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Building on HF
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Joseph [open/acc] Pollack
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Tonic
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https://discord.gg/qdfnvSPcqP
josephpollack
Tonic-AI
josephpollack
AI & ML interests
🤖Making robots to help people learn things quicker 👩🏻🚀🚀
Recent Activity
replied
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16 minutes ago
🙋🏻♂️ Hey there folks , Turns out : if we predict 🌏 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 🛰️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 📡earth-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: https://huggingface.co/datasets/NuTonic/sat-vl-sft-training-ready-v1 - Model: https://huggingface.co/NuTonic/lspace - Training: https://huggingface.co/spaces/NuTonic/lspace-trackio - Evals: https://huggingface.co/datasets/NuTonic/Patagonia_Eval
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fpvlabs/stera-10m
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update
3 days ago
🙋🏻♂️ Hey there folks , Turns out : if we predict 🌏 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 🛰️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 📡earth-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: https://huggingface.co/datasets/NuTonic/sat-vl-sft-training-ready-v1 - Model: https://huggingface.co/NuTonic/lspace - Training: https://huggingface.co/spaces/NuTonic/lspace-trackio - Evals: https://huggingface.co/datasets/NuTonic/Patagonia_Eval
View all activity
Organizations
Tonic
's models
28
Sort: Recently updated
Tonic/sharing-stuff-with-frens
Updated
Apr 7
•
1
Tonic/l-operator-instruct
Updated
Feb 28
•
1
Tonic/voxtral-finetune-20250913_145448
Updated
Sep 13, 2025
Tonic/sending_files_online_for_my_friends
Updated
Aug 30, 2025
Tonic/l-android-control
Image-Text-to-Text
•
Updated
Aug 25, 2025
•
1
Tonic/g-operator
Image-Text-to-Text
•
Updated
Aug 25, 2025
•
2
Tonic/l-operator
Image-Text-to-Text
•
2B
•
Updated
Aug 25, 2025
Tonic/med-gpt-oss-20b
Text Generation
•
21B
•
Updated
Aug 10, 2025
•
41
•
7
Tonic/gpt-oss-20b-multilingual-reasoner
Text Generation
•
Updated
Aug 5, 2025
•
5
•
2
Tonic/gpt-oss-multilingual-reasoner
Updated
Aug 5, 2025
•
1
Tonic/petite-elle-L-aime-3-sft
Text Generation
•
3B
•
Updated
Aug 2, 2025
•
42
•
1
Tonic/c4ai-command-a-03-2025-4bit_nf4_no_double
Text Generation
•
113B
•
Updated
Mar 13, 2025
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716
Tonic/c4ai-command-a-03-2025-4bit_fp4
Text Generation
•
113B
•
Updated
Mar 13, 2025
•
369
Tonic/c4ai-command-a-03-2025-4bit_nf4_double
Text Generation
•
114B
•
Updated
Mar 13, 2025
•
8
Tonic/GemmaX2-28-2B-gguf
Translation
•
3B
•
Updated
Mar 2, 2025
•
351
•
7
Tonic/GemmaX2-28-2B-4bit
Translation
•
3B
•
Updated
Feb 26, 2025
•
5
•
5
Tonic/GemmaX2-28-2B-8bit
Translation
•
3B
•
Updated
Feb 26, 2025
•
4
•
1
Tonic/climate-guard-toxic-agent
Text Classification
•
0.1B
•
Updated
Feb 13, 2025
•
9
•
1
Tonic/voyage-2-large
Text Generation
•
Updated
Jul 17, 2024
•
3
Tonic/mirnet
Updated
Jul 8, 2024
•
9
Tonic/video-swin-transformer
Updated
Jul 8, 2024
•
12
•
3
Tonic/mobile-vit
Updated
Jul 8, 2024
•
9
Tonic/paligemma-3b-pt-896
Updated
May 14, 2024
•
1
Tonic/stablemed
Updated
Nov 12, 2023
•
4
•
5
Tonic/GaiaMiniMed
Question Answering
•
Updated
Oct 28, 2023
•
27
•
8
Tonic/experiments
Updated
Oct 26, 2023
•
1
Tonic/mistralmed
Updated
Oct 23, 2023
•
14
•
10
Tonic/LunarLander
Reinforcement Learning
•
Updated
Sep 27, 2023
•
1
•
1