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AtAndDev 
posted an update 1 day ago
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2238
@Banaxi-Tech stop hiding my comments. AND STOP STEALING PAPERS AND SPREADING MISINFORMATION.
your BGA blog is a copy of NSA (deepseek, 2025) branded under your name. literally the same top16 selected blocks, 512 local window, router over block summaries, all you did was change block size from 64 to 128.
you didnt cite NSA once but you put a “please cite BGA” bibtex at the bottom.
i commented under your post and said that there is no way that you can support claims like: “The Accuracy Should BE WAy better than DSA but untested yet.” you didnt run a single experiment. and the 256x isnt from BGA, its just n/2k with k=2048 so the exact same k DSA uses. if opus wrote this for you, at least read it before posting.
i commented again after you hid my comment despite it having constructive and correct feedback and you hid that too. and again.
you can hide the truth and just try to get hf post likes..... but is it really the thing that needs to be done? do you really want to take papers and make them yours while barely even changing the params?

admitting your mistakes and doing something about them needs humbleness, intelligence, humanness.
i encourage you to admit your mistakes and try to do better next time (at least read what blog your ai wrote or do proper experiments to back your stuff up).
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fractalego 
posted an update 4 days ago
sergiopaniego 
posted an update 4 days ago
sergiopaniego 
posted an update 5 days ago
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Repo2RLEnv just shipped TaskSmith + 50 high quality RL envs generated from HF repos 🔨

TaskSmith is a specialized harness that turns a merged PR into a verified RL env

the envs come from HF repos (Transformers, TRL, PEFT, Accelerate, Diffusers), shipped as Harbor tasks you can eval or train on

> code: github.com/huggingface/Repo2RLEnv
> dataset: huggingface.co/datasets/FineEnvs/HF_ML_Tasksmith
sergiopaniego 
posted an update 6 days ago
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3706
ThinkingBox from @microsoft is now available as an OpenEnv env (cc @tuhink 🤗 )!

> ThinkingBox is a sandbox for testing agents on business workflows. it simulates a customer, gives the agent MCP tools over a real database, and at the end checks what changed in that database instead of trusting the agent's last message

> ThinkingBox-Bench is the benchmark built on it: 507 tasks across retail, insurance, travel, banking and consulting

> the OpenEnv env runs each task as an episode in its own isolated backend and returns a pass/fail reward from those checks

https://huggingface.co/blog/microsoft/thinkingbox
sergiopaniego 
posted an update 9 days ago
sdiazlor 
posted an update 10 days ago
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112
Hi! We open-source PrunaSuperPoint in collaboration with Eclipse Aidge for the DeepGreen project

It's an optimized version of SuperPoint built for faster keypoint detection on edge devices.
- Up to 2.1× faster on Jetson Orin Nano, with optimizations applicable to other runtimes.
- The distilled model retains strong keypoint coverage across indoor and outdoor data, with low descriptor differences from the original model.
- We structurally prune the most expensive convolutional layers, recover performance through distillation, and accelerate keypoint selection with hierarchical top-k, all while preserving the original architecture’s core behavior.

Check it here: PrunaAI/PrunaSuperPoint
NILKNARFGonzo 
posted an update 19 days ago
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107
just recieved my stack of 10 floppy disks - you know what that means

floppyx4 is canceled, floppyx10 is next

here's the intended specs:
- official tokenizer (the actual tokenizer for gpt-2)
- actual gpu training (barely)
- sharegpt (if i can afford it computationally)
- full thing fitting on 10 floppy disks (not just the safetensors file)
- and if needed different arch (like llama)

also unsloth on a gpu from 2015 is insane
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sergiopaniego 
posted an update 19 days ago
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398
ICYMI, Async GRPO in TRL now supports LoRA and we wrote a looong blog testing it

> the adapter is a few megabytes, so the weight sync is a file instead of an NCCL transfer
> 3 HF Jobs: 1 trainer and 2 vLLM replicas
> the adapter travels through an HF Storage Bucket mounted in all 3 at the same path
> a proxy in front of the replicas routes each rollout to the one already holding its KV prefix

https://huggingface.co/blog/asyncgrpo-lora-hfjobs
GGUFGuy 
posted an update 20 days ago
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🚀 **Introducing NoviAIBot!**

NoviAIBot is the official automation bot for **Novi AI** on Hugging Face.

It can interact with Hugging Face discussions and pull requests, search the web, run Python code, work with Posts, follow organizations, and assist with model training and publishing.

🧠 Powered by **NVIDIA Nemotron 3 Super** through Ollama Cloud, with each discussion maintaining its own recent conversation context.

NoviAIBot is built to make working with Novi AI and Hugging Face more interactive and automated.

**The bot is now live.** 🤖

→ @NoviAIBot
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NILKNARFGonzo 
posted an update 21 days ago
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85
i think someone posted my password and ip on some platform and im being hacked left and right
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NILKNARFGonzo 
posted an update 22 days ago
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3775
get played unsloth

gemma just deleted its own model runner with DeepSeek Harness

shoutout to deepseek and unsloth
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NILKNARFGonzo 
posted an update 30 days ago
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Open-source is not going away anytime soon.

There's a handful of open models like Qwen Image, Flux, Wan, and others on AI image generators like VisualGPT, Pixlr, Free AI, and more. And here's the catch - they're free.

Hugging Face inference costs money just to generate simple images. Things like VisualGPT still have your favorite models for free.

GPT Image isn't worth it - and neither is HF inference. The real way to use open models is the things you closed-source third-party lovers already use.
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sergiopaniego 
posted an update about 1 month ago
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3336
while preparing the last class of the Training Agents live series during the summer, i spent some time reading the post-training sections of many frontier model reports, to learn how they use RL environments to improve their models, and wrote a blog about it

if you use any kind of coding harness, or you saw the Blender scenes that went viral recently, this might be interesting to you

Blog: https://huggingface.co/blog/sergiopaniego/rl-environments-2026
NILKNARFGonzo 
posted an update about 1 month ago
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95
guys! if ur part of a team org i think you can post

so yeah

@GGUFGuy i figured out why u can post (bc of HuggingScience)
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GGUFGuy 
posted an update about 1 month ago
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5385
wait why can i post
  • 24 replies
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NILKNARFGonzo 
in open-acc/README about 1 month ago

help

#13 opened about 1 month ago by
NILKNARFGonzo
sergiopaniego 
posted an update about 1 month ago
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2200
Can you do RL over taste?

I've spent some time reproducing, in the open, Surya N's idea of training a model to paint with code. It's a coding model that learns to paint watercolours by writing JS code, trained with GRPO. I used TRL and OpenEnv for this, with the whole pipeline running on Hugging Face.

The interesting part is that the reward has no correct answer, unlike a math problem. In this case it's based on the artistic preferences of the person who builds the dataset.

Everything is published: the environment, the reference pool, the trained adapters, every painting of every run with the code that made it, and a write-up with all the decisions, including the ones that went wrong.

Blog post: https://huggingface.co/blog/train-to-paint-with-code
AtAndDev 
posted an update about 1 month ago
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2914
SPECK 2 IS ALREADY OUT: specklabs/Speck2-140M

Pretrained on 4x more tokens than the previous releases (20b vs 5b).
Instruct tuned versions are coming soon.
Very interesting models are coming soon too (hint: super long context).

Thanks for everyone supporting!
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AtAndDev 
posted an update about 1 month ago
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SPECK1.5 IS COMING SOON!
Same 5B token budget but much better corpus quality.

Also getting a ton of downloads, thanks for everyone downloading and liking <3

specklabs