2d:"/_next/static/chunks/3lmrrf9b1zh35.js" 2e:"/_next/static/chunks/2r1xzo4_2ykss.js" 2f:"AIDirectoryClient" 30:I[73788,["$3","$4","$5","$6","$2d","$2e"],"$2f"] 2a:["$","div",null,{"children":[["$","div",null,{"className":"flex items-start gap-3.5 mb-3","children":[["$","div",null,{"className":"w-12 h-12 rounded-xl bg-slate-100 dark:bg-white/5 border border-slate-200/60 dark:border-white/10 flex items-center justify-center overflow-hidden shrink-0","children":["$","img",null,{"src":"https://www.google.com/s2/favicons?domain=kimi.com&sz=128","alt":"Kimi K3","className":"w-full h-full object-contain p-1.5","loading":"lazy"}]}],["$","div",null,{"className":"min-w-0 flex-1","children":[["$","h3",null,{"className":"font-bold text-sm sm:text-base text-slate-900 dark:text-white group-hover:text-emerald-500 transition-colors truncate","children":"Kimi K3"}],["$","span",null,{"className":"inline-block mt-1 text-[11px] font-semibold text-emerald-600 dark:text-emerald-400","children":"AI Large Language Models"}]]}]]}],["$","p",null,{"className":"text-xs text-slate-600 dark:text-slate-400 line-clamp-2 mb-4 leading-relaxed","children":"Context-aware software development platform for rapid engineering workflows."}]]}] 2b:["$","div",null,{"className":"flex items-center justify-between pt-3 border-t border-slate-100 dark:border-white/5 text-xs","children":[["$","span",null,{"className":"font-bold text-slate-700 dark:text-slate-300","children":"Freemium"}],["$","span",null,{"className":"text-emerald-500 font-semibold group-hover:translate-x-0.5 transition-transform","children":"View Details →"}]]}] 31:Te0a,

Summary: Inkling is an open-weight, multimodal AI model developed by Thinking Machines Lab, released on July 15, 2026. Built using a Mixture-of-Experts (MoE) transformer architecture, it supports text, image, and audio understanding, reasoning, coding, and AI agent workflows. The model has 975 billion total parameters, with 41 billion active parameters, and supports a context window of up to 1 million tokens. Developers can customize and fine-tune Inkling through the company's Tinker platform or deploy its weights through supported AI infrastructure providers.

What is Inkling?

Inkling is a general-purpose open-weight foundation model created by Thinking Machines Lab. It is designed to support a broad range of AI applications, including conversational assistants, coding tools, multimodal applications, and autonomous AI agents. Unlike proprietary models that restrict access to their underlying weights, Inkling makes its full model weights available so developers and researchers can customize and integrate it into their own applications.

The model uses a Mixture-of-Experts transformer architecture with 975 billion total parameters and 41 billion active parameters. It was pretrained on approximately 45 trillion tokens covering text, images, audio, and video. Its architecture is designed to balance performance and computational efficiency by activating only a portion of its parameters for each token.

Inkling natively processes text, image, and audio inputs, making it suitable for multimodal AI applications. Its capabilities include reasoning, instruction following, coding, factual question answering, visual understanding, audio processing, and tool use. It also supports controllable thinking effort, allowing developers to balance response quality, processing time, and computational cost.

One of Inkling's major advantages is its customization capability. Through Tinker, Thinking Machines Lab's model-training platform, developers can fine-tune the model for specialized tasks and organizational requirements. The company also demonstrated Inkling fine-tuning itself to adopt a specific writing behavior, showcasing how its weights can be customized for targeted applications.

Inkling is designed for developers building AI-powered products rather than being only a consumer chatbot. Its weights are available through Hugging Face, while API and deployment options include Together AI, Fireworks, Modal, Databricks, and Baseten. It is released under the Apache 2.0 license, supporting research, customization, and commercial integration subject to the license terms.

Verifiable Stats

Tool Name: Inkling.
Developer: Thinking Machines Lab, Inc.
Launch Date: July 15, 2026.
Model Architecture: Sparse Mixture-of-Experts (MoE) transformer.
Total Parameters: 975 billion, with 41 billion active parameters.
Training Data: Approximately 45 trillion tokens of text, images, audio, and video.
Context Window: Up to 1 million tokens; Tinker currently offers 64K and 256K context options.
Input Modalities: Text, images, and audio.
Primary Capabilities: AI reasoning, coding, multimodal understanding, instruction following, and agentic tool use.
License: Apache 2.0 open-weight license.

32:Tcd1,

Summary: Kimi K3 is an advanced open-weight AI model developed by Moonshot AI, designed for complex reasoning, long-horizon coding, multimodal understanding, and knowledge-intensive tasks. Built with a 2.8-trillion-parameter Mixture-of-Experts (MoE) architecture, it features native vision capabilities and a 1-million-token context window. The model supports software development, research, document analysis, visual reasoning, and autonomous AI workflows. Kimi K3 is accessible through Kimi.com, Kimi Work, Kimi Code, and the Kimi API.

What is Kimi K3?

Kimi K3 is a flagship large language model developed by Moonshot AI, a Chinese artificial intelligence company. It is designed to handle demanding AI tasks that require advanced reasoning, long-term context retention, coding capabilities, and multimodal understanding.

The model uses a Mixture-of-Experts architecture with 2.8 trillion total parameters and approximately 104 billion activated parameters. Its architecture combines Kimi Delta Attention (KDA), Attention Residuals (AttnRes), and a Stable LatentMoE framework to improve computational efficiency and information processing.

One of Kimi K3's major capabilities is its 1-million-token context window, allowing it to process extensive documents, large code repositories, research materials, and other information within a single context. Its native vision capabilities also allow it to understand visual inputs and work with image-based tasks.

For software developers, Kimi K3 supports complex coding workflows, repository analysis, GPU kernel optimization, compiler development, and interactive application creation. It can also use visual feedback, such as screenshots, to refine software interfaces and interactive experiences.

Beyond coding, Kimi K3 supports knowledge-intensive workflows such as deep research, scientific analysis, document understanding, and the creation of interactive visualizations and dashboards. Its open-weight availability also gives developers and organizations opportunities to deploy, integrate, and experiment with the model.

Verifiable Stats

Developer: Moonshot AI.
Model Release: July 2026; the model was introduced publicly in July, with subsequent availability across additional platforms.
Model Architecture: Mixture-of-Experts (MoE), using Kimi Delta Attention and Attention Residuals.
Total Parameters: 2.8 trillion.
Active Parameters: Approximately 104 billion per token.
Context Window: 1,048,576 tokens (1 million tokens).
Supported Modalities: Text and image; the model's technical materials also describe video understanding capabilities.
Core Capabilities: Advanced reasoning, long-horizon coding, visual understanding, deep research, and agentic knowledge work.
Availability: Kimi.com, Kimi Work, Kimi Code, and Kimi API.
Open Weights: Released under the Kimi K3 License, enabling research, deployment, and further development.

2c:["$","$L30","coding-development-ai-llm",{"initialCategorySlug":"coding-development","initialIndustrySlug":"$undefined","initialSubcategorySlug":"ai-llm","initialPage":1,"initialCategories":[{"id":12,"name":"NSFW","slug":"nsfw-ai","display_order":0,"created_at":"2026-04-22 12:20:46","tool_count":65},{"id":15,"name":"Video & Animation","slug":"video-animation","display_order":0,"created_at":"2026-10-14 14:22:25","tool_count":79},{"id":9,"name":"Agents & Chatbots","slug":"ai-agents","display_order":1,"created_at":"2026-03-11 10:50:25","tool_count":39},{"id":4,"name":"Productivity & Automation","slug":"productivity-automation","display_order":2,"created_at":"2026-03-11 10:50:25","tool_count":57},{"id":6,"name":"Development & Coding","slug":"coding-development","display_order":3,"created_at":"2026-03-11 10:50:25","tool_count":54},{"id":7,"name":"Education & Research","slug":"education-research","display_order":4,"created_at":"2026-03-11 10:50:25","tool_count":19},{"id":8,"name":"Business, Finance & Legal","slug":"business-finance-legal","display_order":5,"created_at":"2026-03-11 10:50:25","tool_count":11},{"id":2,"name":"Image & Design","slug":"image-design","display_order":6,"created_at":"2026-03-11 10:50:25","tool_count":67},{"id":10,"name":"Lifestyle & Entertainment","slug":"lifestyle-entertainment","display_order":7,"created_at":"2026-03-11 10:50:25","tool_count":13},{"id":5,"name":"Marketing & Sales","slug":"marketing-sales","display_order":8,"created_at":"2026-03-11 10:50:25","tool_count":26},{"id":3,"name":"Audio & Music","slug":"audio-music","display_order":9,"created_at":"2026-03-11 10:50:25","tool_count":22},{"id":1,"name":"Writing & Content","slug":"writing-content","display_order":10,"created_at":"2026-03-11 10:50:25","tool_count":30}],"initialTools":[{"id":"561","name":"Inkling","slug":"inkling","tagline":"AI-powered coding companion built for high-velocity software engineering.","description":"$31","logo_url":"https://www.google.com/s2/favicons?domain=thinkingmachines.ai&sz=128","website_url":"https://thinkingmachines.ai/news/introducing-inkling/","youtube_url":"","views_count":52,"package":"Basic","pricing_type":"Freemium","price":0,"admin_rating":"8.5","google_rating":"$undefined","google_review_count":"$undefined","top_featured":0,"top_tool_month":0,"display_order":"0","status":"active","tags":["inkling","ai-tool","developer-tools","ai-coding","code-completion","ide-extension","terminal-cli","software-engineering"],"launched_date":"2023-01-08","created_at":"2026-11-02 12:48:19","category_id":"6","category_name":"Development & Coding","category_slug":"coding-development","industry_id":null,"industry_name":null,"industry_slug":null,"subcategory_id":"119","subcategory_name":"AI Large Language Models","subcategory_slug":"ai-llm","rev_rating":"0.0","review_count":1,"rating":8.5,"is_featured":false,"pricing":"Freemium","starting_price":0,"categories":{"id":"6","name":"Development & Coding","slug":"coding-development"}},{"id":"565","name":"Kimi K3","slug":"kimi-k3","tagline":"Context-aware software development platform for rapid engineering workflows.","description":"$32","logo_url":"https://www.google.com/s2/favicons?domain=kimi.com&sz=128","website_url":"https://www.kimi.com/en/blog/kimi-k3","youtube_url":"","views_count":52,"package":"Basic","pricing_type":"Freemium","price":0,"admin_rating":"8.5","google_rating":"$undefined","google_review_count":"$undefined","top_featured":0,"top_tool_month":0,"display_order":"0","status":"active","tags":["kimi-k3","ai-tool","developer-tools","ai-coding","code-completion","ide-extension","terminal-cli","software-engineering"],"launched_date":"2023-11-15","created_at":"2026-11-02 13:49:50","category_id":"6","category_name":"Development & Coding","category_slug":"coding-development","industry_id":null,"industry_name":null,"industry_slug":null,"subcategory_id":"119","subcategory_name":"AI Large Language Models","subcategory_slug":"ai-llm","rev_rating":"0.0","review_count":1,"rating":8.5,"is_featured":false,"pricing":"Freemium","starting_price":0,"categories":{"id":"6","name":"Development & Coding","slug":"coding-development"}}],"initialTotal":2,"initialFilters":{"subcategories":[{"id":52,"name":"AI Developer Tools","slug":"ai-developer-tools","count":22},{"id":50,"name":"AI API Tools","slug":"ai-api-tools","count":8},{"id":51,"name":"AI App Builders","slug":"ai-app-builders","count":7},{"id":47,"name":"AI Code Assistants","slug":"ai-code-assistants","count":6},{"id":49,"name":"AI Website Builders","slug":"ai-website-builders","count":3},{"id":119,"name":"AI Large Language Models","slug":"ai-llm","count":2},{"id":134,"name":"AI Coding Agents","slug":"ai-coding-agents","count":1},{"id":48,"name":"AI Debugging Tools","slug":"ai-debugging-tools","count":1},{"id":132,"name":"AI Testing Tools","slug":"ai-testing-tools","count":1}],"pricing":[{"id":"free","label":"Free","count":8},{"id":"freemium","label":"Freemium","count":40},{"id":"paid","label":"Paid","count":3}],"ratings":[]}}]

Best AI Llm AI Tools & Software (2026)

Inkling

Kimi K3