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What is SubQ Snap 1.1?

SubQ Snap is an all-encompassing hosted multimodal decision-making framework designed for developers focused on building AI agents and enterprise workflows. By leveraging Subquadratic’s API, applications are able to send both text and image data along with targeted inquiries, resulting in structured responses that may feature labels, options, scores, and probabilities. This capability supports a multitude of tasks, including tool and file selection, decision routing, information triage, implementation of guardrails, item ranking, data classification, and validation of tests or results against established criteria. The system is adept at processing as many as 384K tokens of context while also handling image inputs, making it distinctly suited for making limited decisions rather than producing open-ended text, thus serving as a valuable enhancement to language models employed for planning or content generation. Additionally, the public-preview API documentation offers comprehensive examples of requests, guidance on how to access the model, and various decision formats available for user utilization. This innovative framework not only simplifies the decision-making process for developers but also significantly boosts the operational efficiency of AI-driven applications, paving the way for more effective workflows. By integrating visual and textual data effectively, SubQ Snap positions itself as a pivotal tool in the evolving landscape of AI technologies.

What is Kimi K3?

Kimi K3 is Moonshot AI’s most advanced model, designed for high-end reasoning, software engineering, multimodal understanding, knowledge work, and agentic AI applications. The model has 2.8 trillion parameters and is built on Kimi Delta Attention, a hybrid linear attention mechanism created for long-context performance. It also uses Attention Residuals and supports a native context window of up to 1 million tokens. This makes Kimi K3 suitable for tasks involving large codebases, long research materials, enterprise documentation, multi-file analysis, legal documents, technical manuals, and complex workflows. Kimi K3 always has thinking mode enabled, with reasoning effort configured through the reasoning_effort field and maximum effort currently supported as the default. Developers can use the model through an OpenAI-compatible API, making it easier to integrate with existing SDKs, clients, and application infrastructure. The model supports streaming responses with separate reasoning and final-answer deltas, allowing applications to display reasoning progress and final content differently. Kimi K3 also supports strict structured output with JSON Schema, partial mode for continuing from a prefix, custom tool calling, required tool use, and dynamic tool loading through system messages. Its vision capabilities support image and video inputs through base64 or uploaded files, enabling analysis of visual content alongside text. Automatic context caching helps workflows that reuse long prefixes, such as large knowledge bases or persistent system context, without requiring developers to manage cache IDs manually. By combining frontier-scale parameters, long-context processing, visual input, structured outputs, tool orchestration, and developer-friendly API compatibility, Kimi K3 gives teams a strong foundation for advanced AI agents, coding assistants, research systems, enterprise automation, and multimodal applications.

Media

Media

Integrations Supported

.NET
APIFree
Augment Code
C
C#
ClinePass
Dart
Kimi
Objective-C
Okara
OpenCode Go
R
React
Rust
Tailwind CSS
Together AI
Vercel AI Gateway
Visual Studio Code
YAML
ZooClaw

API Availability

Has API

API Availability

Has API

Pricing Information

$0.05/1M input tokens
$0.05 per 1 million input tokens; output tokens are free. SubQ Snap is in public preview, with access subject to capacity limits.

Pricing Information

$3 per 1M tokens (input)
Kimi K3 is priced per 1 million tokens:

Cached input: $0.30
Uncached input: $3.00
Output: $15.00
Context window: 1,048,576 tokens

Cached inputs cost 90% less than uncached inputs, while generated output is the most expensive token category. Prices exclude applicable taxes, which are calculated based on the customer’s jurisdiction.

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Subquadratic

Date Founded

2025

Company Location

United States

Company Website

subq.ai/

Company Facts

Organization Name

Moonshot AI

Date Founded

2023

Company Location

China

Company Website

kimi.ai

Categories and Features

AI Decision Models

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Open-Weight AI Models

Not specified

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