curlyhacks1's profile picture. Exploring LLM knowledge manipulation and weird ideas. Founder of @neodynamics_ai (AI for Cyber defense).

👾 hacker of all the things tech

Andrea Villa

@curlyhacks1

Exploring LLM knowledge manipulation and weird ideas. Founder of @neodynamics_ai (AI for Cyber defense). 👾 hacker of all the things tech

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TUTORIAL: how to obtain instruction-following (NOT base model) specialized model for your knowledge base / domain expertise / specific task [DATASET VERSION]. 🧵


There's still no epistemic model of why a result is valid, but it is at least a very good "digger" of new mappings between ideas.

Holy shit... researchers just built an AI scientist that can do actual end-to-end research 😳 It’s called 'Denario' a multi-agent system that literally thinks, plans, codes, experiments, and writes papers… all by itself. You give it a dataset or a vague question, and it will:…

godofprompt's tweet image. Holy shit... researchers just built an AI scientist that can do actual end-to-end research 😳

It’s called 'Denario' a multi-agent system that literally thinks, plans, codes, experiments, and writes papers… all by itself.

You give it a dataset or a vague question, and it will:…


Great tutorial to reproduce R1 using GRPO. Outdated a little by now, but worth understanding / implementing @_philschmid philschmid.de/mini-deepseek-…


Andrea Villa reposted

Roger Penrose calculated that the probability of a universe like ours arising by chance is on the order of 1 in 10¹⁰¹²³, an inconceivably small number but you're here

QuanticASI's tweet image. Roger Penrose calculated that the probability of a universe like ours arising by chance is on the order of 1 in 10¹⁰¹²³, an inconceivably small number

 but you're here

Dear algo: show this to entrepeneurs in AI and cyber space. Respond with "hi" to connect.


Andrea Villa reposted

🌶️SPICE: Self-Play in Corpus Environments🌶️ 📝: arxiv.org/abs/2510.24684 - Challenger creates tasks based on *corpora* - Reasoner solves them - Both trained together ⚔️ -> automatic curriculum! 🔥 Outperforms standard (ungrounded) self-play Grounding fixes hallucination & lack of…

jaseweston's tweet image. 🌶️SPICE: Self-Play in Corpus Environments🌶️
📝: arxiv.org/abs/2510.24684
- Challenger creates tasks based on *corpora*
- Reasoner solves them
- Both trained together ⚔️ -> automatic curriculum!
🔥 Outperforms standard (ungrounded) self-play
Grounding fixes hallucination & lack of…

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