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LLMs on Consumer Hardware — Part 6: The Orchestration Ceiling — Why a Bigger Coordinator Doesn't Fix the Loop

This story is from 2026-10-18. It is preserved in the archive; the latest stories are on the live feed.

Part 6 of a series. Previously: Part 5 — Distributing the Workers and the Memory Budget . Part 5 ended with the 77 GB coordinator finally running as it should — resident, no thrashing, the memory problem resolved by moving the workers to a second machine. That made it possible to answer a question…

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  1. 2026-10-18 05:03 · DEV Community — AI
    LLMs on Consumer Hardware — Part 6: The Orchestration Ceiling — Why a Bigger Coordinator Doesn't Fix the Loop

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