MiMo V2.6 Flash RL vs GLM 4.6
MiMo V2.6 Flash RL leads llmrun Score 131.9 to 103.1; neither fits 24 GB.
Model A · Xiaomi
MiMo V2.6 Flash RL309B · 15B active · 1M context · MIT · Sep 2026
Model B · Z.ai
GLM 4.6356.8B · 34B active · 198K context · MIT · Sep 2025
Choose MiMo V2.6 Flash RL if you want…
Higher llmrun Score
131.9 vs 103.1
Stronger at coding
123.7 vs 96.0
Stronger at science
121.8 vs 99.8
Ahead on the benchmarks
3 of 3 shared boards
Longer context window
1M vs 198K tokens
Newer release
Sep 2026 vs Sep 2025
GLM 4.6: 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 4.6
Doesn't fit
smallest quant needs 101 GB
12 GB
RTX 3060 12GB · 12 GB tier
MiMo V2.6 Flash RL
Doesn't fit
smallest quant needs 93.8 GB
GLM 4.6
Doesn't fit
smallest quant needs 101 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 4.6
Doesn't fit
smallest quant needs 101 GB
24 GBreference
RTX 4090 · 24 GB tier
MiMo V2.6 Flash RL
Doesn't fit
smallest quant needs 93.8 GB
GLM 4.6
Doesn't fit
smallest quant needs 101 GB
32 GB
RTX 5090 · 32 GB tier
MiMo V2.6 Flash RL
Doesn't fit
smallest quant needs 93.8 GB
GLM 4.6
Doesn't fit
smallest quant needs 101 GB
48 GB
RTX A6000 · 48 GB tier
MiMo V2.6 Flash RL
Doesn't fit
smallest quant needs 93.8 GB
GLM 4.6
Doesn't fit
smallest quant needs 101 GB
Mac 32 GB
Mac Mini M4 · Macs
MiMo V2.6 Flash RL
Doesn't fit
smallest quant needs 93.8 GB
GLM 4.6
Doesn't fit
smallest quant needs 101 GB
Mac 64 GB
Mac Studio M4 Max · Macs
MiMo V2.6 Flash RL
Doesn't fit
smallest quant needs 93.8 GB
GLM 4.6
Doesn't fit
smallest quant needs 101 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 4.6
IQ2_M · ~21 tok/s
123.3 GB · up to 16K
Reference GPU: RTX 4090. Tinted cell = the better pick on that machine (fits, more headroom, or at least 10% faster).
Overall
MiMo V2.6 Flash RL
GLM 4.6
Coding
MiMo V2.6 Flash RL
GLM 4.6
Agents
MiMo V2.6 Flash RL
no data
GLM 4.6
Science
MiMo V2.6 Flash RL
GLM 4.6
MiMo V2.6 Flash RL · #3 of 100 open models · #1 of 78 that fit ≤192 GB
GLM 4.6 · #45 of 100 open models · #32 of 84 that fit ≤256 GB
Benchmarks
3 shared boards: MiMo V2.6 Flash RL leads 3, GLM 4.6 leads 0 · Benchmarks imported Oct 2026
MiMo V2.6 Flash RL
51.3%#7/66 open
Lab-reportedEpoch AI · Sep 2026
GLM 4.6
38.4%#35/66 open
Lab-reportedEpoch AI · Sep 2025
MiMo V2.6 Flash RL
1244.2#5/43 open
Lab-reportedEpoch AI · Sep 2026
GLM 4.6
340.8#38/43 open
Lab-reportedEpoch AI · Sep 2025
MiMo V2.6 Flash RL
12.0%#10/66 open
Lab-reportedEpoch AI · Sep 2026
GLM 4.6
1.1%#33/66 open
Lab-reportedEpoch AI · Sep 2025
6 more boards (other shared and single-model boards)
MiMo V2.6 Flash RL
1450.9#15/187 open
ArenaLMArena · Oct 2026
GLM 4.6
1424.1#31/187 open
ArenaLMArena · Oct 2026
MiMo V2.6 Flash RL
1634.3#2/52 open
ArenaLMArena · Oct 2026
GLM 4.6
1341.1#40/52 open
ArenaLMArena · Oct 2026
Only MiMo V2.6 Flash RL (1)
- ProofBench63.0%
Only GLM 4.6 (3)
- SWE-bench Verified68.2%
- Terminal-Bench24.5%
- SWE-bench Bash Only55.4%
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 4.6
152 GB130.7 GB file
32K 157 GB · 128K 173 GB
Q3_K_S
MiMo V2.6 Flash RL
not listed
GLM 4.6
157 GB154.4 GB file
32K 162 GB · 128K 177 GB
Q3_K_M
MiMo V2.6 Flash RL
151 GB~150.6 GB file
32K 153 GB · 128K 157 GB
GLM 4.6
175 GB170.6 GB file
32K 179 GB · 128K 195 GB
Q4_0
MiMo V2.6 Flash RL
155 GB~154.5 GB file
32K 156 GB · 128K 161 GB
GLM 4.6
179 GB202.2 GB file
32K 184 GB · 128K 199 GB
Q4_K_M
MiMo V2.6 Flash RL
186 GB~185.4 GB file
32K 187 GB · 128K 192 GB
GLM 4.6
215 GB215.6 GB file
32K 220 GB · 128K 235 GB
Q5_K_M
MiMo V2.6 Flash RL
221 GB~220.2 GB file
32K 222 GB · 128K 227 GB
GLM 4.6
255 GB253.2 GB file
32K 260 GB · 128K 275 GB
Q6_K
MiMo V2.6 Flash RL
255 GB~254.9 GB file
32K 257 GB · 128K 262 GB
GLM 4.6
295 GB293.1 GB file
32K 300 GB · 128K 315 GB
Q8_0
MiMo V2.6 Flash RL
309 GB~309.0 GB file
32K 311 GB · 128K 316 GB
GLM 4.6
357 GB379.3 GB file
32K 362 GB · 128K 378 GB
14 more quants
IQ2_XXS
MiMo V2.6 Flash RL
not listed
GLM 4.6
98.7 GB115.4 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 4.6
108 GB101.0 GB file
32K 112 GB · 128K 128 GB
IQ2_S
MiMo V2.6 Flash RL
not listed
GLM 4.6
112 GB101.9 GB file
32K 117 GB · 128K 132 GB
IQ2_M
MiMo V2.6 Flash RL
105 GB107.8 GB file
32K 106 GB · 128K 111 GB
GLM 4.6
121 GB121.9 GB file
32K 126 GB · 128K 141 GB
IQ3_XXS
MiMo V2.6 Flash RL
not listed
GLM 4.6
139 GB144.7 GB file
32K 144 GB · 128K 159 GB
IQ3_XS
MiMo V2.6 Flash RL
not listed
GLM 4.6
148 GB148.2 GB file
32K 153 GB · 128K 168 GB
IQ3_M
MiMo V2.6 Flash RL
not listed
GLM 4.6
161 GB164.3 GB file
32K 166 GB · 128K 181 GB
Q3_K_L
MiMo V2.6 Flash RL
not listed
GLM 4.6
183 GB169.9 GB file
32K 188 GB · 128K 204 GB
IQ4_XS
MiMo V2.6 Flash RL
not listed
GLM 4.6
192 GB190.7 GB file
32K 197 GB · 128K 213 GB
IQ4_NL
MiMo V2.6 Flash RL
not listed
GLM 4.6
201 GB201.6 GB file
32K 206 GB · 128K 222 GB
Q4_1
MiMo V2.6 Flash RL
not listed
GLM 4.6
201 GB223.6 GB file
32K 206 GB · 128K 222 GB
Q4_K_S
MiMo V2.6 Flash RL
not listed
GLM 4.6
201 GB202.8 GB file
32K 206 GB · 128K 222 GB
Q5_K_S
MiMo V2.6 Flash RL
not listed
GLM 4.6
246 GB245.9 GB file
32K 251 GB · 128K 266 GB
BF16
MiMo V2.6 Flash RL
618 GB~618.0 GB file
32K 620 GB · 128K 625 GB
GLM 4.6
714 GB713.7 GB file
32K 719 GB · 128K 734 GB
MiMo V2.6 Flash RL
Ollama · Q4_K_M
ollama run hf.co/ggml-org/MiMo-V2.6-Flash-RL-GGUFGLM 4.6
Ollama · Q4_K_M
ollama run hf.co/unsloth/GLM-4.6-GGUF:Q4_K_M| Spec | MiMo V2.6 Flash RL | GLM 4.6 |
|---|---|---|
| Publisher | Xiaomi | Z.ai |
| Parameters | 309B | 356.8B |
| Active parameters | 15B per token | 34B per token |
| Architecture | MiMoV2ForCausalLM | Glm4MoeForCausalLM |
| Context | 1M tokens | 198K tokens |
| Modalities | Chat, Function-calling | Chat, Function-calling |
| License | MIT | MIT |
| Released | Sep 2026 | Sep 2025 |
Frequently Asked Questions
Which is better, MiMo V2.6 Flash RL or GLM 4.6?
MiMo V2.6 Flash RL leads llmrun Score 131.9 to 103.1; 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 4.6?
At Q4_K_M, MiMo V2.6 Flash RL requires 185.8 GB while GLM 4.6 needs 214.7 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 4.6 on a 16 GB GPU?
MiMo V2.6 Flash RL does not fit (smallest quant needs 93.8 GB); GLM 4.6 does not fit (smallest quant needs 101 GB).
Which has a longer context window, MiMo V2.6 Flash RL or GLM 4.6?
MiMo V2.6 Flash RL supports 1,048,576 tokens and GLM 4.6 supports 202,752 tokens.