Post
78
I am excited to announce that I have nothing to announce
Reuben fernandes PRO
Reubencf
AI & ML interests
LLM
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reacted to Passpass119's post with 🧠 about 5 hours ago
I am excited to announce that I have nothing to announce updated a Space about 5 hours ago
Reubencf/jordans-projectOrganizations
reacted to Passpass119's post with 🧠 about 5 hours ago
reacted to Bc-AI's post with 👀 about 5 hours ago
Post
94
# 🔥 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](
Smilyai-labs-beta-testers
Get early access, shape the roadmap, and help build transparent open-source AI!
**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](
Get early access, shape the roadmap, and help build transparent open-source AI!
- 1 reply
updated a
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thanks @Hari5115
replied to their post 7 days ago
eh ?
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reacted to dronefreak's post with 🔥 8 days ago
Post
3049
Excited to open-source the VisDrone Aerial Object Detection Model Zoo on Hugging Face.
The collection includes multiple YOLO variants trained and evaluated on the VisDrone benchmark for aerial object detection, with accompanying documentation and performance metrics.
If you're working on drones, aerial surveillance, robotics, or small-object detection, I hope these models save you some time.
Model Zoo: https://huggingface.co/collections/dronefreak/visdrone-detection-model-zoo
Feedback, issues, and contributions are welcome.
The collection includes multiple YOLO variants trained and evaluated on the VisDrone benchmark for aerial object detection, with accompanying documentation and performance metrics.
If you're working on drones, aerial surveillance, robotics, or small-object detection, I hope these models save you some time.
Model Zoo: https://huggingface.co/collections/dronefreak/visdrone-detection-model-zoo
Feedback, issues, and contributions are welcome.
- 8 replies