Files
last30days-skill/docs/comparison-results/compact/base-2-seedance.md
T
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

11 KiB
Raw Blame History

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:76) 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/ Direct thread about where to use Seedance 2.0 for generating videos (and discussion of scams/third parties).

R19 (score:76) 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-signal discussion about Seedance 2.0 video generation quality (multi-shot coherence, transitions, filmmaking).

R20 (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/ Access/how-to thread specifically about using Seedance/Jimeng video generation.

R18 (score:72) 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 report about Seedance video generation failing review/guardrails and credit usage—directly about Seedance generation.

R25 (score:71) r/SaasDevelopers (2026-02-24) Third-party Seedance 2.0 API https://www.reddit.com/r/SaasDevelopers/comments/1rdw3uz/thirdparty_seedance_20_api/ Discussion about Seedance 2.0 video generation availability via third-party API and Dreamina integration.

R21 (score:71) r/Seedance_AI (2026-02-23) What happened to doubao? https://www.reddit.com/r/Seedance_AI/comments/1rcox3z/what_happened_to_doubao/ Discussion around ByteDance/Doubao access issues while trying to use Seedance 2 (video generation availability).

R28 (score:68) 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/ Seedance 2.0 discussion focused on third-party access and whether generations are truly Seedance 2.0 quality.

R22 (score:68) 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/ Seedance 2.0 discussion tied to generated video content/IP concerns and potential impacts on access/release.

R17 (score:67) r/AI_UGC_Marketing (2026-02-17) Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, cant 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 toolchain for generating UGC-style AI videos.

R27 (score:64) r/u_PoppyVonMiller (2026-02-24) Seedance 2.0 Music Video https://www.reddit.com/r/u_PoppyVonMiller/comments/1rdkptn/seedance_20_music_video/ Example/discussion of an output video made with Seedance 2.0 (AI video generation results).

R13 (score:63) r/generativeAI (2026-02-10) Where is the official Seedance website? https://www.reddit.com/r/generativeAI/comments/1r19eem/where_is_the_official_seedance_website/ Seedance access/official-site discussion (important for actually generating videos with Seedance).

R15 (score:62) r/AiVideos_NoRules (2026-02-15) Seedance 2.0 https://www.reddit.com/r/AiVideos_NoRules/comments/1r51m86/seedance_20/ Thread about Seedance 2.0 as an AI video generator and its capabilities/impact.

R12 (score:62) r/GoogleGeminiAI (2026-02-09) Has anyone used Seedance 2.0 yet? https://www.reddit.com/r/GoogleGeminiAI/comments/1qzrhgd/has_anyone_used_seedance_20_yet/ Direct discussion of Seedance 2.0 usage/access for AI video generation and where people are trying it.

R24 (score:61) r/aivideo (2026-02-24) [Removed] https://www.reddit.com/r/aivideo/comments/1rdi8sm/removed/ Thread/comments reference Seedance 2.0 access and community moderation around AI-generated video/IP.

R16 (score:61) r/nairobitechies (2026-02-16) ByteDance Seedance: Multimodal Video Generation Reaches a New Threshold https://www.reddit.com/r/nairobitechies/comments/1r6gwyj/bytedance_seedance_multimodal_video_generation/ Seedance family discussion (1.0/1.5/2.0) focusing on video generation features and multimodal inputs.

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.

Its now native inside NemoVideo.

You can:

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]

☞ AI-powered video editing:

X8 (score:56) @TferThomas (2026-02-25) [1likes] Seedance 2.0 might be gen AI videos next big hope, but its 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) [32,699 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) Benjis 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) [1,544 views, 147 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


Sources: Reddit: 16 threads X: 11 posts YouTube: 10 videos (3 with transcripts) ⏭️ HN: 0 stories found Web: assistant will use WebSearch