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last30days-skill/docs/comparison-results/compact/base-2-seedance.md
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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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## 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 &amp; 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:
- 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 &amp; 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 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