Model Detail Needs review License review needed

Kimi K2.6

Moonshot AI's Kimi K2.6. Auto-imported from Hugging Face seed; review memory and benchmark details before using for final ranking.

Moonshot AIKIMIother2026-05-19
Parameters
1000B
32B active
Context window
262K
Long context
Architecture
decoder only transformer
moe
Quality score
96
Planner signal

Task Fit

Code AgentSupported

Tool use, repo work, terminal workflows, and coding benchmarks.

CodeSupported

Code generation, debugging, refactoring, and benchmark signal.

ChatSupported

General writing, Q&A, and assistant use.

RAGSupported

Document QA benefits from long context and instruction following.

VisionSupported

Image or visual understanding, not necessarily image generation.

Image GenerationNot a fit

Not marked for image generation in the current library.

Video GenerationNot a fit

Not marked for video generation in the current library.

VoiceNot a fit

Not marked for voice in the current library.

Source Confidence

Overalllow · 40/100
ParametersAuto-estimated
Task fitAuto-inferred
MemoryEstimated from artifact
LicenseNeeds review
BenchmarksMissing
Hardware fitCalculated
Review flags
task capabilities auto-inferredmemory estimatedmissing benchmarks

Variants and Quant Artifacts

Choose the artifact first; hardware fit follows from RAM, VRAM, format, and runtime.

4 artifacts
QuantFormatQualityMin RAMReco RAMRuntimeAction
Q4_K_Mggufbalanced32GB48GBllama.cpp, lm-studio Plan with this
Q5_K_Mggufbalanced40GB64GBllama.cpp, lm-studio Plan with this
Q8_0ggufhigh64GB96GBllama.cpp, lm-studio Plan with this
FP16safetensorshigh2TB3TBtransformers, vllm Plan with this

Recommended Hardware

Cheapest That Works
Ryzen AI Max+ 395 128GB Mini PC
Compatible

Lowest estimated 5-year cost that can run this model.

128GB RAM$2,311 / 5y
Best Performance
NVIDIA RTX 6000 Blackwell 96GB
Compatible

Highest local performance signal among compatible hardware.

96GB VRAM$12,376 / 5y

Benchmarks

No benchmark data is available for this model yet.

Source and Review

Hugging Facemoonshotai/Kimi-K2.6
OllamaNot mapped
VerificationNeeds review
Artifact sourceauto-estimated-from-hf-seed
Default variantKimi K2.6 Coder
Tool callingSupported

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