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What is Twigg?
Twigg is a cutting-edge tool designed to manage context, transforming conventional linear chat threads into a dynamic, visually branching tree of conversation nodes that enables users to control the context presented to the model. This unique approach allows users to navigate various conversation routes by creating new branches from any node, while also optimizing their prompts through actions like cutting, copying, deleting, or relocating content, ultimately improving performance and reducing complexity. The platform boasts an intuitive dashboard that tracks token usage for each model, offering valuable insights into credit consumption. By granting control at the node level, Twigg reduces unnecessary token expenditure and supports simultaneous idea development without complicating the main workflow. It seamlessly integrates with leading models via a Bring Your Own Key (BYOK) system and is specifically designed for projects that demand prolonged engagement, thus earning the title of the “Git for LLMs” by providing version control, branching, and detailed context management for conversational AI tasks. Consequently, Twigg not only boosts the efficiency of user interactions but also equips users to enhance their conversational strategies more effectively. Additionally, its innovative features position Twigg as a transformative solution in the realm of conversational AI, fostering deeper and more meaningful exchanges.
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.
Integrations Supported
Claude Haiku 5.5
Claude Opus 5.5
Claude Sonnet 5.5
GPT-5 mini
Integrations Supported
.NET
Bash
Cheaper Inference
Cline
JavaScript
JetBrains Junie
API Availability
Has API
API Availability
Has API
Pricing Information
$6.66 per month
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.
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
Web-Based Support
Customer Service / Support
Web-Based Support
Training Options
Documentation Hub
Training Options
Documentation Hub
Company Facts
Organization Name
Twigg
Date Founded
2025
Company Location
United States
Company Website
twigg.ai/
Company Facts
Organization Name
Moonshot AI
Date Founded
2023
Company Location
China
Company Website
kimi.ai
Categories and Features
AI Tools
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