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Tonicย 
posted an update about 1 month ago
Tonicย 
posted an update about 1 month ago
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COMPUTER CONTROL IS ON-DEVICE !

๐Ÿก๐Ÿค– 78 % of EU smart-home owners DONโ€™T trust cloud voice assistants.

So we killed the cloud.

Meet Extรฉ: a palm-sized Android device that sees, hears & speaks your language - 100 % offline, 0 % data sent anywhere.

๐Ÿ”“ We submitted our technologies for consideration to the Liquid AI hackathon.

๐Ÿ“Š Dataset: 79 k UI-action pairs on Hugging Face (largest Android-control corpus ever) Tonic/android-operator-episodes

โšก Model: 98 % task accuracy, 678MB compressed , fits on existing android devices ! Tonic/l-android-control

๐Ÿ›ค๏ธ Experiment Tracker : check out the training on our TrackioApp Tonic/l-android-control

๐ŸŽฎ Live Model Demo: Upload an Android Screenshot and instructions to see the model in action ! Tonic/l-operator-demo



Built in a garage, funded by pre-orders, no VC. Now weโ€™re scaling to 1 k installer units.

Weโ€™re giving 50 limited-edition prototypes to investors , installers & researchers who want to co-design the sovereign smart home.

๐Ÿ‘‡ Drop โ€œEUSKERAโ€ in the comments if you want an invite, tag a friend who still thinks Alexa is โ€œconvenient,โ€ and smash โ™ฅ๏ธ if AI should belong to people - not servers.
Tonicย 
posted an update about 2 months ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ Hey there folks ,

Just wanted to annouce ๐ŸญSmolFactory : it's the quickest and best way to finetune SmolLM3 and GPT-OSS-20B on huggingface !

Basicaly it's an app you can run on huggingface by duplicating the space and running your training directly on huggingface GPUs .

It will help you basically select datasets and models, fine tune your model , make an experiment tracker you can use on your mobile phone , push all your model card and even automatically make a demo for you on huggingface so you can directly test it out when it's done !

check out the blog to learn more : https://huggingface.co/blog/Tonic/smolfactory

or just try the app directly :
Tonic/SmolFactory

you can vibe check the cool models I made :
French SmolLM3 : Tonic/Petite-LLM-3
Medical GPT-OSS : Tonic/med-gpt-oss-20b-demo

check out the model cards :
multilingual reasoner (gpt-oss) - Tonic/gpt-oss-20b-multilingual-reasoner
med-gpt-oss : Tonic/med-gpt-oss-20b
petite-elle-l-aime : Tonic/petite-elle-L-aime-3-sft

github repo if you like command line more than gradio : https://github.com/josephrp/smolfactory

drop some likes on these links it's really much appreciated !

feedback and PRs are welcome !
ImranzamanMLย 
posted an update 3 months ago
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# Runway Aleph: The Future of AI Video Editing

Runwayโ€™s new **Aleph** model lets you *transform*, *edit*, and *generate* video from existing footage using just text prompts.
You can remove objects, change environments, restyle shots, alter lighting, and even create entirely new camera angles, all in one tool.

## Key Links

- ๐Ÿ”ฌ [Introducing Aleph (Runway Research)](https://runwayml.com/research/introducing-runway-aleph)
- ๐Ÿ“– [Aleph Prompting Guide (Runway Help Center)](https://help.runwayml.com/hc/en-us/articles/43277392678803-Aleph-Prompting-Guide)
- ๐ŸŽฌ [How to Transform Videos (Runway Academy)](https://academy.runwayml.com/aleph/how-to-transform-videos)
- ๐Ÿ“ฐ [Gadgets360 Coverage](https://www.gadgets360.com/ai/news/runway-aleph-ai-video-editing-generation-model-post-production-unveiled-8965180)
- ๐ŸŽฅ [YouTube Demo: ALEPH by Runway](https://www.youtube.com/watch?v=PPerCtyIKwA)
- ๐Ÿ“ฐ [Runway Alpha dataset]( Rapidata/text-2-video-human-preferences-runway-alpha)

## Prompt Tips

1. Be clear and specific (e.g., _โ€œChange to snowy night, keep people unchangedโ€_).
2. Use action verbs like _add, remove, restyle, relight_.
3. Add reference images for style or lighting.


Aleph shifts AI video from *text-to-video* to *video-to-video*, making post-production faster, more creative, and more accessible than ever.
ImranzamanMLย 
posted an update 3 months ago
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OpenAI has launched GPT-5, a significant leap forward in AI technology that is now available to all users. The new model unifies all of OpenAI's previous developments into a single, cohesive system that automatically adapts its approach based on the complexity of the user's request. This means it can prioritize speed for simple queries or engage a deeper reasoning model for more complex problems, all without the user having to manually switch settings.

Key Features and Improvements
Unified System: GPT-5 combines various models into one interface, intelligently selecting the best approach for each query.

Enhanced Coding: It's being hailed as the "strongest coding model to date," with the ability to create complex, responsive websites and applications from a single prompt.

PhD-level Reasoning: According to CEO Sam Altman, GPT-5 offers a significant jump in reasoning ability, with a much lower hallucination rate. It also performs better on academic and human-evaluated benchmarks.

New Personalities: Users can now select from four preset personalitiesโ€”Cynic, Robot, Listener and Nerd to customize their chat experience.

Advanced Voice Mode: The voice mode has been improved to sound more natural and adapt its speech based on the context of the conversation.


https://openai.com/index/introducing-gpt-5/
https://openai.com/gpt-5/
ImranzamanMLย 
posted an update 3 months ago
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All key links to OpenAI open sourced GPT OSS models (117B and 21B) which are released under apache 2.0. Here is a quick guide to explore and build with them:

Intro & vision: https://openai.com/index/introducing-gpt-oss

Model specs & license: https://openai.com/index/gpt-oss-model-card/

Dev overview: https://cookbook.openai.com/topic/gpt-oss

How to run via vLLM: https://cookbook.openai.com/articles/gpt-oss/run-vllm

Harmony I/O format: https://github.com/openai/harmony

Reference PyTorch code: https://github.com/openai/gpt-oss?tab=readme-ov-file#reference-pytorch-implementation

Community site: https://gpt-oss.com/

Lets deep dive with OpenAI models now ๐Ÿ˜Š

#OpenSource #AI #GPTOSS #OpenAI #LLM #Python #GenAI
ImranzamanMLย 
posted an update 3 months ago
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Finaly OpenAI is open to share open-source models after GPT2-2019.
gpt-oss-120b
gpt-oss-20b

openai/gpt-oss-120b

#AI #GPT #LLM #Openai
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Tonicย 
posted an update 3 months ago
ImranzamanMLย 
posted an update 3 months ago
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Working of Transformer model layers!

I focused on showing the core steps side by side with tokenization, embedding and the transformer model layers, each highlighting the self attention and feedforward parts without getting lost in too much technical depth.

Its showing how these layers work together to understand context and generate meaningful output!

If you are curious about the architecture behind AI language models or want a clean way to explain it, hit me up, Iโ€™d love to share!



#AI #MachineLearning #NLP #Transformers #DeepLearning #DataScience #LLM #AIAgents
ImranzamanMLย 
posted an update 3 months ago
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Hugging Face just made life easier with the new hf CLI!
huggingface-cli to hf

With renaming the CLI, there are new features added like hf jobs. We can now run any script or Docker image on dedicated Hugging Face infrastructure with a simple command. It's a good addition for running experiments and jobs on the fly.

To get started, just run:
pip install -U huggingface_hub

List of hf CLI Commands

Main Commands
hf auth: Manage authentication (login, logout, etc.).
hf cache: Manage the local cache directory.
hf download: Download files from the Hub.
hf jobs: Run and manage Jobs on the Hub.
hf repo: Manage repos on the Hub.
hf upload: Upload a file or a folder to the Hub.
hf version: Print information about the hf version.
hf env: Print information about the environment.

Authentication Subcommands (hf auth)
login: Log in using a Hugging Face token.
logout: Log out of your account.
whoami: See which account you are logged in as.
switch: Switch between different stored access tokens/profiles.
list: List all stored access tokens.

Jobs Subcommands (hf jobs)
run: Run a Job on Hugging Face infrastructure.
inspect: Display detailed information on one or more Jobs.
logs: Fetch the logs of a Job.
ps: List running Jobs.
cancel: Cancel a Job.

hashtag#HuggingFace hashtag#MachineLearning hashtag#AI hashtag#DeepLearning hashtag#MLTools hashtag#MLOps hashtag#OpenSource hashtag#Python hashtag#DataScience hashtag#DevTools hashtag#LLM hashtag#hfCLI hashtag#GenerativeAI
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Tonicย 
posted an update 3 months ago
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๐Ÿ‘‹ Hey there folks,

just submitted my plugin idea to the G-Assist Plugin Hackathon by @nvidia . Check it out, it's a great way to use a local SLA model on a windows machine to easily and locally get things done ! https://github.com/NVIDIA/G-Assist
Tonicย 
posted an update 3 months ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ Hey there folks ,

Yesterday , Nvidia released a reasoning model that beats o3 on science, math and coding !

Today you can try it out here : Tonic/Nvidia-OpenReasoning

hope you like it !
Tonicย 
posted an update 4 months ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ Normalize adding compute & runtime traces to your model cards
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Tonicย 
posted an update 4 months ago
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Who's going to Raise Summit in Paris Tomorrow ?

If you're around , I would love to meet you :-)
Tonicย 
posted an update 5 months ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ hey there folks ,

So every bio/med/chem meeting i go to i always the same questions "why are you sharing a gdrive link with me for this?" and "Do you have any plans to publish your model weights and datasets on huggingface?" and finally i got a good answer today which explains everything :

basically there is some kind of government censorship on this (usa, but i'm sure others too) and they are told they are not allowed as it is considered a "dataleak" which is illegal !!!!

this is terrible ! but the good news is that we can do something about it !

so there is this "call for opinions and comments" here from the NIH (usa) , and here we can make our opinion on this topic known : https://osp.od.nih.gov/comment-form-responsibly-developing-and-sharing-generative-artificial-intelligence-tools-using-nih-controlled-access-data/

kindly consider dropping your opinion and thoughts about this censorship of science , and share this post , link or thoughts widely .

Together maybe we can start to share data and model weights appropriately and openly in a good way ๐Ÿ™๐Ÿป๐Ÿš€

cc. @cyrilzakka

Tonicย 
posted an update 5 months ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ Hey there folks ,

Yesterday the world's first "Learn to Vibe Code" application was released .

As vibe coding is the mainstream paradigm , so now the first educational app is there to support it .

You can try it out already :

https://vibe.takara.ai

and of course it's entirely open source, so i already made my issue and feature branch :-) ๐Ÿš€