# Planning İlgili Makaleler

HTX Haber Merkezi, kripto endüstrisindeki piyasa trendleri, proje güncellemeleri, teknoloji gelişmeleri ve düzenleyici politikaları kapsayan "Planning" hakkında en son makaleleri ve derinlemesine analizleri sunmaktadır.

World Models Shift from Prediction to Planning: HWM and the Challenge of Long-Horizon Control

World models have evolved from focusing on representation learning and future prediction to addressing long-horizon planning challenges. While models like V-JEPA 2 demonstrate strong predictive capabilities using large-scale video pre-training, they struggle with multi-stage control tasks due to error accumulation and exponential growth in action search space. HWM (Hierarchical World Model) introduces a two-level planning structure: a high-level planner outlines coarse subgoals over longer time horizons, while a low-level executor handles short-term actions. This decomposition reduces planning complexity and error propagation. In experiments, HWM achieved 70% success in real-world robotic tasks where flat models failed entirely. Complementary efforts include V-JEPA (focused on representation), HWM (on hierarchical planning), and WAV (World Action Verifier, on self-correction). Together, they mark a shift from pure world modeling to integrated systems capable of prediction, planning, and verification—key to deploying world models in real-world agents and long-term tasks.

marsbit17 saat önce

World Models Shift from Prediction to Planning: HWM and the Challenge of Long-Horizon Control

marsbit17 saat önce

The Bitcoin Inheritance Challenge: How to Help Your Family Recover Your Assets?

Self-custody of Bitcoin fundamentally changes estate planning. A robust inheritance plan must protect assets during the owner’s lifetime while ensuring designated individuals can recover them after death. Bitcoin’s key advantage—bypassing banks and custodians—also complicates inheritance, as the network only recognizes cryptographic keys, not legal documents. Key challenges include balancing security and accessibility, managing technical complexity for non-expert heirs, preserving privacy, and ensuring long-term viability. Common solutions include: 1. Custodial Inheritance: Relies on exchanges or institutions, sacrificing self-custody benefits for familiar legal processes. 2. DIY Inheritance: Ranges from simple seed-phrase handovers to complex multisig setups. High autonomy but requires technical competence from heirs. 3. Assisted Custody: Uses a service provider for multisig setup and recovery guidance, improving usability but depending on the provider’s longevity. 4. On-Chain Collaborative Inheritance: Combines assisted recovery with on-chain fallbacks (e.g., timelocks), ensuring access even if the provider fails. The strongest plans integrate a smooth, guided recovery path with a durable on-chain backup. Regular testing and updates are crucial. Inheritance isn’t just a technical issue—it must align with legal frameworks and family circumstances. Ultimately, a well-designed Bitcoin inheritance plan ensures assets remain secure, private, and recoverable for generations.

比推03/18 12:38

The Bitcoin Inheritance Challenge: How to Help Your Family Recover Your Assets?

比推03/18 12:38

Pundit Says XRP Won’t Change Your Life If You Keep Doing This

Crypto pundit Jake Claver warns that XRP's price appreciation alone won’t guarantee financial transformation if investors fail to plan their exits strategically. He emphasizes that emotional trading—such as panic selling during volatility or holding too long for unrealistic gains—undermines potential profits. Without predefined profit targets, risk limits, and exit timing, investors often miss key opportunities or sell at suboptimal levels. Claver argues that preparation and discipline are essential to capitalize on XRP’s brief but significant price movements. Ultimately, financial success depends not on market performance alone, but on structured decision-making and emotional control.

bitcoinist01/07 06:02

Pundit Says XRP Won’t Change Your Life If You Keep Doing This

bitcoinist01/07 06:02

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