See which cases actually workFollow the creators shipping on the front line.

How we collect cases, retest them, and build the rankings. The whole process is open source.

What we produceCase · Skill · Creator

CASE

New models this week

Gemini Veo Kling Qwen Image Seedance 2.0 Claude

Model rankings →

New experiment · DSH — DeepSeek Harness Plugin Heat Charts →

§ 02 · Rankings

Two rankings: spread heat and retest results.

Platform Heat Ranking

Image to 3D

Interactions 9,904

Professor at the Chalkboard

Interactions 10.5K

Elemental Merlin Kung Fu

Interactions 2,593

Arrow-to-Microworld Battlefield (Umesh)

Interactions 2,627

Funny Ugly Doodle

Interactions 1,229

Heat = weighted interactions vs. same-platform cases (85%) + interaction velocity (15%), decayed with a 7-day half-life. Sources need at least 50% data completeness to be ranked. It ranks position, not raw counts.View full heat ranking →

Stability Ranking

Beta experiment

Dark Fantasy Forest Portrait

GPT Image / Gemini Flash Image

94%

Image to 3D

Claude Sonnet / GPT-5

93%

Watercolor Sports Portrait Poster

GPT Image / Gemini Flash Image

92%

Responsive 3D Character Carousel UI

Claude Sonnet / GPT-5

92%

Arrow-to-Microworld Battlefield (Umesh)

Veo / Kling

91%

Stability = average score across independent model retests. Reproduced n/m = retests judged reproduced / retests judged so far. A dash means not retested or not judged yet.View full stability ranking →

§ 04 · Producer

Producer Carl, who tests every tool himself.

CarlGoodCase.ai founder · Top AI tech creator

Six years in LLM R&D (ByteDance / Alibaba / Baidu). Pays out of pocket to test every tool and translates AI workflows into plain talk.

Guest AI lecturer, Communication University of China2025 AIGCRank Annual AI Tutorial Creator

Let's be friends ↗

Followers across platforms

50W+

Combined views on Douyin & Video Channel

2000W+

Views from the Hunan TV 《群星闪耀时》 collab

100W+

MomentsFrom conference stages to livestream floors, over the past year.

01WAIC — World AI Conference

2026 WAIC livestream tour with digital-life creator Khazix, bringing the frontier show floor to the screen for everyone who couldn't be there.

2026.07 · Livestream Tour · × Khazix

02MediaStorm — Internal Sharing

Invited to share hands-on OpenClaw workflow experience inside MediaStorm, talking AI workflows face-to-face with Tim.

2026.03 · OpenClaw · × Tim

03D20 — Alibaba Global Design Deans Summit

Invited two years running, on a panel with Alibaba Design Committee chair Qingyun and NotebookLM lead Wang Shan.

2025–2026 · Panel Guest

§ 05 · AI Hot

Today's AI hot topics, aggregated live across sources.

Top 8 right now, synced hourly.

Go to AI HOT →

01OpenAI Codex 与 ChatGPT Work 承诺 28 天每日更新2 sources

02特朗普成立超级智能工作组，克莱顿牵头3 sources

03马斯克确认SpaceXAI将更名为SpaceXSIIT之家（RSS）

04OpenAI安全负责人罗宾逊离职并撰文批评6 sources

05Meta开源Muse Gadgets硬件计划并推Home Link2 sources

06Anthropic 邀宗教思想家为 AI 定道德准则2 sources

07Gemini免费用户模型调整为Flash-LiteIT之家（RSS）

08Aleph Alpha 开源德英双语模型 Kolibri7 sources

Data from AI HOT, aggregated live across sources · aihot.virxact.com/hot

10-05 12:39 (UTC+8)

GoodCase.ai Beta

Do more than save cases. See whether the method holds up under retest.

Enter case library Browse Skills

See which cases actually workFollow the creators shipping on the front line.

How we collect cases, retest them, and build the rankings. The whole process is open source.

View rankings →Agent access →Submit a case GitHub · Awesome series ↗

A secret door · Carl’s magic study Daily digest · 10.05Everything that went live today, plus two picks — one new, one retested.→

1656 cases 12 creators 3 deep cases

What we produceCase · Skill · Creator

New models this week

Gemini Veo Kling Qwen Image Seedance 2.0 Claude

Model rankings →

New experiment · DSH — DeepSeek Harness Plugin Heat Charts →

§ 02 · Rankings

Two rankings: spread heat and retest results.

Platform Heat Ranking

Image to 3D

Interactions 9,904

Professor at the Chalkboard

Interactions 10.5K

Elemental Merlin Kung Fu

Interactions 2,593

Arrow-to-Microworld Battlefield (Umesh)

Interactions 2,627

Funny Ugly Doodle

Interactions 1,229

Stability Ranking

Beta experiment

Dark Fantasy Forest Portrait

GPT Image / Gemini Flash Image

94%

Image to 3D

Claude Sonnet / GPT-5

93%

Watercolor Sports Portrait Poster

GPT Image / Gemini Flash Image

92%

Responsive 3D Character Carousel UI

Claude Sonnet / GPT-5

92%

Arrow-to-Microworld Battlefield (Umesh)

Veo / Kling

91%

§ 04 · Producer

Producer Carl, who tests every tool himself.

CarlGoodCase.ai founder · Top AI tech creator

Six years in LLM R&D (ByteDance / Alibaba / Baidu). Pays out of pocket to test every tool and translates AI workflows into plain talk.

Guest AI lecturer, Communication University of China2025 AIGCRank Annual AI Tutorial Creator

Let's be friends ↗

Followers across platforms

50W+

Combined views on Douyin & Video Channel

2000W+

Views from the Hunan TV 《群星闪耀时》 collab

100W+

MomentsFrom conference stages to livestream floors, over the past year.

01WAIC — World AI Conference

2026 WAIC livestream tour with digital-life creator Khazix, bringing the frontier show floor to the screen for everyone who couldn't be there.

2026.07 · Livestream Tour · × Khazix

02MediaStorm — Internal Sharing

Invited to share hands-on OpenClaw workflow experience inside MediaStorm, talking AI workflows face-to-face with Tim.

2026.03 · OpenClaw · × Tim

03D20 — Alibaba Global Design Deans Summit

Invited two years running, on a panel with Alibaba Design Committee chair Qingyun and NotebookLM lead Wang Shan.

2025–2026 · Panel Guest

§ 05 · AI Hot

Today's AI hot topics, aggregated live across sources.

Top 8 right now, synced hourly.

Go to AI HOT →

01OpenAI Codex 与 ChatGPT Work 承诺 28 天每日更新2 sources

02特朗普成立超级智能工作组，克莱顿牵头3 sources

03马斯克确认SpaceXAI将更名为SpaceXSIIT之家（RSS）

04OpenAI安全负责人罗宾逊离职并撰文批评6 sources

05Meta开源Muse Gadgets硬件计划并推Home Link2 sources

06Anthropic 邀宗教思想家为 AI 定道德准则2 sources

07Gemini免费用户模型调整为Flash-LiteIT之家（RSS）

08Aleph Alpha 开源德英双语模型 Kolibri7 sources

Data from AI HOT, aggregated live across sources · aihot.virxact.com/hot

10-05 12:39 (UTC+8)

GoodCase.ai Beta

Do more than save cases. See whether the method holds up under retest.

Enter case library Browse Skills