Home
MiniMax and Tencent Cloud Partner to Achieve Full Stable Operation of RL Sandbox for Million-Level Agent Training
The shift of AI agents from research labs to real-world applications is placing unprecedented demands on the infrastructure that supports them.
Recently, MiniMax and Tencent Cloud announced a deep partnership and successfully completed a key milestone in agent infrastructure. Leveraging Tencent Cloud 's powerful compute scheduling and cloud-native capabilities, MiniMax began deploying an agent reinforcement learning (RL) sandbox with throughput in the millions and tens of thousands of concurrent connections, achieving full stability in the test environment.
Reinforcement learning is essential for improving AI agents' decision-making. However, large-scale agent training often brings high computational costs and environment setup challenges. The standout achievement of this collaboration is that Tencent Cloud helped MiniMax 's RL framework Forge make a major leap forward:
Extreme efficiency: The training environment supports "second-level activation," drastically cutting experiment preparation time.
Resource optimization: Dynamic resource management with a "use-and-release" approach ensures no computing power is wasted.
Cost reduction and performance boost: A more stable, faster training process significantly lowers the overall cost of large-scale training.
As an AI startup valued higher than some legacy internet giants, MiniMax has been active on both capital and technology fronts. Its market value has continued to rise, and overseas market share now exceeds 70%. This partnership with Tencent Cloud is not just a technical win-win; it also sets an industry benchmark for large-scale agent sandbox deployment.
As the prototype of an AI-era "operating system" begins to take shape, a more efficient underlying sandbox will accelerate agent evolution. With MiniMax deepening its reinforcement learning research, a million-level agent ecosystem capable of self-learning and rapid iteration is drawing closer to reality.
Related article
Apple, Google Partner With Anthropic to Address 27-Year-Old Vulnerability via Glass Wing Protection
As artificial intelligence advances rapidly in code generation and logical reasoning, the cybersecurity landscape faces unprecedented challenges. Recently, the prominent AI startup Anthropic officially launched a cross-industry collaboration called *
OpenAI Chief Scientist Addresses AI Reasoning Transparency Debate: Complexity Steady, No Sudden Jump
On September 2, Jakub Pachocki, OpenAI’s Chief Scientist, addressed public concerns on X regarding the AI model Astra, clarifying claims that it operates without oversight and lacks transparent reasoning.Why the Controversy Erupted: Deep Recurrence O
U.S. Navy Selects Blue Water Autonomy for Deep-Sea Survey Missions
Blue Water Autonomy’s Liberty Class is a 190-foot steel autonomous ship. | Source: Blue Water AutonomyBoston-based technology and shipbuilding firm Blue Water Autonomy has secured a multiple-award contract with the Naval Oceanographic Office (NAVOCEA
Related Special Topic Recommendations
Text-to-speech
Best AI Text to Speech Tools for Online Courses
2026 Latest Best Top-rated AI Text to Speech Tools for Online Courses are curated by XIX.AI based on rigorous real-world tests and weekly updated rankings. These powerful tools help creators deliver crystal-clear audio content effortlessly, boosting writing efficiency and streamlining course production. Check out the free vs paid comparison to find your perfect fit. Explore now to unlock your AI edge in online education.
10 tools
xix.ai
writing
AI Blog Title Tools for Higher Click Through Rates
2026 Latest Best Top-Rated AI Blog Title Tools for Higher Click Through Rates! XIX.AI has carefully curated a powerful, game-changing collection of top tools that go through rigorous real-world tests. You’ll find a free vs paid comparison, weekly updated rankings, and detailed insights to help you boost your blog’s traffic efficiently. Must-try options are highlighted to help you unlock your AI edge. Explore now!
10 tools
xix.ai
automation
Best AI Task Routing Tools for Support Workflows
2026 Latest Best Top-rated AI Task Routing Tools for Support Workflows! XIX.AI has curated a highly powerful game-changing collection of must-try solutions, all undergoing rigorous real-world tests and updated weekly. These tools streamline workflows, boost productivity, and help teams deliver faster, more efficient support. Explore now to discover your perfect tool and unlock your AI edge!
17 tools
xix.ai
Academic Research
AI Citation and Paper Summary Tools
2026 Latest Best Top-Rated AI Citation and Paper Summary Tools Curated by XIX.AI. Get powerful game-changing solutions for quick content creation, improved writing efficiency, and boosting productivity. We offer a free vs paid comparison along with real-world tests and weekly updated rankings to help you find the must-try tool that fits your needs perfectly. Explore now to Unlock your AI edge.
10 tools
xix.ai
Productivity
Best AI Productivity Tools for Daily Work
2026 Latest Best Top-Rated AI Productivity Tools for Daily Work! XIX.AI has curated a powerful, game-changing selection based on rigorous weekly updated rankings and real-world tests. You’ll find must-try options that boost writing efficiency, streamline content creation, and help you overcome daily work challenges. Get a free vs paid comparison to find the perfect fit for your needs. Explore now to unlock your AI edge!
9 tools
xix.ai
Academic Research
AI Systematic Review Tools for Research Screening
2026 Latest Best Top-Rated AI Systematic Review Tools for Research Screening are here on XIX.AI! This curated collection includes powerful, game-changing solutions that go through rigorous real-world tests to deliver accurate results. We also offer a free vs paid comparison along with weekly updated rankings to help you find the must-try option that boosts your research efficiency significantly. Explore now to unlock your AI edge in academic work!
11 tools
xix.ai
Comments (0)
0/500
The shift of AI agents from research labs to real-world applications is placing unprecedented demands on the infrastructure that supports them.
Recently,
Reinforcement learning is essential for improving AI agents' decision-making. However, large-scale agent training often brings high computational costs and environment setup challenges. The standout achievement of this collaboration is that
Extreme efficiency: The training environment supports "second-level activation," drastically cutting experiment preparation time.
Resource optimization: Dynamic resource management with a "use-and-release" approach ensures no computing power is wasted.
Cost reduction and performance boost: A more stable, faster training process significantly lowers the overall cost of large-scale training.
As an AI startup valued higher than some legacy internet giants,
As the prototype of an AI-era "operating system" begins to take shape, a more efficient underlying sandbox will accelerate agent evolution. With
Apple, Google Partner With Anthropic to Address 27-Year-Old Vulnerability via Glass Wing Protection
As artificial intelligence advances rapidly in code generation and logical reasoning, the cybersecurity landscape faces unprecedented challenges. Recently, the prominent AI startup Anthropic officially launched a cross-industry collaboration called *
OpenAI Chief Scientist Addresses AI Reasoning Transparency Debate: Complexity Steady, No Sudden Jump
On September 2, Jakub Pachocki, OpenAI’s Chief Scientist, addressed public concerns on X regarding the AI model Astra, clarifying claims that it operates without oversight and lacks transparent reasoning.Why the Controversy Erupted: Deep Recurrence O
U.S. Navy Selects Blue Water Autonomy for Deep-Sea Survey Missions
Blue Water Autonomy’s Liberty Class is a 190-foot steel autonomous ship. | Source: Blue Water AutonomyBoston-based technology and shipbuilding firm Blue Water Autonomy has secured a multiple-award contract with the Naval Oceanographic Office (NAVOCEA
2026 Latest Best Top-rated AI Text to Speech Tools for Online Courses are curated by XIX.AI based on rigorous real-world tests and weekly updated rankings. These powerful tools help creators deliver crystal-clear audio content effortlessly, boosting writing efficiency and streamlining course production. Check out the free vs paid comparison to find your perfect fit. Explore now to unlock your AI edge in online education.
10 tools
xix.ai
2026 Latest Best Top-Rated AI Blog Title Tools for Higher Click Through Rates! XIX.AI has carefully curated a powerful, game-changing collection of top tools that go through rigorous real-world tests. You’ll find a free vs paid comparison, weekly updated rankings, and detailed insights to help you boost your blog’s traffic efficiently. Must-try options are highlighted to help you unlock your AI edge. Explore now!
10 tools
xix.ai
2026 Latest Best Top-rated AI Task Routing Tools for Support Workflows! XIX.AI has curated a highly powerful game-changing collection of must-try solutions, all undergoing rigorous real-world tests and updated weekly. These tools streamline workflows, boost productivity, and help teams deliver faster, more efficient support. Explore now to discover your perfect tool and unlock your AI edge!
17 tools
xix.ai
2026 Latest Best Top-Rated AI Citation and Paper Summary Tools Curated by XIX.AI. Get powerful game-changing solutions for quick content creation, improved writing efficiency, and boosting productivity. We offer a free vs paid comparison along with real-world tests and weekly updated rankings to help you find the must-try tool that fits your needs perfectly. Explore now to Unlock your AI edge.
10 tools
xix.ai
2026 Latest Best Top-Rated AI Productivity Tools for Daily Work! XIX.AI has curated a powerful, game-changing selection based on rigorous weekly updated rankings and real-world tests. You’ll find must-try options that boost writing efficiency, streamline content creation, and help you overcome daily work challenges. Get a free vs paid comparison to find the perfect fit for your needs. Explore now to unlock your AI edge!
9 tools
xix.ai
2026 Latest Best Top-Rated AI Systematic Review Tools for Research Screening are here on XIX.AI! This curated collection includes powerful, game-changing solutions that go through rigorous real-world tests to deliver accurate results. We also offer a free vs paid comparison along with weekly updated rankings to help you find the must-try option that boosts your research efficiency significantly. Explore now to unlock your AI edge in academic work!
11 tools
xix.ai
