llmrun

MiMo V2.6 Flash RL vs GLM 4.5

MiMo V2.6 Flash RL leads llmrun Score 131.9 to 100.9; neither fits 24 GB.

Run MiMo V2.6 Flash RL in the cloud →

309B · 15B active · 1M context · MIT · Sep 2026

ChatFunctions

358.3B · 35.6B active · 128K context · MIT · Jul 2025

ChatFunctions

Which should you choose?

Choose MiMo V2.6 Flash RL if you want…

  • Higher llmrun Score

    131.9 vs 100.9

  • Stronger at coding

    123.6 vs 98.7

  • Longer context window

    1M vs 128K tokens

  • Newer release

    Sep 2026 vs Jul 2025

GLM 4.5: no clear edge over MiMo V2.6 Flash RL in the data we have.

On your hardware

Each model at its default quant (Q4_K_M), a smaller one when it must. Estimates, ±20%.

8 GB

RTX 4060 · 8 GB tier

MiMo V2.6 Flash RL

Doesn't fit

smallest quant needs 93.8 GB

GLM 4.5

Doesn't fit

smallest quant needs 101.4 GB

12 GB

RTX 3060 12GB · 12 GB tier

MiMo V2.6 Flash RL

Doesn't fit

smallest quant needs 93.8 GB

GLM 4.5

Doesn't fit

smallest quant needs 101.4 GB

16 GB

RTX 5060 Ti 16GB · 16 GB tier

MiMo V2.6 Flash RL

Doesn't fit

smallest quant needs 93.8 GB

GLM 4.5

Doesn't fit

smallest quant needs 101.4 GB

24 GBreference

RTX 4090 · 24 GB tier

MiMo V2.6 Flash RL

Doesn't fit

smallest quant needs 93.8 GB

GLM 4.5

Doesn't fit

smallest quant needs 101.4 GB

32 GB

RTX 5090 · 32 GB tier

MiMo V2.6 Flash RL

Doesn't fit

smallest quant needs 93.8 GB

GLM 4.5

Doesn't fit

smallest quant needs 101.4 GB

48 GB

RTX A6000 · 48 GB tier

MiMo V2.6 Flash RL

Doesn't fit

smallest quant needs 93.8 GB

GLM 4.5

Doesn't fit

smallest quant needs 101.4 GB

Mac 32 GB

Mac Mini M4 · Macs

MiMo V2.6 Flash RL

Doesn't fit

smallest quant needs 93.8 GB

GLM 4.5

Doesn't fit

smallest quant needs 101.4 GB

Mac 64 GB

Mac Studio M4 Max · Macs

MiMo V2.6 Flash RL

Doesn't fit

smallest quant needs 93.8 GB

GLM 4.5

Doesn't fit

smallest quant needs 101.4 GB

Mac 128 GB

Mac Studio M4 Max · Macs

MiMo V2.6 Flash RL

IQ2_M · ~44 tok/s

105.4 GB · up to 256Kfaster

GLM 4.5

IQ2_M · ~20 tok/s

123.8 GB · up to 16K

Reference GPU: RTX 4090. Tinted cell = the better pick on that machine (fits, more headroom, or at least 10% faster).

llmrun Score

with its 90% range · bars share one scale

Overall

MiMo V2.6 Flash RL

131.9128–135

GLM 4.5

100.997–105

Coding

MiMo V2.6 Flash RL

123.6114–133

GLM 4.5

98.789–109

Agents

MiMo V2.6 Flash RL

no data

GLM 4.5

105.499–112

Science

MiMo V2.6 Flash RL

121.6105–138

GLM 4.5

no data

MiMo V2.6 Flash RL · #5 of 106 open models · #1 of 82 that fit ≤192 GB

GLM 4.5 · #54 of 106 open models · #38 of 89 that fit ≤256 GB

Benchmarks

1 shared board: MiMo V2.6 Flash RL leads 1, GLM 4.5 leads 0 · Benchmarks imported Nov 2026

MiMo V2.6 Flash RL

1244.2#8/48 open

Lab-reportedEpoch AI · Sep 2026

GLM 4.5

344.8#42/48 open

Lab-reportedEpoch AI · Aug 2025

11 more boards (other shared and single-model boards)

MiMo V2.6 Flash RL

1447.6#16/188 open

ArenaLMArena · Oct 2026

GLM 4.5

1410.9#44/188 open

ArenaLMArena · Oct 2026

Only MiMo V2.6 Flash RL (4)

VRAM by quantization

Memory to load the model and 2K context; below it, the total at 32K and 128K context. Lighter side in bold.

Q2_K

MiMo V2.6 Flash RL

132 GB126.4 GB file

32K 133 GB · 128K 138 GB

GLM 4.5

153 GB131.2 GB file

32K 158 GB · 128K 173 GB

Q3_K_S

MiMo V2.6 Flash RL

not listed

GLM 4.5

157 GB155.0 GB file

32K 162 GB · 128K 178 GB

Q3_K_M

MiMo V2.6 Flash RL

151 GB~150.6 GB file

32K 153 GB · 128K 157 GB

GLM 4.5

175 GB171.3 GB file

32K 180 GB · 128K 196 GB

Q4_0

MiMo V2.6 Flash RL

155 GB~154.5 GB file

32K 156 GB · 128K 161 GB

GLM 4.5

180 GB203.0 GB file

32K 185 GB · 128K 200 GB

Q4_K_M

MiMo V2.6 Flash RL

186 GB~185.4 GB file

32K 187 GB · 128K 192 GB

GLM 4.5

216 GB216.5 GB file

32K 220 GB · 128K 236 GB

Q5_K_M

MiMo V2.6 Flash RL

221 GB~220.2 GB file

32K 222 GB · 128K 227 GB

GLM 4.5

256 GB254.2 GB file

32K 261 GB · 128K 276 GB

Q6_K

MiMo V2.6 Flash RL

255 GB~254.9 GB file

32K 257 GB · 128K 262 GB

GLM 4.5

296 GB294.4 GB file

32K 301 GB · 128K 317 GB

Q8_0

MiMo V2.6 Flash RL

309 GB~309.0 GB file

32K 311 GB · 128K 316 GB

GLM 4.5

359 GB381.0 GB file

32K 364 GB · 128K 379 GB

15 more quants

IQ2_XXS

MiMo V2.6 Flash RL

not listed

GLM 4.5

99.2 GB115.9 GB file

32K 104 GB · 128K 119 GB

IQ2_XS

MiMo V2.6 Flash RL

93.1 GB98.7 GB file

32K 94.6 GB · 128K 99.4 GB

GLM 4.5

108 GB101.8 GB file

32K 113 GB · 128K 128 GB

IQ2_S

MiMo V2.6 Flash RL

not listed

GLM 4.5

113 GB102.7 GB file

32K 117 GB · 128K 133 GB

IQ2_M

MiMo V2.6 Flash RL

105 GB107.8 GB file

32K 106 GB · 128K 111 GB

GLM 4.5

122 GB122.4 GB file

32K 126 GB · 128K 142 GB

IQ3_XXS

MiMo V2.6 Flash RL

not listed

GLM 4.5

139 GB145.2 GB file

32K 144 GB · 128K 160 GB

IQ3_XS

MiMo V2.6 Flash RL

not listed

GLM 4.5

148 GB148.9 GB file

32K 153 GB · 128K 169 GB

IQ3_S

MiMo V2.6 Flash RL

132 GB146.8 GB file

32K 133 GB · 128K 138 GB

GLM 4.5

not listed

IQ3_M

MiMo V2.6 Flash RL

139 GB148.6 GB file

32K 141 GB · 128K 146 GB

GLM 4.5

162 GB164.9 GB file

32K 167 GB · 128K 182 GB

Q3_K_L

MiMo V2.6 Flash RL

not listed

GLM 4.5

184 GB170.6 GB file

32K 189 GB · 128K 205 GB

IQ4_XS

MiMo V2.6 Flash RL

not listed

GLM 4.5

193 GB191.6 GB file

32K 198 GB · 128K 213 GB

IQ4_NL

MiMo V2.6 Flash RL

not listed

GLM 4.5

202 GB202.5 GB file

32K 207 GB · 128K 222 GB

Q4_1

MiMo V2.6 Flash RL

not listed

GLM 4.5

202 GB224.6 GB file

32K 207 GB · 128K 222 GB

Q4_K_S

MiMo V2.6 Flash RL

not listed

GLM 4.5

202 GB203.7 GB file

32K 207 GB · 128K 222 GB

Q5_K_S

MiMo V2.6 Flash RL

not listed

GLM 4.5

247 GB247.0 GB file

32K 252 GB · 128K 267 GB

BF16

MiMo V2.6 Flash RL

618 GB~618.0 GB file

32K 620 GB · 128K 625 GB

GLM 4.5

717 GB716.8 GB file

32K 722 GB · 128K 738 GB

How to run each

Specifications

Specifications of MiMo V2.6 Flash RL and GLM 4.5
SpecMiMo V2.6 Flash RLGLM 4.5
PublisherXiaomiZ.ai
Parameters309B358.3B
Active parameters15B per token36B per token
ArchitectureMiMoV2ForCausalLMGlm4MoeForCausalLM
Context1M tokens128K tokens
ModalitiesChat, Function-callingChat, Function-calling
LicenseMITMIT
ReleasedSep 2026Jul 2025

Frequently Asked Questions

Which is better, MiMo V2.6 Flash RL or GLM 4.5?

MiMo V2.6 Flash RL leads llmrun Score 131.9 to 100.9; neither fits 24 GB. Choose MiMo V2.6 Flash RL for higher llmrun Score and stronger at coding.

Which needs less VRAM, MiMo V2.6 Flash RL or GLM 4.5?

At Q4_K_M, MiMo V2.6 Flash RL requires 185.8 GB while GLM 4.5 needs 215.6 GB, making MiMo V2.6 Flash RL the easier model to run on your local setup.

Can I run MiMo V2.6 Flash RL or GLM 4.5 on a 16 GB GPU?

MiMo V2.6 Flash RL does not fit (smallest quant needs 93.8 GB); GLM 4.5 does not fit (smallest quant needs 101.4 GB).

Which has a longer context window, MiMo V2.6 Flash RL or GLM 4.5?

MiMo V2.6 Flash RL supports 1,048,576 tokens and GLM 4.5 supports 131,072 tokens.

MiMo V2.6 Flash RL vs GLM 4.5 — VRAM & GPU Comparison | llmrun