HomeAnt Group Open-Sources Trillion-Parameter Ling-2.6-1T to Boost Quick Thinking
The Ling-2.6-1T, a trillion-parameter flagship model developed by Ant Group's Bailing Large Model team, was announced today as open-source for developers. Rather than simply increasing parameter count, it focuses on systematically improving instruction following, tool usage, and long-context handling in real-world complex tasks.
Architectural Innovation Powers an Efficient "Fast Thinking" Mechanism
Ling-2.6-1T uses an innovative hybrid architecture that cuts token costs via an enhanced reward strategy that reduces process redundancy. This fast-thinking mechanism enables high-quality output at lower cost while preserving the full capability of a trillion-parameter model, greatly improving the intelligence-to-cost ratio.
For complex workflows, the model improves learning of composite tasks. In several authoritative benchmark evaluations for execution tasks, Ling-2.6-1T shows strong multi-step execution abilities, achieving top-tier open-source performance in code generation, bug fixing, and precise reasoning under noisy conditions.
Full-Stack Compatibility Enables Enterprise Production Deployment
To make the trillion-parameter model usable in production, Ling-2.6-1T offers high compatibility with major Agent frameworks. It adapts to complex business scenarios involving multiple tools and constraints, aiming to serve as a core capability that can be deployed and maintained within enterprise systems.
The model is now available on open-source platforms like Hugging Face and ModelScope. To help developers worldwide try and evaluate it, the team also extended the free API call service on OpenRouter by one week, further lowering the barrier to using the trillion-parameter model.
Hugging Face: https://huggingface.co/inclusionAI/Ling-2.6-1T
ModelScope: https://www.modelscope.cn/models/inclusionAI/Ling-2.6-1T
Related article
Apple Smart Glasses Could Debut at WWDC27, Highlighting Privacy Protection
Bloomberg’s Mark Gurman reports that Apple’s smart glasses, codenamed N50, are slated for a WWDC27 debut in June 2027, with a retail launch expected in autumn 2027. Originally targeted for late this year and early 2027, the device’s release has been
Inside Details Exposed About Next-Gen Gemini: Strained Computing Power, Internal Teams Disagreed on Development Priorities and Resource Allocation
Reports indicate that the launch of Google’s highly anticipated next-generation Gemini model has been pushed back. Internal disagreements over development priorities and resource allocation, combined with limited computing capacity and complex approv
OpenAI Dismisses Growth Slowdown Concerns, Says Multiple Business Units Accelerating
In response to external scrutiny regarding decelerating sales growth and missed internal benchmarks, AI leader OpenAI issued a confident statement on Tuesday, April 28. The company clarified that its consumer products and enterprise services are adva
Related Special Topic Recommendations
Music composition
Best AI Melody Writing Tools for Song Drafts
2026 Latest Best Top-Rated AI Melody Writing Tools for Song Drafts! XIX.AI has curated a highly powerful game-changing collection that goes through rigorous real-world tests to deliver the best writing experience. You can find detailed free vs paid comparisons, accurate rankings, and must-try options designed to help you create stunning song drafts effortlessly and boost your creative productivity significantly. Explore now to discover your perfect tool!
8 tools
xix.ai
chatbot
Best AI Conversation Trainer Tools for Interview Practice
2026 Latest Best Top-rated AI Conversation Trainer Tools for Interview Practice are here on XIX.AI! This curated collection features powerful, game-changing tools that go through rigorous real-world tests to deliver accurate feedback. You’ll find a free vs paid comparison and detailed rankings to help you choose the must-try option that boosts your confidence and skills. Explore now to Discover your perfect tool for interview success!
12 tools
xix.ai
Design & Art
Best AI Style Transfer Tools for Creative Experiments
2026 Latest Best Top-rated AI Style Transfer Tools for Creative Experiments! XIX.AI has curated a powerful, game-changing collection of must-try tools that deliver exceptional results through real-world tests and rigorous rankings. These top solutions help creatives boost productivity significantly by accelerating content creation and unlocking endless creative possibilities. Explore now to discover your perfect tool and start creating today!
9 tools
xix.ai
Comic Creation
Best AI Dialogue Bubble Tools for Visual Storytelling
2026 Latest Best Top-Rated AI Dialogue Bubble Tools for Visual Storytelling are here on XIX.AI! This curated collection features powerful, game-changing tools that help creators boost productivity and overcome creative bottlenecks. Get a free vs paid comparison, see real-world tests, and check the latest rankings to find the must-try solutions perfect for crafting engaging visual narratives. Explore now to discover your ideal tool!
10 tools
xix.ai
Meeting Assistant
Top AI Meeting Summary Tools: Track Decisions and Follow-Ups Clearly
2026 Latest Top-Rated Best AI Meeting Summary Tools for Clear Decision Tracking and Effortless Follow-Ups. This curated list showcases powerful, game-changing solutions that boost productivity dramatically by automating meeting notes, identifying key action items, and streamlining team coordination across all projects. Get a free vs paid comparison along with real-world tests and weekly updated rankings to help you find the perfect tool. Explore now to unlock your AI edge!
9 tools
xix.ai
Data Analysis
Best AI Data Cleaning Tools: Fix Missing Values and Duplicates Fast
2026 Latest Best Top-rated AI Data Cleaning Tools for quick fixing of missing values and duplicates. This curated list showcases powerful, game-changing solutions that boost productivity significantly. Each option has undergone rigorous real-world tests to ensure reliability. Get a free vs paid comparison and discover the must-try tool that fits your needs best. Explore now at XIX.AI to Unlock your AI edge.
11 tools
xix.ai
Comments (1)
0/500
![CharlesYoung]()
C’est vraiment surprenant de voir une entreprise comme Ant Group partager un modèle à un milliard de paramètres en open source, ça pourrait accélérer énormément le développement de certaines applications, mais je me demande comment ça va affecter la concurrence dans ce secteur.
The Ling-2.6-1T, a trillion-parameter flagship model developed by Ant Group's Bailing Large Model team, was announced today as open-source for developers. Rather than simply increasing parameter count, it focuses on systematically improving instruction following, tool usage, and long-context handling in real-world complex tasks.
Architectural Innovation Powers an Efficient "Fast Thinking" Mechanism
Ling-2.6-1T uses an innovative hybrid architecture that cuts token costs via an enhanced reward strategy that reduces process redundancy. This fast-thinking mechanism enables high-quality output at lower cost while preserving the full capability of a trillion-parameter model, greatly improving the intelligence-to-cost ratio.
For complex workflows, the model improves learning of composite tasks. In several authoritative benchmark evaluations for execution tasks, Ling-2.6-1T shows strong multi-step execution abilities, achieving top-tier open-source performance in code generation, bug fixing, and precise reasoning under noisy conditions.
Full-Stack Compatibility Enables Enterprise Production Deployment
To make the trillion-parameter model usable in production, Ling-2.6-1T offers high compatibility with major Agent frameworks. It adapts to complex business scenarios involving multiple tools and constraints, aiming to serve as a core capability that can be deployed and maintained within enterprise systems.
The model is now available on open-source platforms like Hugging Face and ModelScope. To help developers worldwide try and evaluate it, the team also extended the free API call service on OpenRouter by one week, further lowering the barrier to using the trillion-parameter model.
Hugging Face: https://huggingface.co/inclusionAI/Ling-2.6-1T
ModelScope: https://www.modelscope.cn/models/inclusionAI/Ling-2.6-1T
Apple Smart Glasses Could Debut at WWDC27, Highlighting Privacy Protection
Bloomberg’s Mark Gurman reports that Apple’s smart glasses, codenamed N50, are slated for a WWDC27 debut in June 2027, with a retail launch expected in autumn 2027. Originally targeted for late this year and early 2027, the device’s release has been
Inside Details Exposed About Next-Gen Gemini: Strained Computing Power, Internal Teams Disagreed on Development Priorities and Resource Allocation
Reports indicate that the launch of Google’s highly anticipated next-generation Gemini model has been pushed back. Internal disagreements over development priorities and resource allocation, combined with limited computing capacity and complex approv
OpenAI Dismisses Growth Slowdown Concerns, Says Multiple Business Units Accelerating
In response to external scrutiny regarding decelerating sales growth and missed internal benchmarks, AI leader OpenAI issued a confident statement on Tuesday, April 28. The company clarified that its consumer products and enterprise services are adva
2026 Latest Best Top-Rated AI Melody Writing Tools for Song Drafts! XIX.AI has curated a highly powerful game-changing collection that goes through rigorous real-world tests to deliver the best writing experience. You can find detailed free vs paid comparisons, accurate rankings, and must-try options designed to help you create stunning song drafts effortlessly and boost your creative productivity significantly. Explore now to discover your perfect tool!
8 tools
xix.ai
2026 Latest Best Top-rated AI Conversation Trainer Tools for Interview Practice are here on XIX.AI! This curated collection features powerful, game-changing tools that go through rigorous real-world tests to deliver accurate feedback. You’ll find a free vs paid comparison and detailed rankings to help you choose the must-try option that boosts your confidence and skills. Explore now to Discover your perfect tool for interview success!
12 tools
xix.ai
2026 Latest Best Top-rated AI Style Transfer Tools for Creative Experiments! XIX.AI has curated a powerful, game-changing collection of must-try tools that deliver exceptional results through real-world tests and rigorous rankings. These top solutions help creatives boost productivity significantly by accelerating content creation and unlocking endless creative possibilities. Explore now to discover your perfect tool and start creating today!
9 tools
xix.ai
2026 Latest Best Top-Rated AI Dialogue Bubble Tools for Visual Storytelling are here on XIX.AI! This curated collection features powerful, game-changing tools that help creators boost productivity and overcome creative bottlenecks. Get a free vs paid comparison, see real-world tests, and check the latest rankings to find the must-try solutions perfect for crafting engaging visual narratives. Explore now to discover your ideal tool!
10 tools
xix.ai
2026 Latest Top-Rated Best AI Meeting Summary Tools for Clear Decision Tracking and Effortless Follow-Ups. This curated list showcases powerful, game-changing solutions that boost productivity dramatically by automating meeting notes, identifying key action items, and streamlining team coordination across all projects. Get a free vs paid comparison along with real-world tests and weekly updated rankings to help you find the perfect tool. Explore now to unlock your AI edge!
9 tools
xix.ai
2026 Latest Best Top-rated AI Data Cleaning Tools for quick fixing of missing values and duplicates. This curated list showcases powerful, game-changing solutions that boost productivity significantly. Each option has undergone rigorous real-world tests to ensure reliability. Get a free vs paid comparison and discover the must-try tool that fits your needs best. Explore now at XIX.AI to Unlock your AI edge.
11 tools
xix.ai
C’est vraiment surprenant de voir une entreprise comme Ant Group partager un modèle à un milliard de paramètres en open source, ça pourrait accélérer énormément le développement de certaines applications, mais je me demande comment ça va affecter la concurrence dans ce secteur.
