Dango233

Baking open AI system
Garnishing open weights

[Intelligent Internet @ii_posts]

Make your agent smarter.

The II-Commons skill gives your agent reliable knowledge from arxiv, PubMed & more, plug it in

Repo: https://t.co/JdV84AMPuv
Add it to II-Agent: https://t.co/OWH1dFkwc4

[-Zho- @ZHO_ZHO_ZHO]

变成喵在香港监狱喝咖啡哈哈哈哈哈

@dango233max

[virushuo @virushuo]

20 years ago, my first startup was all about enterprise search. Two decades later, we’re still building search engines. The technology has shifted from NLP to NN and the users from humans to agents. but searching is still the core. opensource the fastest bm25 engine:

[Sixia "Leask" Huang @LeaskH]

我們開源了這顆星球🌎上速度最快的低成本 bm25 引擎。

[Dango233 @dango233max]

https://t.co/4HMaHUZTT1

[Dango233 @dango233max]

DS4 is geart!

I made a temporary fork with my weekend patches while the PRs are under review

- unlock q4 on 192GB MAC
- llama.cpp-style raw completions endpoint: enable Pre-filling and custom templates in SillyTaverns etc.

Pre-merge convenience fork only :)

[antirez @antirez]

Welcome to DS4, a specialized inference engine for DeepSeek v4 Flash. https://t.co/UrUJz5I2R1

This project would have been impossible without the existence of llama.cpp and GGML and the work of @ggerganov and all the other contributors. Thanks!

[Dango233 @dango233max]

@karminski3 我召回测试用的都是苏丹的游戏的文本...

[virushuo @virushuo]

我们始终还是相信 multi-agents 是必须的，尽管很多公司都认为它实现起来难度太大。我承认确实比预期困难一些，但是这应该是目前最“不一样”的多agent框架了。这个视频中每个节点都是agent，没有工作流，它们是自组织的，诞生，合作，互相攻击和死亡都是自主行为。

[Intelligent Internet @ii_posts]

Unstructured intelligence = chaos

Most agent frameworks ship without a nervous system: deadlocks, context loss, vacuum hallucinations.

We built Common Ground to fix this, agents coordinate on a shared protocol.

[Tanishq Mathew Abraham, Ph.D. @iScienceLuvr]

Chinese New Year is rapidly becoming the AI researcher's favorite holiday

[virushuo @virushuo]

我参与了中文版翻译工作。希望把关于 AI 时代经济与治理的讨论带给更多中文读者，欢迎大家指出任何翻译/术语建议。虽然AI已经能做大部分翻译任务，但翻译过程中还是有很大量的人类对齐工作，尤其一些概念中/英差距很大，又要兼顾原作者表达的语气和方式，整个工作体验还是很有意思的。

[Emad @EMostaque]

Our state of the art open source general purpose agent hits V1

Feature equivalent to Replit / Manus / Genspark etc, to make websites to presentations and more connected to all your other tools

Readying open repo update in a week or two, give it a try and give feedback!

[Intelligent Internet @ii_posts]

II-Agent V1 is here.

The AI agent built for real work is finally out of beta.

Faster, smarter, and production-ready. It’s time to change how you build.

👇 Let’s see what’s new.

[Dango233 @dango233max]

@bboczeng 在AI paper里面用manifold谈不上装hhhh

[Dango233 @dango233max]

锐评：挂流形的羊头，卖运筹学的狗肉，论文命名的反向工程，给工程解法找理论爹

千万别被“流形”这个词骗了。说是从流形理论推导的，我敢打赌这绝对是从运筹学“倒着来”的，想从微分几何去理解是南辕北辙。
我工业工程的DNA动了，怪不得这么多人“看不懂”。说是指派问题我的IE同学们是不是能看懂 ？

[alphaXiv @askalphaxiv]

DeepSeek just dropped a banger paper to wrap up 2025

"mHC: Manifold-Constrained Hyper-Connections"

Hyper-Connections turn the single residual “highway” in transformers into n parallel lanes, and each layer learns how to shuffle and share signal between lanes.

But if each layer can arbitrarily amplify or shrink lanes, the product of those shuffles across depth makes signals/gradients blow up or fade out.

So they force each shuffle to be mass-conserving: a doubly stochastic matrix (nonnegative, every row/column sums to 1). Each layer can only redistribute signal across lanes, not create or destroy it, so the deep skip-path stays stable while features still mix!

with n=4 it adds ~6.7% training time, but cuts final loss by ~0.02, and keeps worst-case backward gain ~1.6 (vs ~3000 without the constraint), with consistent benchmark wins across the board

[Dango233 @dango233max]

值得想沿着这个思路往下走的朋友们想的问题：
这个思路的核心，是微分几何，还是运筹学/系统工程？

[virushuo @virushuo]

昨天我俩讨论了一下这个paper，首先它的突破性和解决问题的漂亮是没问题的。但有意思的地方是： 1 它是从微分几何获得了一个证明，然后找到了解法，还是 先在工程上凑到了一个解法，然后用流型做证明？ 2 沿着这个思路，还有什么可推导的其他用途？

[Dango233 @dango233max]

#nanobanana

[Dango233 @dango233max]

Pure text prompt, no image init.
The race is over. (?)
#nanobanana #Gemini3

[Intelligent Internet @ii_posts]

Find research faster with II-Commons

Search arXiv + PubMed

(web app + Agent demo, API/MCP/A2A)

Beta now live for II-Accounts