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Head-to-head · GLM

GLM-4.5-Air vs GLM-4.6

GLM-4.5-Air needs ~71.8 GB at Q4_K_M; GLM-4.6 needs ~221.3 GB. That ~149.5 GB gap decides which hardware runs each; they differ on 2 of the 14 devices below.

Spec GLM-4.5-Air GLM-4.6
Parameters106B MoE357B MoE
Memory at Q4_K_M~71.8 GB~221.3 GB
Context window128k200k
LMArenanot rankednot ranked
LicenseMITMIT

Which devices run each

A representative spread across the memory range. Tap a verdict for the full breakdown.

Size at each quantization

Quant GLM-4.5-Air GLM-4.6
Q2_K 44.4 GB* 149.5 GB*
Q3_K_M 51.8 GB* 174.5 GB*
Q4_K_M 68.45 GB 216 GB
Q5_K_M 75.5 GB* 254.4 GB*
Q6_K 86.9 GB* 292.7 GB*
Q8_0 109.39 GB 379 GB
FP16 212 GB* 714 GB

* derived from bits-per-weight; unstarred sizes are measured GGUF files.

Bottom line

The larger GLM-4.6 needs ~221.3 GB; GLM-4.5-Air runs on lighter hardware at ~71.8 GB with more headroom and faster responses. Check each against your exact device: what runs GLM-4.5-Air · what runs GLM-4.6.

More GLM comparisons

FAQ

What is the difference in memory between GLM-4.5-Air and GLM-4.6?

At Q4_K_M, GLM-4.5-Air needs about 71.8 GB and GLM-4.6 needs about 221.3 GB, a difference of ~149.5 GB.

Should I run GLM-4.5-Air or GLM-4.6?

Run GLM-4.6 if your hardware has the ~221.3 GB it needs and you want maximum quality; run GLM-4.5-Air (~71.8 GB) for lighter hardware, faster responses, and more memory headroom.

Full breakdowns: GLM-4.5-Air · GLM-4.6 · all models × devices.

Sources

Memory figures are estimates at Q4_K_M, validated 2026-08-03. See methodology.