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3 quotes from 1 episode on How I AI, each with a timestamped link to the source.
John Lindquist explains that parallel AI agents require step-by-step analysis to prevent operational collisions. To support heavy multimedia models, John Lindquist points out that engineers distribute tasks across Mac minis and extra hard drives.
John Lindquist notes that software developers conventionally focus directly on projects, code, and file structures.
“Traditionally as developers we think in terms of projects and file structure and code and files…”
John Lindquist states that running parallel work requires step-by-step analysis to prevent agents from touching the same files. The Jev model evaluates every single step to steer workflows safely and stop disruptions.
“If you think of this in agentic programming or any sort of parallel work you'd be doing to ensure that you have things running and you want to analyze to help steer them in different directions so they never collide or disrupt each other or touch the same files, you can ask Jev to take in every single step and check.”
From Stop Asking Massive LLMs to Plan Multi-Agent Workspaces
Processing video and 3D files forces engineers to adapt physical hardware setups. John Lindquist observes that running these modern models involves buying additional hard drives and spreading work across stacks of Mac minis.
“Some of the funniest stuff recently with the latest models when it gets into multimedia and you're working with video and 3D and everything is buying extra hard drives and distributing work between Mac minis…”
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