Qwen3.8 Flash Next qwen3.8-flash-next

qwen · qwen

#5 overall

params
180B
arch
moe
license
other open weights
released
Aug 2026
downloads/30d
3.1M

# architecture

attn shared GQA 24q/2kv router top-10 of 512 expert ×512 expert out ×48 layers 180B pool
layers
48
d_model
2560
heads
24q / 2kv
head dim
256
experts
top-10 of 512
vocab
248320
family
qwen4_exp_text

signal path of one layer, generated from the registry's structured fields — dimension lines quote the model's real numbers; an MoE trace forks at the router, a dense trace runs straight through. Geometry fields come from the repo's config.json.

# why ranked

Overall: #5 — score 95.4 ● low — a single signal; treat with caution

signalweightinput (0–100)
aa_intelligence 0.70 93.5
bench_composite 0.30 100.0

benchmark panel evidence:

complete panelscore (0–100)
aa-coding-v1100.0

Coding: provisional — score 97.1 ● low — a single signal; treat with caution

provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.

signalweightinput (0–100)
aa_coding 0.30 97.1
aider_polyglot 0.30 —
swe_bench_verified 0.40 —

missing signals are dropped and the remaining weights renormalized — never imputed.

full methodology

# trend

OGM score · last 61 days
OGM score over 61 days
overall rank (up is better)
Overall rank over 61 days

methodology changed during this history window; score movement across that boundary is not model movement. See methodology v6.

# benchmarks

benchmarkscoresourcedate
AA Coding Index 73.1 Artificial Analysis —
AA Intelligence Index 39.8 Artificial Analysis —
Agents-last-exam 0.5 / 1 LLM Stats —
Androidworld 0.8 / 1 LLM Stats —
Charxiv-r 0.9 / 1 LLM Stats —
Claw-eval-mm 0.6 / 1 LLM Stats —
LMArena Elo (Code) 1632.0 LMArena Oct 2026

# where to run

providerquantctx$/M in$/M out$/M cacheprice srctpsuptime✓
Vultr 256k $0.10$0.20— via modelsdev — —

sorted by blended price ((3·input + output) / 4 per 1M) · ✓ = the provider's own catalog confirms the offer · "via …" prices are what the aggregator routing the offer charges, not the provider's own list price

source aliases
llmstats
qwen3.8-flash-next