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VENICE ATLAS · MODEL DOSSIER · INKLING

Model overview

Inkling

Inkling is a general-purpose multimodal model from Thinking Machines Lab that accepts text, image, and audio inputs and generates text. It is a 66-layer sparse MoE (975B total / 41B active) with hybrid local/global attention, 512K context, and variable thinking effort — suited for chat, coding, tool use, and agentic workflows. Video input is not supported on Venice.

inkling · venice.ai
Text · Venice catalog$1.25 per 1M tokensPrice on Venice AI
ModalityTextOn Venice AI
Primary price$1.25 per 1M tokensper 1M tokens
Context window524KMax tokens
Benchmarks16Benchmark results

Benchmark results

See the tests behind each score. They use the benchmark’s original scoring scale.

Agents1 result
Tau3 Bankingtau3-banking · agents
23.7%
ReportedOct 2026
Audio understanding1 result
MMAUmmau · audio
77.2%
ReportedOct 2026
Chat1 result
VoiceBench Avgvoicebench-avg · chat
91.4%
ReportedOct 2026
Factuality1 result
SimpleQA Verifiedsimpleqa-verified · factuality
43.9%
ReportedOct 2026
General intelligence2 results
GDPval-AAgdpval-aa · general
41.3%
ReportedOct 2026
Global-MMLU-Liteglobal-mmlu-lite · general
88.7%
ReportedOct 2026
Instruction Following1 result
IFBenchifbench · instruction_following
79.8%
ReportedOct 2026
Knowledge1 result
AA-Omniscience Indexaa-omniscience-index · knowledge
1.05%
ReportedOct 2026
Math1 result
AIME 2026aime-2026 · math
97.1%
ReportedOct 2026
Reasoning6 results
CharXiv-Rcharxiv-r · reasoning
78.1%
ReportedOct 2026
Humanity's Last Exam (no tools, text-only)humanity's-last-exam-(no-tools,-text-only) · reasoning
29.7%
ReportedOct 2026
Humanity's Last Exam (with tools, text-only)humanity's-last-exam-(with-tools,-text-only) · reasoning
46.0%
ReportedOct 2026
MCP Atlasmcp-atlas · reasoning
76.0%
ReportedOct 2026
SWE-Bench Verifiedswe-bench-verified · reasoning
77.6%
ReportedOct 2026
Terminal-Bench 2.1terminal-bench-2.1 · reasoning
63.8%
ReportedOct 2026
Vision1 result
MMMU-Prommmu-pro · vision
73.5%
ReportedOct 2026

Learn what each benchmark measures ↗