FitMyLLM
Ant Group/Mixture of Experts

ALing 2.6 1T

Today, we are thrilled to open-source Ling–2.6–1T from the Ling family.

chatcodingreasoningmultilingualmath
1000B
Parameters (50B active)
256K
Context length
9
Benchmarks
17
Quantizations
0
Architecture
MoE
Released
2026-02-10
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 LING 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-Bench89.8
GPQA Diamond75.2
IFBench56.9
SciCode37.0
AA Long Context34.7
AA Intelligence33.6
AA Coding33.1
Terminal-Bench31.1
HLE8.2

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 Ling 2.6 1T

Build Hardware for Ling 2.6 1T
▸ SPEC SHEET

Ling 2.6 1T — 1000B MoE.

▸ SPECIFICATIONS
PARAMETERS
1000B (50B active)
ARCHITECTURE
Mixture of Experts
CONTEXT LENGTH
256K tokens
CAPABILITIES
chat, coding, reasoning, multilingual, math
RELEASE DATE
2026-02-10
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 Diamond75.2
HLE8.2
AA Intelligence33.6
AA Coding33.1
aa_ifbench56.9
aa_terminal_bench31.1
aa_tau289.8
aa_scicode37.0
aa_lcr34.7