality and motion are absolutely on point. Now, imagine how awesome clips you'll be able to create with this. Next up is multi-input control. As you can see, you can now upload up to 12 assets at once. It could be images, videos, and even audio. Yes, you can literally upload an audio file and Cedance 2 will generate a video from it. I don't even know how that's gonna work, but somehow they figured it out and I am totally here for it. Here's an example. Wow, that was epic, right? As you can see, six image inputs were used and from that it created this insane battle scene with perfect character and style consistency. Here is another example. La. [music] Oh la. Oh la. [music] &gt;&gt; You think you're tough. You think you're strong. You're just a copycat sing. &gt;&gt; Wow. This one is more like a music video style clip. And it did not disappoint. Man, I can't wait to get my hands on this. I have never been this excited for a video generator before. Next up is video precision. And this is huge. Normally in multi-shot videos, we see slight differences in...",
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"transcript_snippet": "That's the good stuff. And that's a wrap. [screaming] A lot of people asking how the roommate situation is going. He's chill, but there are things. Fridge is consecrated. Tastes like communion wafers. Worst part, every time I enter the room, every single time. [music] Bathroom at 2A. Not afraid. Getting water. Be not afraid. Lease up in 4 months. If anyone has a room, please be not afraid. Fore [music] speech. You killed Jeffrey Epstein, you animal. He was a good man. He knew too much about our Russia operations. He had to die and now you die, too. &gt;&gt; Because you're worth it. Introducing our new hair serum for hair that shines with strength [music] and beauty. Strong, beautiful hair. They didn't walk. They sagated like a crab with a mortgage. &gt;&gt; So the the probe was musical. Look at me. Do I look like a man who was probed by a trombone? &gt;&gt; I can't I can't do it. &gt;&gt; Come on. They can't replace us. We're the real thing. &gt;&gt; I mean, eventually they won't need us at all. &gt;&gt; Then you got to be a wife. Is this the best your planet can offer? &gt;&gt; Me destroy [screaming] everything. Whatever. Let's get this over with. &gt;&gt; Too slow. &gt;&gt; Shut up and disappear. &gt;&gt; [sighs] &gt;&gt; Beiji Ch. &gt;&gt; [groaning] &gt;&gt; Let the hostage go. Drop the weapon now. &gt;&gt; Stay back. I'll kill her. I swear I'll do it. I'm going to do it. &gt;&gt; [screaming and groaning] &gt;&gt; Smells like a wet fart in here. &gt;&gt; It's not a drill. Go. Go. [screaming] CL, get down. [groaning and screaming] Heat. Heat. &gt;&gt; [music] &gt;&gt; You cannot escape now. &gt;&gt; Who said I running away? &gt;&gt; [crying] &gt;&gt; And they're off. It's a fast start and the horse takes the early lead. &gt;&gt; Fight. Finish him. [groaning] down. The old magic is stirring. The time to act is upon us. Stop raant. &gt;&gt; Ready the guns. Heat. &gt;&gt; Heat up here. Heat up here. &gt;&gt; Heat. Heat. &gt;&gt; They're going to fight. Concus, your mythical beast is an invader. &gt;&gt; Shishu was accidentally teleported here by the portal. He means no harm. &gt;&gt; I can communicate with Kungu sign language. You go calm your beast. &gt;&gt; All right. We have to make them know. It's all a misunderstanding. &gt;&gt; Fly away. Oh, come on. [groaning] &gt;&gt; Yeah. &gt;&gt; I'm dead. All right, bro. I can do this all day. &gt;&gt; Mr. Walk up with my Sprite. Turn it. I bes You're not for Come on. &gt;&gt; It's time to vote. &gt;&gt; Wrong island, rodent. Let's tally the votes. [screaming] Bring out the water bucket. They don't know. Then I I Listen. Vegeta. &gt;&gt; [laughter] &gt;&gt; I thought there little bananas there. I'm not the ghost. Wow. Stop. Light. Heat up here. Well, that's not what I ordered. &gt;&gt; Get in the car now. &gt;&gt; You didn't tell me there'd be this much. &gt;&gt; There...",
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"why_relevant": "HN story about Show HN: Seedance 2.0 Pro AI Video Generator",
"subs": {
"relevance": 78,
"recency": 3,
"engagement": 0
},
"score": 35,
"cross_refs": [
"R6"
]
}
],
"best_practices": [],
"prompt_pack": [],
"context_snippet_md": "# Context: Seedance AI video generation (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [X] First Seedance 2.0 Test! \n\nSeedance 5.0 Lite @krea...\n- [Reddit] Looking for a real Seedance website that actually works (not scams, SJINN is too expensive)\n- [X] Goku vs Broly , EPIC Full Battle! \nWitness the ult...\n- [Reddit] Seedance 2.0 now live in CapCut desktop and API access available, details below\n- [Reddit] Is there an official way to create content using Seedance 2.0?\n- [Reddit] Official website for creating content with Seedance 2.0?\n- [Reddit] This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing \u2014 the entire film industry should be worried\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
}
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