Ahmed Ashraf Marzouk Abdelaal's picture

Ahmed Ashraf Marzouk Abdelaal

AhmedAshrafMarzouk

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Ahmed-Ashraf-Marzouk

AI & ML interests

AI & ML

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reacted to abidlabs's post with 🔥 10 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.

liked a Space 21 days ago

msalhab96/open_universal_arabic_asr_leaderboard_all

published a Space 25 days ago

AhmedAshrafMarzouk/annotate-voicer

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New activity in QCRI/mgb2 2 months ago

Reading Files error

#1 opened 2 months ago by

AhmedAshrafMarzouk

New activity in hammh0a/AraLingBench 3 months ago

Data split correction

#3 opened 3 months ago by

AhmedAshrafMarzouk