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Daniel Leong

daniel-ltw
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liked a Space 18 days ago
DawnC/Pixcribe
reacted to abidlabs's post with 👍 19 days ago
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.
reacted to prithivMLmods's post with ❤️ about 2 months ago
Have built the new Image Studio with the Gemini Image Gen models for the following multiple tasks: `imagen-4.0-fast-generate-001` model for Image Generation (Text-to-Image) and Multi-Image Editing (Image-to-Image), and Draw-to-Image powered by `gemini-2.5-flash-image` (aka Nano Banana). ⭐ Gemini-Image-Studio: https://huggingface.co/spaces/prithivMLmods/Gemini-Image-Studio (Latest) 🤞 Old-App: https://huggingface.co/spaces/prithivMLmods/Nano-Banana-AIO 🥊 GitHub: https://github.com/prithivsakthiur/gemini-image-studio-hf To proceed, you need to add your Gemini API key. Your API key is stored only for the duration of your session and will be lost when you reload or exit the page. It will not be shared or exposed anywhere.
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