Ring-2.6-1T ring-2.6-1t

inclusionai · ling

unranked — no quality signals yet

params: 1025.7B
arch: moe
license: mit open weights

# architecture

layers: 80
d_model: 8192
heads: 64q / 64kv
head dim: 128
experts: top-8 of 256 + 1 shared
vocab: 157184
family: bailing_hybrid

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: provisional — score 64.9 ● 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.

signal	weight	input (0–100)
aa_intelligence	0.70	64.9
bench_composite	0.30	—

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

Coding: provisional — score 49.1 ● 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.

signal	weight	input (0–100)
aa_coding	0.30	49.1
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 45 days

# benchmarks

benchmark	score	source	date
AA Coding Index	42.8	Artificial Analysis	—
AA Intelligence Index	23.7	Artificial Analysis	—

# where to run

provider	quant	ctx	$/M in	$/M out	$/M cache	price src	tps	uptime	✓
Novita		256k	$0.30	$2.50	—	novita	—	—	✓

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

openrouter: inclusionai/ring-2.6-1t