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🔄 In a Training Loop

Reuben fernandes PRO

Reubencf

hugging-science

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http://reuben-fernandes.xyz/

AI & ML interests

LLM

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reacted to Passpass119's post with 🧠 about 2 hours ago

I am excited to announce that I have nothing to announce

reacted to Bc-AI's post with 👀 about 2 hours ago

# 🔥 Nova-1 Beta: Test Our New LLMs! **Smilyai Labs** is building **Nova-1** — open-source LLMs with novel architectures. Join our beta program! ## 🎯 Available Now: **Nova-1-Standard (1.2B)** — Phase 2 of pretraining in progress - PPL 13.5 (beats GPT-2 Large!) - 48K tok/s on consumer GPUs - Great for code, reasoning, edge deployment **Nova-1-Large (3.5B)** — Training live RIGHT NOW - Current: 30.9 PPL, improving fast, loss at 3.5 right now - Will finish with ~1.7B tokens today - Better reasoning & longer context **Nova-1-XL (10B MoE)** — Coming soon (We dont know yet! haha) - Final Specs not decided yet ## What Makes Nova Special? ✨ **Mixture of Depths (MoD)** — Routes tokens dynamically, 30% faster ✨ **Grouped Query Attention** — Efficient like LLaMA 2/3 ✨ **Phased Training** — Fresh 1B tokens each phase (no overfitting!) ✨ **RoPE** — Context extendable to 8K+ ## 🤝 Join Beta Testing: 👉 **[Smilyai-labs-beta-testers](https://huggingface.co/Smilyai-labs-beta-testers)** Get early access, shape the roadmap, and help build transparent open-source AI!

updated a Space about 2 hours ago

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