DeepSeek-V4.1-Flash
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What is Inkling 2 Small?
Inkling 2 Small is an advanced multimodal large language model developed by Thinking Machines Lab to support autonomous coding, complex reasoning, visual understanding, and customizable AI applications. The model uses a sparse mixture-of-experts transformer architecture containing 594 billion total parameters and 17 billion active parameters, with 48 decoder layers and 384 specialized experts. Its architecture combines local and global attention mechanisms with a vision transformer that processes images alongside text within a shared representation. Inkling 2 Small supports a context window of up to one million tokens, making it suitable for analyzing extensive documents, large software repositories, and long-running agent workflows. Configurable reasoning effort enables users to adjust the computational resources devoted to individual tasks based on their complexity and performance requirements. Its agentic software engineering capabilities include generating code, debugging applications, implementing features, verifying changes, and operating development tools across extended workflows. The model can also create interactive websites, games, three-dimensional simulations, and visual applications while using image-based feedback to evaluate and improve its results. Advanced research capabilities allow autonomous agents to conduct machine learning experiments, optimize GPU kernels, evaluate training strategies, and iteratively refine technical solutions. Thinking Machines Lab trained the model using 8.4 trillion pretraining tokens and a large reinforcement learning process involving more than 17 million rollouts across coding, scientific reasoning, visual tasks, knowledge work, and tool use. Published evaluation results include 25.4% on FrontierCode 2.0, 72.1% on DeepSWE 1.1, 86.3% on SWE-Bench Pro v2 Hard, and an Artificial Analysis Intelligence Index score of 31.
What is DeepSeek-V4.1-Flash?
DeepSeek-V4.1-Flash is an exceptionally efficient and versatile AI model designed for tackling complex tasks in programming, creativity, agentic functions, and spatial reasoning. Building upon the foundation laid by DeepSeek-V4-Flash, this iteration emphasizes swift output generation while maintaining strong performance on challenging tasks, achieving an impressive rate of over 400 tokens per second, with peak performance reaching around 427 tokens per second in testing environments. The model is adept at managing advanced programming assignments, creating immersive 3D worlds, producing voxel-based projects, and interpreting spatially complex scenes and simulations. Remarkable demonstrations highlight its adaptability through various environments, such as Minecraft-inspired landscapes, traditional Chinese gardens, racing circuits, dungeon explorations, and exploded camera perspectives, showcasing the fusion of coding abilities and spatial understanding. Its sophisticated features make it an excellent option for rapid prototyping, game development, 3D modeling, architectural design, academic inquiries, and a wide array of other technical or artistic projects where quick iteration is essential. Moreover, the model’s innovative functionalities enable it to seamlessly adjust to various project demands, significantly increasing its effectiveness across numerous fields and enhancing collaboration between creative and technical disciplines.
Integrations Supported
Buda
Cheaper Inference
Cline
ClinePass
DeepSeek
DeepSeek Harness
DeepSeek-V4
Novita AI
OpenClaw
API Availability
Has API
API Availability
Has API
Pricing Information
$0.30 per million input tokens
$0.30 per million input tokens, $0.03 per million cached input tokens, and $1.00 per million output tokens
Pricing Information
Free
Free Version
Supported Platforms
SaaS
Supported Platforms
SaaS
Windows
Mac
On-Prem
Linux
Customer Service / Support
Web-Based Support
Customer Service / Support
Web-Based Support
Training Options
Documentation Hub
Training Options
Documentation Hub
Company Facts
Organization Name
Thinking Machines Lab
Date Founded
2025
Company Location
United States
Company Website
thinkingmachines.ai/
Company Facts
Organization Name
DeepSeek
Date Founded
2023
Company Location
China
Company Website
deepseek.com
Categories and Features
AI Coding Models
Not specified
AI Models
Not specified
AI Reasoning Models
Not specified
AI Vision Models
Not specified
Open-Weight AI Models
Not specified
Small Language Models
Not specified
Categories and Features
AI Coding Models
Not specified
AI Models
Not specified
AI Reasoning Models
Not specified
Large Language Models
Not specified