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
R2 (score:79) r/singularity (2026-02-25) Official: Seedance 2.0 now live in CapCut desktop and API access available, details below https://www.reddit.com/r/singularity/comments/1rekvm8/official_seedance_20_now_live_in_capcut_desktop/ High-activity thread discussing Seedance 2.0 launch claims, CapCut availability, censorship, and pricing.
R3 (score:77) 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/ Users discuss where/how to access Seedance 2.0 and warn about scams.
R4 (score:76) 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/ Asks for legit access routes to Seedance 2.0; includes discussion of official vs third-party options.
R5 (score:75) 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/ Seedance/Jimeng video generation access and troubleshooting discussion.
R6 (score:75) r/generativeAI (2026-02-23) Seedance 2.0 is available in Open Source tools already https://www.reddit.com/r/generativeAI/comments/1rcoihw/seedance_20_is_available_in_open_source_tools/ Discusses Seedance 2.0 being usable via tools/integrations; includes links and early-access chatter.
R8 (score:74) 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/ Seedance 2.0 output showcase + discussion of cinematic coherence and workflow.
R7 (score:73) 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/ Discussion about Seedance 2.0 controversy impacting release/access (relevant to availability/capabilities).
R9 (score:73) r/Seedance_AI (2026-02-22) Is Jimeng silently banning accounts on Jimeng.Jianying? Paid account stuck with “network error” but free account works. https://www.reddit.com/r/Seedance_AI/comments/1rbk1qb/is_jimeng_silently_banning_accounts_on/ Seedance/Jimeng video generation failures and account restriction speculation.
R12 (score:73) r/Seedance_AI (2026-02-21) Jimeng Web for seedance 2.0 “Network Error, Generation Failed” for 24 Hours – Anyone Else? https://www.reddit.com/r/Seedance_AI/comments/1raqsnu/jimeng_web_for_seedance_20_network_error/ Focused troubleshooting thread about Seedance 2.0 generation failures on Jimeng web.
R10 (score:71) r/u_Educational-Lion7812 (2026-02-21) Seedance 2.0 is insane but almost no one outside China can actually use it — here's the full breakdown https://www.reddit.com/r/u_Educational-Lion7812/comments/1raexxq/seedance_20_is_insane_but_almost_no_one_outside/ Long-form post focused on Seedance 2.0 access constraints and how people are using it.
R11 (score:71) r/Seedance_AI (2026-02-21) so disappointed and frustrated with recent changes (wasted 1k$+) https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/ Seedance/Jimeng generation issues and policy changes; directly about Seedance video generation usability.
R15 (score:66) r/singularity (2026-02-13) ByteDance releases Seedance 2.0 video model with Director mode and multimodal upgrades https://www.reddit.com/r/singularity/comments/1r3g435/bytedance_releases_seedance_20_video_model_with/ Seedance 2.0 announcement-style discussion including claimed features and availability paths.
R13 (score:65) r/Seedance_AI (2026-02-15) Seedance 2.0 Made This LeBron James vs Regular Person Look Real https://www.reddit.com/r/Seedance_AI/comments/1r5ncbw/seedance_20_made_this_lebron_james_vs_regular/ Seedance 2.0 video output example + prompting discussion (text-to-video).
R21 (score:64) 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 third-party tool access/removal affecting Seedance 2.0 video generation workflows.
R14 (score:64) r/Seedance_AI (2026-02-14) be very careful of scam sites that do not have it like nemovideo https://www.reddit.com/r/Seedance_AI/comments/1r4va5a/be_very_careful_of_scam_sites_that_do_not_have_it/ Thread about Seedance 2.0 access claims and scam warnings; relevant to where to generate videos.
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:73) 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 video about seedance ai video generation
_o2MuUX9UYg (score:73) 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 video about seedance ai video generation
jkPTYD5lXo8 (score:70) How To In 5 Minutes (2026-02-19) [44,344 views, 782 likes] 100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE https://www.youtube.com/watch?v=jkPTYD5lXo8 Transcript: No, this is not clickbait. You can now access Cance 2.0 for free from anywhere. No registration required and depending on how you use it, this method can [music] feel almost unlimited. And yes, at the... YouTube video about seedance ai video generation
W_lxyDFDZt4 (score:69) WealthWise (2026-02-12) [126,599 views, 1,204 likes] 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 video about seedance ai video generation
R1zl92NhCfE (score:65) Ai Lockup (2026-02-16) [32,542 views, 591 likes] 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 video about seedance ai video generation
G1Ad4a8sdJU (score:63) 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 video about seedance ai video generation
n625xVounGM (score:61) John Savage AI (2026-02-23) [7,184 views, 126 likes] How To Generate FREE AI Seedance 2.0 Videos (Access Worldwide) https://www.youtube.com/watch?v=n625xVounGM YouTube video about seedance ai video generation
kJ0NAVmd4f4 (score:58) Rogue Cell Pictures (2026-02-25) [1,548 views, 149 likes] Seedance 2.0 Changes Filmmaking Forever | New Original Series https://www.youtube.com/watch?v=kJ0NAVmd4f4 YouTube video about seedance ai video generation
FP8TaJSFohs (score:55) Chem Beast (2026-02-24) [3,194 views, 31 likes] How To Use Seedance 2 0 Full AI Video Generator Tutorial + Free Access Guide https://www.youtube.com/watch?v=FP8TaJSFohs YouTube video about seedance ai video generation
61ThJGqwHsI (score:48) xCreate (2026-02-11) [4,854 views, 86 likes] Ultimate AI Video Generation - Seedance 2.0 PREVIEW https://www.youtube.com/watch?v=61ThJGqwHsI YouTube video about seedance ai video generation
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] 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] 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] 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: 20 threads ✅ X: 11 posts ✅ YouTube: 10 videos (3 with transcripts) ✅ HN: 15 stories ⚡ Web: assistant will use WebSearch