A South Korean court ordered billionaire Smilegate founder Kwon Hyuk-bin to give his wife a 35% stake in the company he founded and owns as part of their divorce, in what would be the country’s biggest-ever marital settlement.

A South Korean court ordered the billionaire founder of gaming giant Smilegate to pay his wife a settlement of 2.55 trillion won ($1.9 billion) including handing over 35% of the company, setting the stage for the country’s biggest divorce ever. Read more: 📷: CFOTO/Future Publishing/Getty Images; Smilegate Newsroom

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Must-read papers of the week ▪️ Agent Lightning v1.0: Towards Harnessed Agentic RL ▪️ LEGO-RL: Harness-Native Reinforcement Learning for Coding Agents ▪️ EnvHarness: Awakening Static Worlds for Agent Learning ▪️ SPADE: Self-Play in Adaptive Synthetic Executable Environments ▪️ SkillGate: Training In-Policy Skill Selection in Long-Horizon Agents ▪️ Looped Language Models Improve Compositional Tool Calling ▪️ Graph Engineering in the Era of LLM Agents ▪️ Chain-of-Experience for Continual LLM Improvement ▪️ Cross-Model Memory Transfer via Target-Side Reader Adaptation ▪️ CLEAR: Continuous Latent Adapter Routing for Utility-Preserving LLM Safety Alignment ▪️ EXIMO: VLM Guided Exploration of VLA Policies ▪️ FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution ▪️ Llama-Mobile: Efficient 2.7-Bit Quantization of VLMs ▪️ Improving the Matrix Multiplication Exponent with Modern Optimization and AlphaEvolve Here is the full list of the most interesting papers + links: