K2 Horizon 375B A23B k2-horizon-375b-a23b

IFM · ifm

#11 overall

params
379.2B
arch
moe
license
apache-2.0 open weights
released
Sep 2026
downloads/30d
16.2k

# architecture

attn shared GQA 48q/8kv router top-8 of 192 +1 shared expert ×192 expert out ×61 layers 379.2B pool
layers
61
d_model
6144
heads
48q / 8kv
head dim
128
experts
top-8 of 192 + 1 shared
vocab
250624
family
k2_horizon

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: #11 — score 88.5 ● low — a single signal; treat with caution

signalweightinput (0–100)
aa_intelligence 0.70 86.2
bench_composite 0.30 94.0

benchmark panel evidence:

complete panelscore (0–100)
aa-coding-v194.0

Coding: provisional — score 83.8 ● 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 83.8
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 53 days
OGM score over 53 days
overall rank (up is better)
Overall rank over 53 days

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

# benchmarks

benchmarkscoresourcedate
AA Coding Index 61.5 Artificial Analysis —
AA Intelligence Index 30.5 Artificial Analysis —

# where to run

no known API providers — download the weights from Hugging Face and run them yourself.

source aliases
aa
k2-horizon-375b-a23b