GaⅤin.com by Gavin W.
Colibrì vs. FreeToken: Can Consumer Hardware Really Run Frontier MoE Models?
An empirical comparison of Colibri vs FreeToken for edge MoE serving, breaking down RAM limits, NVMe Direct DMA, the WSL2 I/O tax, and real tokens/sec.
benchmarks
Does Windows Dev Drive Actually Speed Up Local LLMs? A Deep Dive into ReFS, Defender, and NVMe Paging
Empirical benchmarks comparing Windows Dev Drive (ReFS) vs NTFS for local LLMs across cold TTFT, inference jitter, Colibri MoE streaming, and n-gram paging.
