FitMyLLM
Ant Group/Mixture of Experts

ARing 2.6 1T

Introducing Ring-2.6-1T: a trillion-parameter flagship reasoning model designed for real-world complex task scenarios, making it available to developers, researchers, and enterprise environments for validation, adaptation, and further development.

chatreasoningmathmultilingual
1000B
Parameters (50B active)
128K
Context length
9
Benchmarks
17
Quantizations
0
Architecture
MoE
Released
2026-02-15
Layers
80
KV Heads
64
Head Dim
128
Family
other

Quantization Options

QuantBitsVRAMQuality
IQ2_XXS2.38298.0 GBlow
IQ2_M2.93366.7 GBlow
Q2_K3.16395.5 GBlow
IQ3_XXS3.25406.7 GBlow
IQ3_XS3.5438.0 GBlow
Q3_K_S3.64455.5 GBlow
IQ3_M3.76470.5 GBlow
Q3_K_M4500.5 GBlow
Q3_K_L4.3538.0 GBmoderate
IQ4_XS4.46558.0 GBmoderate
Q4_K_S4.67584.2 GBmoderate
Q4_K_M4.89611.7 GBgood
Q5_K_S5.57696.7 GBgood
Q5_K_M5.7713.0 GBgood
Q6_K6.56820.5 GBexcellent
Q8_08.51063.0 GBlossless
FP16162000.5 GBlossless

Select your GPU above to see speed estimates and compatibility for each quantization.

▸ READY TO RUN THIS?RENT BY THE HOUR

RENT A GPU AND RUN RING 2.6 1T NOW

Rent on RunPod →Or Vast.ai →

Spin up an A100 / H100 / 4090 in ~60s. Pay by the second. Cancel anytime.

Community Ratings

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Benchmarks (9)

τ²-Bench92.4
GPQA Diamond85.7
AA Long Context64.3
IFBench44.6
SciCode42.4
AA Intelligence38.5
AA Coding33.3
Terminal-Bench28.8
HLE18.3

Run this model

▸Easiest way to get started·Beginners
DOCS ↗
curl -fsSL https://ollama.com/install.sh | sh
$ollama run other:1000b-q4_K_M

Tag may need adjustment — check ollama.com/library/other for available tags.

▸ SETUP GUIDE
>_

Auto-setup with fitmyllm CLI

Detects your GPU, recommends the best model, downloads it, and starts chatting — zero config. Benchmarks your speed and contributes anonymous data to improve predictions.

pip install fitmyllmthen run fitmyllmLearn more
Auto-detect GPULive tok/s in chatSpeed benchmarks9 inference engines
HuggingFaceGGUF DownloadsBuild Hardware

Find the best GPU for Ring 2.6 1T

Build Hardware for Ring 2.6 1T
▸ SPEC SHEET

Ring 2.6 1T — 1000B MoE.

▸ SPECIFICATIONS
PARAMETERS
1000B (50B active)
ARCHITECTURE
Mixture of Experts
CONTEXT LENGTH
128K tokens
CAPABILITIES
chat, reasoning, math, multilingual
RELEASE DATE
2026-02-15
PROVIDER
Ant Group
FAMILY
other
▸ VRAM REQUIREMENTS
QUANTBPWVRAMQUALITY
IQ2_XXS2.38298.0 GB65%
IQ2_M2.93366.7 GB75%
Q2_K3.16395.5 GB78%
IQ3_XXS3.25406.7 GB82%
IQ3_XS3.5438.0 GB84%
Q3_K_S3.64455.5 GB85%
IQ3_M3.76470.5 GB86%
Q3_K_M4500.5 GB88%
Q3_K_L4.3538.0 GB90%
IQ4_XS4.46558.0 GB92%
Q4_K_S4.67584.2 GB93%
Q4_K_M4.89611.7 GB94%
Q5_K_S5.57696.7 GB96%
Q5_K_M5.7713.0 GB96%
Q6_K6.56820.5 GB97%
Q8_08.51063.0 GB100%
FP16162000.5 GB100%
§ 01BENCHMARK SCORES
GPQA Diamond85.7
HLE18.3
AA Intelligence38.5
AA Coding33.3
aa_ifbench44.6
aa_terminal_bench28.8
aa_tau292.4
aa_scicode42.4
aa_lcr64.3