When can local models optimize their own runtime? r/LocalLLaMA debates

Plastic-Stress-6468 · reddit · 2026-10-13

An r/LocalLLaMA thread notes that recent hardware-specialized inference engine forks were mostly built with Claude or OpenAI's frontier models. The author asks: given open source trails by 4-6 months, when will locally runnable models be able to dissect a big repo like llama.cpp and optimize it for specific hardware? They name-check DeepSeek 4.1, GLM 5.3 and their smaller variants, Qwen flash, and whether Qwen 4 (due end of October) could pull off self-optimization.

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