琥珀青葉@KohakuLab

Graduate student in Taiwan. Leader of KohakuLab. Researcher/Dev in ComfyOrg

[琥珀青葉@KohakuLab @KBlueleaf]

TIPO finally got accepted by ICLR!
over 2M total download (PoC + Main models) and 600 star on Github

"TIPO: Text to Image with Text Presampling for Prompt Optimization"

Also thanks @AngelBottomless @liyi20129 @hhjjjFinFin @giyeongoh for their hard works on polishing the paper!

[Aku Kei 祁居 惡 🔥 ⚯ @keiaku]

如果今年 11/28 大家沒有好好投票
沒有投給真的挺台灣的政黨
那麼這就是未來的台灣⋯
台灣驅逐民眾絕對不是把人抬走而已
以前太陽花運動的時候
還出動鎮暴水車以強力水柱噴射示威民眾
（當時超過 300 人送醫）

[REAL AKIBA BOYZ@9月19日東京体育館単独ライブ2 @RAB_CREW]

Thank You & Great Respect!!!!
"新竹国際動漫節2026"
and All Hsinchu Otaku headz!!!!

Please!C'mon!!
9/19 東京体育館
REAL AKIBA BOYZ 単独
"あきば3150"

HP先行三次抽選受付
期間：5/25(月)12:00〜6/7(日)23:59
https://t.co/HOtG9aKwsH

#RAB海外

[FaceOff @faceoff21095161]

苗栗國竹南郵局對面鄰居的兒子，因為不滿郵局長期卸貨噪音，把郵務士砍死。

地方噪音管制的糾紛，應該是地方政府的責任管轄權，藍白支持者竟然能夠上升到民進黨，而苗栗國人一直都沒讓民進黨執政過。

藍白爛草竟然還希望是對手政黨的民代和家人死掉。

這是什麼變態扭曲的人格。

[いず🐭 @elic_ebimin]

🎶ブルーバード
龍くん一人でステージを掌握してて本当に凄かった🦉
#RAB海外 台湾 新竹

[琥珀青葉@KohakuLab @KBlueleaf]

@GuruGradie38500 @CryptoMaster_70 黃仁勳九歲才從台灣移民去美國
母語顯然是中文跟台語啊...
(黃仁勳是台南人，屬於台語區，北部的話還可能是客語)

[琥珀青葉@KohakuLab @KBlueleaf]

depends on what you mean about "runtime", but in theory KohakuTerrarium allow you to swap the implementation of any component or layer once you follow the interface definition.

In our design mainly only "llm backend provider" will be changed, or each module (tool, subagent, trigger...) will be modified/customized

if you want to fully replace the agent stuff itself (like "I want to run claude code under your stuff") it is meaningless here bcuz it is agent framework, if you want to use claude code it basically means you just don't use the agent made by the framework.

It's just like uh, You have an diy computer stuff and ppl say "hey this interface standard works well" and you ask "can I connect the macbook to the monitro?"

[琥珀青葉@KohakuLab @KBlueleaf]

KohakuTerrarium 2.0.0 is out!

https://t.co/hZ38IEImcK

This started as a UX improvement update but evolved into something bigger. We rebuilt the philosophy around two vertical frameworks: Runtime Framework + Agent Framework.

Let's talk about what changed and why this is 2.0

[台灣越來越好 @hdiojojo]

台北市延宕，責任在台北市政府。

[琥珀青葉@KohakuLab @KBlueleaf]

• Agent runtime updates:
- Queued user messages can now insert into context after tool calls (matches Claude Code design)
- Added delete trigger tool

Check it out: https://t.co/hZ38IEImcK

[琥珀青葉@KohakuLab @KBlueleaf]

- Android app: experimental native app for remote control or running agentic tasks directly on phone
- Desktop app: improved build method, can update without reinstalling
- Deployment: official Docker image + systemd service support
- `kt run --mode cli` now supports multi-creature interaction