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MBZUAI Researchers Introduce PAN: A General World Model For Interactable Long Horizon Simulation MarkTechPost

MBZUAI Researchers Introduce PAN: A General World Model For Interactable Long Horizon Simulation MarkTechPost

MBZUAI Researchers Introduce PAN: A General World Model For Interactable Long Horizon SimulationMarkTechPost Most text to video models generate a single clip from a prompt and then stop. They do not keep an internal world state that persists as actions arrive over time. PAN, a new model from MBZUAI’s Institute of Foundation Models, is designed to fill that gap by acting as a general world model that predicts
The post MBZUAI Researchers Introduce PAN: A General World Model For Interactable Long Horizon Simulation appeared first on MarkTechPost.

 Most text to video models generate a single clip from a prompt and then stop. They do not keep an internal world state that persists as actions arrive over time. PAN, a new model from MBZUAI’s Institute of Foundation Models, is designed to fill that gap by acting as a general world model that predicts
The post MBZUAI Researchers Introduce PAN: A General World Model For Interactable Long Horizon Simulation appeared first on MarkTechPost. Read More  

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How to Design a Fully Interactive, Reactive, and Dynamic Terminal-Based Data Dashboard Using Textual? MarkTechPost

How to Design a Fully Interactive, Reactive, and Dynamic Terminal-Based Data Dashboard Using Textual?MarkTechPost In this tutorial, we build an advanced interactive dashboard using Textual, and we explore how terminal-first UI frameworks can feel as expressive and dynamic as modern web dashboards. As we write and run each snippet, we actively construct the interface piece by piece, widgets, layouts, reactive state, and event flows, so we can see how
The post How to Design a Fully Interactive, Reactive, and Dynamic Terminal-Based Data Dashboard Using Textual? appeared first on MarkTechPost.

 In this tutorial, we build an advanced interactive dashboard using Textual, and we explore how terminal-first UI frameworks can feel as expressive and dynamic as modern web dashboards. As we write and run each snippet, we actively construct the interface piece by piece, widgets, layouts, reactive state, and event flows, so we can see how
The post How to Design a Fully Interactive, Reactive, and Dynamic Terminal-Based Data Dashboard Using Textual? appeared first on MarkTechPost. Read More  

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Comparing the Top 5 AI Agent Architectures in 2025: Hierarchical, Swarm, Meta Learning, Modular, Evolutionary MarkTechPost

Comparing the Top 5 AI Agent Architectures in 2025: Hierarchical, Swarm, Meta Learning, Modular, EvolutionaryMarkTechPost In 2025, ‘building an AI agent’ mostly means choosing an agent architecture: how perception, memory, learning, planning, and action are organized and coordinated. This comparison article looks at 5 concrete architectures: Comparison of the 5 architectures Architecture Control topology Learning focus Typical use cases Hierarchical Cognitive Agent Centralized, layered Layer specific control and planning Robotics,
The post Comparing the Top 5 AI Agent Architectures in 2025: Hierarchical, Swarm, Meta Learning, Modular, Evolutionary appeared first on MarkTechPost.

 In 2025, ‘building an AI agent’ mostly means choosing an agent architecture: how perception, memory, learning, planning, and action are organized and coordinated. This comparison article looks at 5 concrete architectures: Comparison of the 5 architectures Architecture Control topology Learning focus Typical use cases Hierarchical Cognitive Agent Centralized, layered Layer specific control and planning Robotics,
The post Comparing the Top 5 AI Agent Architectures in 2025: Hierarchical, Swarm, Meta Learning, Modular, Evolutionary appeared first on MarkTechPost. Read More  

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RondoDox Exploits Unpatched XWiki Servers to Pull More Devices Into Its BotnetThe Hacker Newsinfo@thehackernews.com (The Hacker News)

The botnet malware known as RondoDox has been observed targeting unpatched XWiki instances against a critical security flaw that could allow attackers to achieve arbitrary code execution. The vulnerability in question is CVE-2025-24893 (CVSS score: 9.8), an eval injection bug that could allow any guest user to perform arbitrary remote code execution through a request […]

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Five Plead Guilty in U.S. for Helping North Korean IT Workers Infiltrate 136 CompaniesThe Hacker Newsinfo@thehackernews.com (The Hacker News)

The U.S. Department of Justice (DoJ) on Friday announced that five individuals have pleaded guilty to assisting North Korea’s illicit revenue generation schemes by enabling information technology (IT) worker fraud in violation of international sanctions. The five individuals are listed below – Audricus Phagnasay, 24 Jason Salazar, 30 Alexander Paul Travis, 34 Oleksandr Didenko, 28, […]

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Honeypot: FortiWeb CVE-2025-64446 Exploits, (Sat, Nov 15th)SANS Internet Storm Center, InfoCON: green

Like many have reported, we too noticed exploit attempts for CVE-2025-64446 in our honeypots. These are POST requests to this path: With this User Agent String: And this is the data of the POST request: This creates a new admin user (profile: prof_admin). You can find this JSON data back in this PoC.   Didier Stevens […]