AI & ML interests

Community Initiative for LangGraph User Group : Sharing Tools hosted on Langchain Cloud and in Code

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Tonicย  updated a collection about 1 year ago
Nice LangGraph Examples
Tonicย  updated a Space about 1 year ago
Langgraph/ChatUI
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Tonicย 
posted an update 3 days ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ Hey there folks ,

Turns out : if we predict ๐ŸŒ earth we can save a lot of time looking for interesting things and less time looking at things that we expect to see.

Sentinel-2 imagery ๐Ÿ›ฐ๏ธbasically takes a long time to download towards earth. so our "near real time" systems are quite far from that in practical terms.

meanwhile , if we "predict" what we will see , based on what we do see , we can send down much less data in a timely way , and prioritize ๐Ÿ“กearth-bound response .

I'm talking about illegal fishing , logging , mining or building in nature reserves , the more of that we predict early the more we're able to stop it on time.

At least that's the concept !

check out the blog : https://huggingface.co/blog/Tonic/save-patagonia-by-predicting-earth


- Collection: https://huggingface.co/collections/NuTonic/earth-observation-with-temporal-and-general-understanding
- Code: https://github.com/Josephrp/Nutonic
- Dataset: NuTonic/sat-vl-sft-training-ready-v1
- Model: NuTonic/lspace
- Training: NuTonic/lspace-trackio
- Evals: NuTonic/Patagonia_Eval
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Tonicย 
posted an update 19 days ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ Hey there folks,

since everyone liked my previous announcement post ( https://huggingface.co/posts/Tonic/338509028435394 ) so much , i'm back with more high quality proceedural datasets in the Geospacial domain for SFT training !

Check this one out :
NuTonic/sat-bbox-metadata-sft-v1

the goal is to be able to train vision models on multiple images for remote sensing analysis with one shot .

hope you like it ! ๐Ÿš€
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Tonicย 
posted an update 24 days ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ Hey there folks ,

I'm sharing huggingface's largest dataset of annotated statelite images today.

check it out here : NuTonic/sat-image-boundingbox-sft-full

I hope you like it , the idea is to be able to use this with small vision models ๐Ÿš€
Reubencfย 
posted an update 2 months ago
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๐Ÿš€ I am thrilled to announce the release of a new Konkani LLM!

We've seen some fantastic results for both translation and transliteration tasks, and I'm excited to share this progress with the community.

๐Ÿ“– Read the launch article and see the results: https://huggingface.co/blog/Reubencf/konkani-llm
๐Ÿค– Explore the model and collection:
konkani


I would love to hear your feedback or see what you build with it! #Konkani #LLM #NLP #HuggingFace #IndicNLP #Konkani
Tonicย 
posted an update 3 months ago
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๐Ÿค” Who would win ?

- a fully subsidized ai lab
OR
- 3 random students named
kurakurai
?

demo : Tonic/fr-on-device

if you like it give the demo a little star and send a shoutout to : @MaxLSB @jddqd and @GAD-cell for absolutely obliterating the pareto frontier of the french language understanding .
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Tonicย 
posted an update 3 months ago
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๐Ÿ™‹๐Ÿปโ€โ™‚๏ธhello my lovelies ,

it is with great pleasure i present to you my working one-click deploy 16GB ram completely free huggingface spaces deployment.

repo : Tonic/hugging-claw (use git clone to inspect)
literally the one-click link : Tonic/hugging-claw

you can also run it locally and see for yourself :

docker run -it -p 7860:7860 --platform=linux/amd64 \
-e HF_TOKEN="YOUR_VALUE_HERE" \
-e OPENCLAW_GATEWAY_TRUSTED_PROXIES="YOUR_VALUE_HERE" \
-e OPENCLAW_GATEWAY_PASSWORD="YOUR_VALUE_HERE" \
-e OPENCLAW_CONTROL_UI_ALLOWED_ORIGINS="YOUR_VALUE_HERE" \
registry.hf.space/tonic-hugging-claw:latest


just a few quite minor details i'll take care of but i wanted to share here first
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Reubencfย 
posted an update 4 months ago
Reubencfย 
posted an update 4 months ago
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Now Live: The Reubencf/Nano_Banana_Editor now includes 10 free requests/day! ๐ŸŒ I'm personally sponsoring these credits to help make open AI accessible to all.
(Note: Limits are subject to change based on funding).

Enjoy !
Reubencfย 
posted an update 4 months ago
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Happy New Year 2026
i have planned to build many things this year , most of them will be cheaper or free alternative's to paid products

i am looking forward to release some useful spaces โœŒ๏ธ Stay Tuned !
Reubencfย 
posted an update 5 months ago
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As 2025 is ending i would like to thank everyone for trying out
Reubencf/Nano_Banana_Editor

looking forward to build and release more in the future for the open source community

Reubencfย 
posted an update 5 months ago
Reubencfย 
posted an update 6 months ago
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Hey everyone! ๐Ÿ‘‹

I am thrilled to present MCP-1st-Birthday/Reuben_OS my submission for the Hugging Face MCP 1st Birthday Hackathon (Creative Track).

ReubenOS is a virtual cloud-based operating system designed specifically to act as a backend for Claude Desktop via the Model Context Protocol (MCP). It gives Claude a persistent environment to work in!

โœจ Key Features

* ๐Ÿ“ฑ Flutter IDE: Claude can write Flutter code and I can view/execute the files directly in the ReubenOS dashboard.
* ๐ŸŽต AI Audio Studio: Integrated with ElevenLabs to generate songs and voiceovers from text prompts within Claude.
* ๐Ÿ”’ Secure File System: A passkey-protected file system (private & public folders) to store code, JSON, and documents.
* ๐Ÿง  Gemini Integration: Access Google's Gemini model directly inside the OS.
* ๐Ÿ“ Quiz Engine: Ask Claude to "Create a Python quiz," and it deploys a graded interactive quiz to the web instantly.
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Tonicย 
posted an update 8 months ago
Tonicย 
posted an update 8 months 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.
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Reubencfย 
posted an update 8 months ago
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Introducing the Nano Banana Node Editor! ๐ŸŒ

Now you can control and manipulate Nano Banana images with a powerful, intuitive node-based system. Explore the creative possibilities at: Reubencf/Nano_Banana_Editor

This version is clearer, more inviting, and emphasizes the creative potential of your tool.
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Tonicย 
posted an update 8 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 !
Reubencfย 
posted an update 9 months ago
Reubencfย 
posted an update 9 months ago
Tonicย 
posted an update 10 months ago