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freddyaboulton
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freddyaboulton
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freddyaboulton
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Space
about 11 hours ago
freddyaboulton
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about 11 hours ago
freddyaboulton
updated
a
Space
about 12 hours ago
freddyaboulton
published
a
Space
about 12 hours ago
freddyaboulton
updated
a
Space
about 12 hours ago
freddyaboulton
published
a
Space
about 12 hours ago
freddyaboulton
updated
a
Space
about 15 hours ago
dawood
authored
a
paper
24 days ago
abidlabs
authored
3
papers
24 days ago
Post
8196
Why I think local, open-source models will eventually win.
The most useful AI applications are moving toward multi-turn agentic behavior: systems that take hundreds or even thousands of iterative steps to complete a task, e.g. Claude Code, computer-control agents that click, type, and test repeatedly.
In these cases, the power of the model is not how smart it is per token, but in how quickly it can interact with its environment and tools across many steps. In that regime, model quality becomes secondary to latency.
An open-source model that can call tools quickly, check that the right thing was clicked, or verify that a code change actually passes tests can easily outperform a slightly “smarter” closed model that has to make remote API calls for every move.
Eventually, the balance tips: it becomes impractical for an agent to rely on remote inference for every micro-action. Just as no one would tolerate a keyboard that required a network request per keystroke, users won’t accept agent workflows bottlenecked by latency. All devices will ship with local, open-source models that are “good enough” and the expectation will shift toward everything running locally. It’ll happen sooner than most people think.
The most useful AI applications are moving toward multi-turn agentic behavior: systems that take hundreds or even thousands of iterative steps to complete a task, e.g. Claude Code, computer-control agents that click, type, and test repeatedly.
In these cases, the power of the model is not how smart it is per token, but in how quickly it can interact with its environment and tools across many steps. In that regime, model quality becomes secondary to latency.
An open-source model that can call tools quickly, check that the right thing was clicked, or verify that a code change actually passes tests can easily outperform a slightly “smarter” closed model that has to make remote API calls for every move.
Eventually, the balance tips: it becomes impractical for an agent to rely on remote inference for every micro-action. Just as no one would tolerate a keyboard that required a network request per keystroke, users won’t accept agent workflows bottlenecked by latency. All devices will ship with local, open-source models that are “good enough” and the expectation will shift toward everything running locally. It’ll happen sooner than most people think.
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akhaliq
authored
a
paper
about 2 months ago
Post
1518
What other features would you like to see on the Trackio Dashboard? (
gradio-templates/trackio-dashboard)
freddyaboulton
posted
an
update
3 months ago
Post
2026
Gradio 6.0 is launching this year!
We're revamping the core to give you performance improvements and unprecedented customization. Build better, faster.
Check out the GitHub milestone to learn what's planned under the hood!
https://github.com/gradio-app/gradio/issues?q=is:issue%20state:open%20milestone:%22Gradio%206%22
We're revamping the core to give you performance improvements and unprecedented customization. Build better, faster.
Check out the GitHub milestone to learn what's planned under the hood!
https://github.com/gradio-app/gradio/issues?q=is:issue%20state:open%20milestone:%22Gradio%206%22
freddyaboulton
posted
an
update
5 months ago
freddyaboulton
posted
an
update
6 months ago
Post
754
Time is running out! ⏰
Less than 24 hours to participate in the MCP Hackathon and win thousands of dollars in prizes! Don't miss this opportunity to showcase your skills.
Visit Agents-MCP-Hackathon/AI-Marketing-Content-Creator to register!
Less than 24 hours to participate in the MCP Hackathon and win thousands of dollars in prizes! Don't miss this opportunity to showcase your skills.
Visit Agents-MCP-Hackathon/AI-Marketing-Content-Creator to register!
freddyaboulton
posted
an
update
6 months ago
Post
550
🚨 NotebookLM Dethroned?! 🚨
Meet Fluxions vui: The new open-source dialogue generation model.
🤯 100M Params, 40k hours audio!
🎙️ Multi-speaker audio
😂 Non-speech sounds (like [laughs]!)
📜 MIT License
Is this the future of content creation? Watch the video and decide for yourself!
https://huggingface.co/spaces/fluxions/vui-spacehttps://huggingface.co/fluxions/vui
Meet Fluxions vui: The new open-source dialogue generation model.
🤯 100M Params, 40k hours audio!
🎙️ Multi-speaker audio
😂 Non-speech sounds (like [laughs]!)
📜 MIT License
Is this the future of content creation? Watch the video and decide for yourself!
https://huggingface.co/spaces/fluxions/vui-spacehttps://huggingface.co/fluxions/vui
- 1 reply