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Kimi-VL-A3B-Thinking

Efficient MoE vision-language model with long chain-of-thought reasoning, released April 2025.

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About

Kimi-VL-A3B-Thinking is Moonshot AI's reasoning-tuned vision-language model, released April 10, 2025 alongside the Kimi-VL family. Built on a 16.4B-parameter Mixture-of-Experts backbone that activates only 2.8B parameters per step, it was fine-tuned with long chain-of-thought supervised learning and reinforcement learning for deep multimodal reasoning.

It competes with much larger efficient VLMs such as Qwen2.5-VL-7B and Gemma-3-12B on math and visual reasoning benchmarks like MMMU, MathVision, and MathVista (vendor-reported), and supports 128K context with the native-resolution MoonViT encoder. Everything is released under the MIT license, with code and weights on GitHub and Hugging Face; a 2506 update in June 2025 pushed accuracy further with fewer thinking tokens.

Specs

Context window

Pricing

Free quota

API access

Weights

Open weights

Released

April 10, 2025

Benchmarks

Provider-reported unless a source says otherwise. Benchmarks are marketing-adjacent by nature — treat them as directional.

Use cases

visual-reasoningmath-and-diagramsdocument-qaai-agents

Trust score — 8/10

/10 trustVerified

Scored 8/10 (verified tier, metrics-v1). Evidence: Verified via vendor site/docs/GitHub and reputable coverage, wave 114; Trending score 84/100 from researcher assessment.

Sources