Matt Van Horn
bed0557b65
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>
16 KiB
Research Results: Seedance AI video generation
Date Range: 2026-01-26 to 2026-02-25 Mode: both OpenAI Model: gpt-5.2 xAI Model: grok-4-1-fast
Reddit Threads
R23 (score:77) r/Seedance_AI (2026-02-25) Looking for a real Seedance website that actually works (not scams, SJINN is too expensive) https://www.reddit.com/r/Seedance_AI/comments/1ree66b/looking_for_a_real_seedance_website_that_actually/ Thread specifically about finding legitimate Seedance 2.0 access for video generation and pricing.
R22 (score:75) r/seedance (2026-02-25) Seedance 2.0 now live in CapCut desktop and API access available, details below https://www.reddit.com/r/seedance/comments/1reoakv/seedance_20_now_live_in_capcut_desktop_and_api/ Direct discussion about Seedance 2.0 availability in CapCut and API-related details.
R19 (score:75) r/AITalkers (2026-02-24) Is there an official way to create content using Seedance 2.0? https://www.reddit.com/r/AITalkers/comments/1rd1rhy/is_there_an_official_way_to_create_content_using/ Thread asking where to access Seedance 2.0 legitimately for video generation (avoiding scams).
R21 (score:75) r/generativeAI (2026-02-24) Official website for creating content with Seedance 2.0? https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/ Thread focused on finding legitimate Seedance 2.0 access for generating content (and warning about scams).
R14 (score:75) r/generativeAI (2026-02-22) This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing — the entire film industry should be worried https://www.reddit.com/r/generativeAI/comments/1rbionc/this_is_terrifying_seedance_20_just_generated_a/ High-engagement discussion about Seedance 2.0 video generation quality and multi-shot coherence claims.
R12 (score:73) r/Seedance_AI (2026-02-20) so disappointed and frustrated with recent changes (wasted 1k$+) https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/ User reports Seedance generations failing content review, impacting video generation work.
R16 (score:72) r/Seedance_AI (2026-02-23) Help! I need to use seedance or jimeng video function https://www.reddit.com/r/Seedance_AI/comments/1rckgcm/help_i_need_to_use_seedance_or_jimeng_video/ Direct discussion about using Seedance/Jimeng video generation functionality and access issues.
R17 (score:71) r/Seedance_AI (2026-02-23) Is Seedance 2.0 actually delayed? https://www.reddit.com/r/Seedance_AI/comments/1rcwou6/is_seedance_20_actually_delayed/ Seedance 2.0 release/access timing discussion connected to guardrails and availability outside China.
R20 (score:69) r/Seedance_AI (2026-02-24) Selfie Situation • Seedance 2.0 • Third-party API by useapi.net https://www.reddit.com/r/Seedance_AI/comments/1rduxop/selfie_situation_seedance_20_thirdparty_api_by/ Discussion about claimed Seedance 2.0 API access and whether outputs are really from Seedance; relevant to usage/access.
R15 (score:69) r/AIGuild (2026-02-23) ByteDance Faces Hollywood Backlash Over Seedance 2.0 https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/ Thread about legal/copyright backlash tied to Seedance 2.0 and implications for access/usage.
R11 (score:69) r/Seedance_AI (2026-02-20) Seedance 2.0 API launch delayed because of deepfake/copyright concerns https://www.reddit.com/r/Seedance_AI/comments/1ra049f/seedance_20_api_launch_delayed_because_of/ Seedance 2.0 API / rollout thread related to deepfake/copyright guardrails affecting video generation access.
R10 (score:67) r/u_Illustrious-One7744 (2026-02-19) I tested Seedance 2.0 and here's what actually worked https://www.reddit.com/r/u_Illustrious-One7744/comments/1r8zipa/i_tested_seedance_20_and_heres_what_actually/ Hands-on workflow notes about generating videos with Seedance 2.0 (consistency, references, shot planning).
R13 (score:66) r/AI_Agents (2026-02-21) Seedance 2.0 is impressive. It’s still not a production workflow. https://www.reddit.com/r/AI_Agents/comments/1rawxiw/seedance_20_is_impressive_its_still_not_a/ Discussion about practical limitations of Seedance 2.0 for longer/structured video production pipelines.
R9 (score:65) r/AI_UGC_Marketing (2026-02-17) Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, can’t create UGC style video https://www.reddit.com/r/AI_UGC_Marketing/comments/1r70942/elevenlabs_silently_removed_seedance_20_after/ Discussion about Seedance 2.0 availability/removal in a video generation workflow context.
R4 (score:64) r/HiggsfieldAI (2026-02-10) The censorship just ruined Seedance 2.0 https://www.reddit.com/r/HiggsfieldAI/comments/1r1barb/ Discussion focused on Seedance 2.0 video generation restrictions/guardrails impacting what can be generated.
X Posts
X9 (score:86) @HBCoop_ (2026-02-25) [9likes] First Seedance 2.0 Test!
Seedance 5.0 Lite @krea_ai → Seedance 2.0 @capcutapp
Prompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of ... https://x.com/HBCoop_/status/2026748738354450919 **
X12 (score:77) @Noor_ul_ain43 (2026-02-25) [5likes] Goku vs Broly , EPIC Full Battle! Witness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2... https://x.com/Noor_ul_ain43/status/2026743666635845959 **
X10 (score:66) @grok (2026-02-25) [2likes] @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile).
See it in the AI video tools: https://t.co/K3gwCgUSyb
Just update the ap... https://x.com/grok/status/2026747009143549978 **
X1 (score:64) @jznode (2026-02-25) @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 p... https://x.com/jznode/status/2026755966545404015 **
X5 (score:64) @Yousaf_340 (2026-02-25) @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. 🎬🔥... https://x.com/Yousaf_340/status/2026751320716357996 **
X6 (score:64) @Yousaf_340 (2026-02-25) @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.... https://x.com/Yousaf_340/status/2026750898769473829 **
X3 (score:64) @EmmaUsesAi (2026-02-25) Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.
It’s now native inside NemoVideo.
You can:
- Identify proven formats
- Analyze what drives retention
- Turn an id... https://x.com/EmmaUsesAi/status/2026751784509673531 **
X2 (score:64) @OneStrangeW (2026-02-25) 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. 🙂Also, you can offer SORA for ... https://x.com/OneStrangeW/status/2026755320362709093 **
X11 (score:64) @WyldeChyldeRec (2026-02-25) 🚨Phishing Scam!
Watch for emails titled:
[Seedance & Wan AI] Unrestricted generation with Grok Imagine video added
This is not real. We don't have a Seedance account, and the links are not offi... https://x.com/WyldeChyldeRec/status/2026743867224240149 **
X7 (score:56) @La_DeCrypt (2026-02-25) [1likes]
-
Kling (https://t.co/WGphQsdLf1)
-
Seedance 2.0 (https://t.co/A8UzLTRGNo)
☞ AI-powered video editing:
- Descript (https://t.co/q4axNEjDzt)
- OpusClip (https://t.co/5XPn4EPH6u)
- Submagic (https:/... https://x.com/La_DeCrypt/status/2026750376687394884 **
X8 (score:56) @TferThomas (2026-02-25) [1likes] Seedance 2.0 might be gen AI video’s next big hope, but it’s still slop https://t.co/kT1baOYJQk #AI... https://x.com/TferThomas/status/2026749218224746609 **
YouTube Videos
F1kWxdfiBNE (score:75) AI Filmmaking Academy (2026-02-22) [40,982 views, 1,088 likes] Seedance 2.0 Claims the AI Video Throne! https://www.youtube.com/watch?v=F1kWxdfiBNE YouTube: Seedance 2.0 Claims the AI Video Throne!
_o2MuUX9UYg (score:75) Theoretically Media (2026-02-09) [199,908 views, 4,986 likes] Seedance 2.0 Claims the AI Video Throne! https://www.youtube.com/watch?v=_o2MuUX9UYg Transcript: 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,... YouTube: Seedance 2.0 Claims the AI Video Throne!
jkPTYD5lXo8 (score:71) How To In 5 Minutes (2026-02-19) [44,344 views, 782 likes] [also on: HN] 100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE https://www.youtube.com/watch?v=jkPTYD5lXo8 YouTube: 100% FREE Seedance 2.0 AI Video Generator : How to Use It WO
W_lxyDFDZt4 (score:71) WealthWise (2026-02-12) [126,599 views, 1,204 likes] [also on: HN] Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed https://www.youtube.com/watch?v=W_lxyDFDZt4 Transcript: 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 g... YouTube: Seedance 2.0: The New Best AI Video Generator | Sora 2 Destr
R1zl92NhCfE (score:66) Ai Lockup (2026-02-16) [32,699 views, 591 likes] [also on: HN] Seedance 2.0 How To Use and Become a Pro AI Film Maker With This AI Video Generator https://www.youtube.com/watch?v=R1zl92NhCfE *YouTube: Seedance 2.0 How To Use and Become a Pro AI Film Maker With *
G1Ad4a8sdJU (score:64) Benji’s AI Playground (2026-02-14) [38,581 views, 419 likes] SeeDance 2.0: The Next Level of AI Video — And What It Means for Local AI Users? https://www.youtube.com/watch?v=G1Ad4a8sdJU YouTube: SeeDance 2.0: The Next Level of AI Video — And What It Means
61ThJGqwHsI (score:59) xCreate (2026-02-11) [4,854 views, 86 likes] [also on: HN] Ultimate AI Video Generation - Seedance 2.0 PREVIEW https://www.youtube.com/watch?v=61ThJGqwHsI YouTube: Ultimate AI Video Generation - Seedance 2.0 PREVIEW
5s2l68SrJP4 (score:58) Airt (2026-02-11) [77,744 views, 1,733 likes] 100+ Seedance 2.0 AI Videos – The New King? https://www.youtube.com/watch?v=5s2l68SrJP4 Transcript: 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.... YouTube: 100+ Seedance 2.0 AI Videos – The New King?
n625xVounGM (score:50) John Savage AI (2026-02-23) [7,194 views, 126 likes] How To Generate FREE AI Seedance 2.0 Videos (Access Worldwide) https://www.youtube.com/watch?v=n625xVounGM YouTube: How To Generate FREE AI Seedance 2.0 Videos (Access Worldwid
kJ0NAVmd4f4 (score:36) Rogue Cell Pictures (2026-02-25) [1,594 views, 151 likes] Seedance 2.0 Changes Filmmaking Forever | New Original Series https://www.youtube.com/watch?v=kJ0NAVmd4f4 YouTube: Seedance 2.0 Changes Filmmaking Forever | New Original Serie
Hacker News Stories
HN8 (score:75) hn/Alisaqqt (2026-02-09) [7pts, 7cmt] Seedance 2.0 preview: The best video model of 2026, outperforming Sora 2 https://news.ycombinator.com/item?id=46940720 HN story about Seedance 2.0 preview: The best video model of 2026, outperfo Insights: - API is not available now. - API will be available on Atlas Cloud on Feb 24. - Seedance 2.0 and Seedream 5.0 API will be available on Atlas Cloud on Feb 24.
HN15 (score:57) hn/naxtsass (2026-02-25) [2pts, 0cmt] Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 without a subscription https://news.ycombinator.com/item?id=47153236 HN story about Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 withou
HN6 (score:57) hn/howardV (2026-02-15) [3pts, 0cmt] Seedance 2.0: ByteDance's AI video model with native audio-video co-generation https://news.ycombinator.com/item?id=47022290 HN story about Seedance 2.0: ByteDance's AI video model with native audio-v
HN5 (score:52) hn/jrran086 (2026-02-17) [1pts, 0cmt] [also on: Reddit] Seedance 2 Video Generator https://news.ycombinator.com/item?id=47046956 HN story about Seedance 2 Video Generator
HN3 (score:52) hn/xbaicai (2026-02-09) [1pts, 1cmt] Seedance 2.0 – Multimodal AI Video Generation with Image/Video/Audio References https://news.ycombinator.com/item?id=46944030 HN story about Seedance 2.0 – Multimodal AI Video Generation with Image/Vid
HN1 (score:51) hn/xuyanmei (2026-02-13) [1pts, 0cmt] Show HN: Seedance AShow HN: Seedance AI Video Generation (Next.js, Drizzle) https://news.ycombinator.com/item?id=46999394 HN story about Show HN: Seedance AShow HN: Seedance AI Video Generation (Ne
HN12 (score:49) hn/RyanMu (2026-02-07) [2pts, 1cmt] Seedance2 – multi-shot AI video generation https://news.ycombinator.com/item?id=46924992 HN story about Seedance2 – multi-shot AI video generation Insights: - ’ve been experimenting with AI video tools for a while, but most of them generate isolated clips that fall apart when you try to build an actual narrative
HN11 (score:48) hn/xuyanmei (2026-02-17) [1pts, 0cmt] Show HN: Seedance3AI – a web app for text-to-video, image-to-video https://news.ycombinator.com/item?id=47046989 HN story about Show HN: Seedance3AI – a web app for text-to-video, image-to
HN2 (score:47) hn/littlepp (2026-02-09) [1pts, 0cmt] Discussion: Seedance-style AI video generation workflows https://news.ycombinator.com/item?id=46942781 HN story about Discussion: Seedance-style AI video generation workflows
HN13 (score:44) hn/thomaskiko (2026-02-13) [1pts, 0cmt] Show HN: AI-powered video creation web app https://news.ycombinator.com/item?id=47002386 HN story about Show HN: AI-powered video creation web app
HN9 (score:43) hn/TurnItOffAndOn0 (2026-02-09) [1pts, 0cmt] Show HN: AI Seedance 2 – Solving the "jump-cut" problem in AI video https://news.ycombinator.com/item?id=46946280 HN story about Show HN: AI Seedance 2 – Solving the "jump-cut" problem in A
HN7 (score:43) hn/dallen97 (2026-02-08) [1pts, 0cmt] [also on: Reddit] Show HN: Seedance 2.0 AI video generator for creators and ecommerce https://news.ycombinator.com/item?id=46930149 HN story about Show HN: Seedance 2.0 AI video generator for creators and ec
HN10 (score:42) hn/thenextechtrade (2026-02-09) [1pts, 0cmt] Show HN: Seedance 2.0 – Native audio-visual sync video model https://news.ycombinator.com/item?id=46943172 HN story about Show HN: Seedance 2.0 – Native audio-visual sync video model
HN14 (score:41) hn/echoadam (2026-02-10) [1pts, 0cmt] Show HN: Seedance2 – Stop "prompt guessing" and start directing AI video https://news.ycombinator.com/item?id=46956546 HN story about Show HN: Seedance2 – Stop "prompt guessing" and start direct
HN4 (score:35) hn/Zach_HE (2026-01-27) [1pts, 0cmt] [also on: Reddit, Web] Show HN: Seedance 2.0 Pro AI Video Generator https://news.ycombinator.com/item?id=46774950 HN story about Show HN: Seedance 2.0 Pro AI Video Generator
Sources: ✅ Reddit: 19 threads ✅ X: 11 posts ✅ YouTube: 10 videos (3 with transcripts) ✅ HN: 15 stories ⚡ Web: assistant will use WebSearch