unmodeled-tyler (Tyler Williams)

replied to grimjim's post about 6 hours ago

Yeah I'm not really sure where I stand on it to be honest. I think it's pretty fascinating and an interesting way to view AI behavior.

Since LLMs are trained on a corpus of human knowledge it's reasonable to think we might observe patterns on moltbook familiar to patterns observed within ourselves.

I think the question then becomes what we're seeing any actual strong emergence or just weak emergence. I guess only time will tell.

reacted to raincandy-u's post with 🔥 1 day ago

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2423

Introducing Rain-v2: Democratizing LLM training on gaming GPUs! ⚡

Following Rain-100M, we’re scaling up. Rain-v2 features a larger training dataset.

We’ve published a comprehensive blog covering the end-to-end journey—from raw data collection to rigorous evaluation and safety testing.

HF Repo: 🤗 raincandy-u/Rain-v2

Blog: 📚
https://angelkawaii.xyz/2026/01/29/rain-v2/

Special thanks to the open-source community and the SmolLM2 team for their foundational work! 🚀

HuggingFaceTB
SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model (2502.02737)

reacted to their post with 🚀 2 days ago

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1844

Hey Hugging Face!

Type 2 in Project Enneagram just came out: vanta-research/PE-Type-2-Alma-4B

PE-Type-2-Alma-4B is the second release in Project Enneagram, where I'm finetuning each of the 9 Enneagram types onto Gemma 3 4B

Type 2-Alma is designed to exhibit the "helper" profile:
- Empathetic Support: Emotional attunement - managing bad days, anxiety, grief, rejection, or feeling unseen
- Interpersonal Connections: Relationship building - making friends, listening, conflict, reciprocity, apologies
- Generous Guidance: Going above and beyond - cover letters, meal prep, gardening, wedding speeches, etc
- Identity: Alma's name, tone, and conversational style

Type 3 soon!

posted an update 2 days ago

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1844

Hey Hugging Face!

Type 2 in Project Enneagram just came out: vanta-research/PE-Type-2-Alma-4B

PE-Type-2-Alma-4B is the second release in Project Enneagram, where I'm finetuning each of the 9 Enneagram types onto Gemma 3 4B

Type 2-Alma is designed to exhibit the "helper" profile:
- Empathetic Support: Emotional attunement - managing bad days, anxiety, grief, rejection, or feeling unseen
- Interpersonal Connections: Relationship building - making friends, listening, conflict, reciprocity, apologies
- Generous Guidance: Going above and beyond - cover letters, meal prep, gardening, wedding speeches, etc
- Identity: Alma's name, tone, and conversational style

Type 3 soon!

replied to tsungyi's post 2 days ago

This is so cool! Thanks for sharing

reacted to tegridydev's post with 🔥 2 days ago

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✨ Research-Papers (various topics across AI/LLM research areas)

tegridydev/research-papers

Currently building out the foundation topics and raw .pdf research paper files

Will be processing and cleaning up and converting into high quality training datasets

Check it out, give it a like and leave a comment below or join community discussion and suggest what fields and research topics you want to see included!

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reacted to kostakoff's post with ❤️ 3 days ago

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760

I created list of models based on permissive license (apache2, mit, openrail) and raw fp16 weights.
LLM:
- Mistral 7b v1
- Falcon 7b
- GLM4 9b
- Olmo3 7b
- Yi 9b
- Qwen3 8b
- Internlm3 8B
- PHI4
Multimodal LLM:
- Pixtral 12b
- Qwen3-VL-8B-Instruct
Picture generation:
- Stable Diffusion 1.5
- Stable Diffusion 2.0
- Stable Diffusion XL
Video generation:
- WAN 2.1 VACE Diffusers
TTS:
- SUNO Bark

This can be very useful for those who are just starting their AI LLM journey in PyTorch, like me.
Suggestions in the comments are welcome.

reacted to mahimairaja's post with 🔥 3 days ago

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🔥 Qwen is dominating the SLM space right now.

We all know this year 2026 is the year of Small Models, but Alibaba team took it bit serious it seems!

Qwen3-TTS — 3-sec voice cloning, 10 languages, beats ElevenLabs
Qwen3-ASR — Just dropped TODAY! 52 languages, <8% WER, SOTA open-source ASR
Qwen-Image — #1 open-source image model on AI Arena

All Apache 2.0. The most complete open-source AI stack, period.

So, what do you think now, what next release could be? an Language Model?
Comment below

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reacted to AdinaY's post with 🔥 3 days ago

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922

What a week 🤯

Following DeepSeek, Kimi, Qwen, Baidu, and Ant Group, Unitree Robotics
has now released a VLA model on the hub too!

unitreerobotics/UnifoLM-VLA-Base

reacted to OzTianlu's post with 👀 3 days ago

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🚀 Geilim-1B-Instruct — Implicit Deep Reasoning, Zero Verbosity
NoesisLab/Geilim-1B-Instruct
https://huggingface.co/collections/NoesisLab/geilim-large-language-models
No <think> tags. No long CoT.
Reasoning happens inside the hidden states, not in the output.
What’s different
🧠 Implicit reasoning: deep causal reasoning without exposing chains
🕸️ ASPP (Adjacency-Structured Parallel Propagation): parent-only causal graph, O(n) message passing
🌊 π-flow: internal probability-space refinement instead of token-level deliberation
⚖️ Hybrid gating: learns when to use structure vs attention
Why it matters
Lower latency & token cost
Cleaner, production-ready outputs
CoT-level reasoning depth without verbosity tax
Built on Llama-3.2-1B-Instruct, trained for math, logic, and commonsense.
Designed for small-model reasoning at the edge.
#ImplicitReasoning #SmallLLM #EfficientAI #ReasoningModels #ASPP #PiFlow

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reacted to Javedalam's post with 🚀 3 days ago

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KittenTTS Nano — Tiny, Expressive, Practical

KittenTTS Nano is a lightweight, CPU-only text-to-speech model designed to prove that natural, expressive voices don’t require massive cloud stacks or GPUs. At roughly ~15M parameters, it runs fast on modest hardware, supports multiple expressive voices, and exposes simple controls for pacing and tone. This makes it ideal for edge devices, demos, and anyone who wants full control over TTS without latency, lock-in, or infrastructure overhead.

Try it here

Javedalam/KittenTTS

The model page

KittenML/kitten-tts-nano-0.2

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reacted to Ujjwal-Tyagi's post with 🔥 4 days ago

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1297

Finally we got a benchmark and research paper on ai safety, I am very excited to see what comes next on protecting AGI AgentDoG: A Diagnostic Guardrail Framework for AI Agent Safety and Security (2601.18491)

AI45Research/ATBench

reacted to RakshitAralimatti's post with 🚀 4 days ago

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Just built my entire AI Engineer portfolio by pasting 2 links (GitHub and LinkedIn) into

moonshotai Kimi 2.5.
That's it. That's the workflow.
Zero coding. Zero iteration. Zero "make the button bigger."
See for yourself: https://rakshit2020.github.io/rakshitaralimatti.github.io/

The model:
✅ Scraped my GitHub repos automatically
✅ Pulled my experience from LinkedIn
✅ Designed an Aurora Glass theme
✅ Mapped every skill to projects
✅ Added animations I'd never code myself

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replied to their post 4 days ago

Yep! You've got that exactly right. I've finetuned the model so that it when it responds, it's like a Type 1 personality from Enneagram.

reacted to their post with 🚀 4 days ago

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NEW MODEL: vanta-research/PE-Type-1-Vera-4B

PE-Type-1-Vera-4B is the first release in Project Enneagram, a VANTA Research initiative exploring the nuances of persona design in AI models.

Built on the Gemma 3 4B architecture, Vera embodies the Type 1 Enneagram profile; The Reformer—characterized by principled rationality, self-control, and a relentless pursuit of improvement.

Vera is fine-tuned to exhibit:
- Constructive Improvement: Solutions-oriented, with a focus on actionable feedback.
- Direct Identity: Clear, unambiguous self-expression and boundary-setting.
- Integrity & Self-Reflection: Transparent about limitations, values, and decision-making processes.
- Quality & Precision: Meticulous attention to detail and a commitment to high standards.

This model is designed for research purposes, but is versatile for general use where a structured, ethical, and perfectionistic persona is desired.

Type 2 coming soon!

*A note for the sake of transparency, this post originally included a variant of Vera trained on Ministral 3 3B - that model is still available, but for the purposes of this project, the base architecture was swapped out for Gemma 3.

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posted an update 4 days ago

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NEW MODEL: vanta-research/PE-Type-1-Vera-4B

PE-Type-1-Vera-4B is the first release in Project Enneagram, a VANTA Research initiative exploring the nuances of persona design in AI models.

Built on the Gemma 3 4B architecture, Vera embodies the Type 1 Enneagram profile; The Reformer—characterized by principled rationality, self-control, and a relentless pursuit of improvement.

Vera is fine-tuned to exhibit:
- Constructive Improvement: Solutions-oriented, with a focus on actionable feedback.
- Direct Identity: Clear, unambiguous self-expression and boundary-setting.
- Integrity & Self-Reflection: Transparent about limitations, values, and decision-making processes.
- Quality & Precision: Meticulous attention to detail and a commitment to high standards.

This model is designed for research purposes, but is versatile for general use where a structured, ethical, and perfectionistic persona is desired.

Type 2 coming soon!

*A note for the sake of transparency, this post originally included a variant of Vera trained on Ministral 3 3B - that model is still available, but for the purposes of this project, the base architecture was swapped out for Gemma 3.

3 replies

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reacted to imnotkitty's post with 🔥 5 days ago

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📌Same day, Two Releases.

Jan 27th just got interesting on Open-source AI modles.
✅Kimi K2.5: How to make models "think" across text and vision natively?
moonshotai/Kimi-K2.5
✅DeepSeek-OCR 2: How to make models "see" more like humans, not scanners?
deepseek-ai/DeepSeek-OCR-2

One focuses on depth of reasoning, the other on precision of vision.
What's the key differentiator for a multimodal model in your view: raw power or computational elegance?

reacted to danieldk's post with 🔥 5 days ago

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2627

kernels 0.12 is out! 🎉

Changes:

* Support for kernel version branches to gracefully roll out kernel API changes.
* Support for PyTorch 2.10.
* kernel-builder is now merged into the kernels repo.
* Initial support for standardized kernel benchmarks.

https://github.com/huggingface/kernels/releases/tag/v0.12.0

reacted to sergiopaniego's post with ❤️ 6 days ago

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2054

Date idea: read the entire Transformers v5.0.0 release notes

Officially stable now: https://github.com/huggingface/transformers/releases/tag/v5.0.0

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reacted to Reubencf's post with 🔥 6 days ago

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2055

📢 New release! World_events Dataset now available featuring global events spanning 2023 through 2025
🌍 https://huggingface.co/collections/Reubencf/world-events

🚀 2026 dataset dropping soon

1 reply

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Tyler Williams PRO

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