Ceaglex

Dream to become a PhD in audio generation field

[Ceaglex @Ceaglex_]

@didiforx pretty cool work

[Jiayi Zhang @didiforx]

1121 cycles.

New record on Anthropic’s take-home kernel challenge.

One meta-evolve agent. 200 attempts.

Stop only evolving solutions.

Evolve evolution.

[Ceaglex @Ceaglex_]

@NeurIPSConf shame

[Ceaglex @Ceaglex_]

@atoms_dev wondeful!

[Atoms @atoms_dev]

Introducing Atoms: the first AI team that builds real businesses.
From research to build, launch, and scale, all autonomous.

Don’t Vibe Code. Vibe Business.
→ https://t.co/g0L4NRU7xE

[Ceaglex @Ceaglex_]

@didiforx fantastic!!

[Jiayi Zhang @didiforx]

Would anyone be interested in scaling completely different Agent environments? 👀

Teaser: We're open-sourcing AutoEnv — generate a full env (text, multimodal, even 3D) + scripts to continuously scale in-world data for just ~$4 💸

Textual scaling is available at: https://t.co/FPJvtyPE7B

See Generated Multimodal Env Below:

[Ceaglex @Ceaglex_]

@ZhaoyangYu22356 awesome work！

[Zhaoyang Yu @ZhaoyangYu22356]

Is ReAct the final for LLM Agents? 🤔
Not anymore. ReAct is stuck step-by-step. Planning agents separate plans from actions.
Introducing ReCode: agents control their decision granularity, like humans do.
20.9% better, 78.9% cheaper, 3.7× data efficient. The ReAct era is over.
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[BangLiu @BangL93]

🤖Check The Hitchhiker’s Guide to Agents HERE🤖

Our Foundation Agents Survey V2 level up to 396 pages – every chapter is a full-on survey itself!
🧠 Agent Framework & Components
🌍 World Model & Memory
🔄 Self-Evolution
👥 Multi Agents
🛡️ Safety

1/4

[Ceaglex @Ceaglex_]

@didiforx Manus is not like a good agent product.

[Ceaglex @Ceaglex_]

@didiforx Excellent contribution to the community!!!!!
Looking forward to its coming 😍

[Jiayi Zhang @didiforx]

It's actually a pity that we got no enough time to maintain OpenManus during the past 3 months.

But the better news is that we will build a formal open-source community for OpenManus at the end of this month.

[Ceaglex @Ceaglex_]

@didiforx @F_A_Org Wow, Clear Structure😃

[Jiayi Zhang @didiforx]

Any thoughts on this agent evolution path? 👀

[Ceaglex @Ceaglex_]

@lidangzzz 任由特朗普随意加关税，你能发表这种言论也是无敌了，你俩差不多疯

[Ceaglex @Ceaglex_]

@BangL93 That is awesome!!

[BangLiu @BangL93]

🧠264 pages and 1416 references chart the future of Foundation Agents.

Our latest survey dives deep into agents—covering brain-inspired cognition, self-evolution, multi-agents, and AI safety.

Discover the #1 Paper of the Day on Hugging Face👇:

https://t.co/CvtqGKyCYb

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[Ceaglex @Ceaglex_]

@didiforx @BoyanLi2000 Awesome work！

[Jiayi Zhang @didiforx]

Text-to-SQL woes? Reasoning models stumble in zero-shot tasks 😓

Enter Alpha-SQL — our breakthrough boosts 7B LLMs by 15-20%, topping GPT-4o SOTA and even reasoning models on BIRD! 🎉

Test Time Scaling still shines.

How we nailed it 👇:

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