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Given the complexity of multi-tenant cloud environments and the growing need for real-time threat mitigation, Security Operations Centers (SOCs) must adopt AI-driven adaptive defense mechanisms to counter Advanced Persistent Threats (APTs). However, SOC analysts face challenges in handling adaptive adversarial tactics, requiring intelligent decision-support frameworks. We propose a Cognitive Hierarchy Theory-driven Deep Q-Network (CHT-DQN) framework that models interactive decision-making between SOC analysts and AI-driven APT bots. The SOC analyst (defender) operates at cognitive level-1, anticipating attacker strategies, while the APT bot (attacker) follows a level-0 policy. By incorporating CHT into DQN, our framework enhances adaptive SOC defense using Attack Graph (AG)-based reinforcement learning. Simulation experiments across varying AG complexities show that CHT-DQN consistently achieves higher data protection and lower action discrepancies compared to standard DQN. A theoretical lower bound further confirms its superiority as AG complexity increases. A human-in-the-loop (HITL) evaluation on Amazon Mechanical Turk (MTurk) reveals that SOC analysts using CHT-DQN-derived transition probabilities align more closely with adaptive attackers, leading to better defense outcomes. Moreover, human behavior aligns with Prospect Theory (PT) and Cumulative Prospect Theory (CPT): participants are less likely to reselect failed actions and more likely to persist with successful ones. This asymmetry reflects amplified loss sensitivity and biased probability weighting — underestimating gains after failure and overestimating continued success. Our findings highlight the potential of integrating cognitive models into deep reinforcement learning to improve real-time SOC decision-making for cloud security.

In a rather clever attack, hackers leveraged a weakness that allowed them to send a fake email that seemed delivered from Google’s systems, passing all verifications but pointing to a fraudulent page that collected logins.

The attacker leveraged Google’s infrastructure to trick recipients into accessing a legitimate-looking “support portal” that asks for Google account credentials.

The fraudulent message appeared to come from “[email protected]” and passed the DomainKeys Identified Mail (DKIM) authentication method but the real sender was different.

ASUS is warning about an authentication bypass vulnerability in routers with AiCloud enabled that could allow remote attackers to perform unauthorized execution of functions on the device.

The vulnerability, tracked under CVE-2025–2492 and rated critical (CVSS v4 score: 9.2), is remotely exploitable via a specially crafted request and requires no authentication, making it particularly dangerous.

“An improper authentication control vulnerability exists in certain ASUS router firmware series,” reads the vendor’s bulletin.

The development of increasingly sophisticated sensors can facilitate the advancement of various technologies, including robots, security systems, virtual reality (VR) equipment and sophisticated prosthetics. Multimodal tactile sensors, which can pick up different types of touch-related information (e.g., pressure, texture and type of material), are among the most promising for applications that can benefit from the artificial replication of the human sense of touch.

*This video was recorded at Foresight’s Vision Weekend 2025 in Puerto Rico*
https://foresight.org/vw2025pr/

Our Vision Weekends are the annual festivals of Foresight Institute. Held in two countries, over two weekends, you are invited to burst your tech silos and plan for flourishing long-term futures. This playlist captures the magic of our Puerto Rico edition, held February 21–23, 2025, in the heart of Old San Juan. Come for the ideas: join the conference, unconference, mentorship hours, curated 1-1s, tech demos, biohacking sessions, prize awards, and much more. Stay for fun with new friends: join the satellite gatherings, solarpunk future salsa night, beach picnic, and surprise island adventures. This year’s main conference track is dedicated to “Paths to Progress”; meaning you will hear 20+ invited presentations from Foresight’s core community highlighting paths to progress in the following areas: Existential Hope Futures, Longevity, Rejuvenation, Cryonics, Neurotech, BCIs & WBEs, Cryptography, Security & AI, Fusion, Energy, Space, and Funding, Innovation, Progress.
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*About The Foresight Institute*

The Foresight Institute is a research organization and non-profit that supports the beneficial development of high-impact technologies. Since our founding in 1986 on a vision of guiding powerful technologies, we have continued to evolve into a many-armed organization that focuses on several fields of science and technology that are too ambitious for legacy institutions to support. From molecular nanotechnology, to brain-computer interfaces, space exploration, cryptocommerce, and AI, Foresight gathers leading minds to advance research and accelerate progress toward flourishing futures.

*We are entirely funded by your donations. If you enjoy what we do please consider donating through our donation page:* https://foresight.org/donate/

*Visit* https://foresight.org, *subscribe to our channel for more videos or join us here:*

*This video was recorded at Foresight’s Vision Weekend 2025 in Puerto Rico*
https://foresight.org/vw2025pr/

Our Vision Weekends are the annual festivals of Foresight Institute. Held in two countries, over two weekends, you are invited to burst your tech silos and plan for flourishing long-term futures. This playlist captures the magic of our Puerto Rico edition, held February 21–23, 2025, in the heart of Old San Juan. Come for the ideas: join the conference, unconference, mentorship hours, curated 1-1s, tech demos, biohacking sessions, prize awards, and much more. Stay for fun with new friends: join the satellite gatherings, solarpunk future salsa night, beach picnic, and surprise island adventures. This year’s main conference track is dedicated to “Paths to Progress”; meaning you will hear 20+ invited presentations from Foresight’s core community highlighting paths to progress in the following areas: Existential Hope Futures, Longevity, Rejuvenation, Cryonics, Neurotech, BCIs & WBEs, Cryptography, Security & AI, Fusion, Energy, Space, and Funding, Innovation, Progress.
══════════════════════════════════════

*About The Foresight Institute*

The Foresight Institute is a research organization and non-profit that supports the beneficial development of high-impact technologies. Since our founding in 1986 on a vision of guiding powerful technologies, we have continued to evolve into a many-armed organization that focuses on several fields of science and technology that are too ambitious for legacy institutions to support. From molecular nanotechnology, to brain-computer interfaces, space exploration, cryptocommerce, and AI, Foresight gathers leading minds to advance research and accelerate progress toward flourishing futures.

*We are entirely funded by your donations. If you enjoy what we do please consider donating through our donation page:* https://foresight.org/donate/

*Visit* https://foresight.org, *subscribe to our channel for more videos or join us here:*

*This video was recorded at Foresight’s Vision Weekend 2025 in Puerto Rico*
https://foresight.org/vw2025pr/

Our Vision Weekends are the annual festivals of Foresight Institute. Held in two countries, over two weekends, you are invited to burst your tech silos and plan for flourishing long-term futures. This playlist captures the magic of our Puerto Rico edition, held February 21–23, 2025, in the heart of Old San Juan. Come for the ideas: join the conference, unconference, mentorship hours, curated 1-1s, tech demos, biohacking sessions, prize awards, and much more. Stay for fun with new friends: join the satellite gatherings, solarpunk future salsa night, beach picnic, and surprise island adventures. This year’s main conference track is dedicated to “Paths to Progress”; meaning you will hear 20+ invited presentations from Foresight’s core community highlighting paths to progress in the following areas: Existential Hope Futures, Longevity, Rejuvenation, Cryonics, Neurotech, BCIs & WBEs, Cryptography, Security & AI, Fusion, Energy, Space, and Funding, Innovation, Progress.
══════════════════════════════════════

*About The Foresight Institute*

The Foresight Institute is a research organization and non-profit that supports the beneficial development of high-impact technologies. Since our founding in 1986 on a vision of guiding powerful technologies, we have continued to evolve into a many-armed organization that focuses on several fields of science and technology that are too ambitious for legacy institutions to support. From molecular nanotechnology, to brain-computer interfaces, space exploration, cryptocommerce, and AI, Foresight gathers leading minds to advance research and accelerate progress toward flourishing futures.

*We are entirely funded by your donations. If you enjoy what we do please consider donating through our donation page:* https://foresight.org/donate/

*Visit* https://foresight.org, *subscribe to our channel for more videos or join us here:*