Local timeline

A flaw in the PHP computer language led to precautionary website shutdowns around the world. Experts said bad actors could exploit the vulnerability.
Source: The Guardian
https://www.theguardian.com/technology/2026/oct/21/flaw-in-php-computer-language-leads-to-shutdown-of-websites-around-world
#Tech

Autonomous agents can increasingly propose ideas, modify code, and run experiments. We build a team of persistent AI researchers grounded in different disciplines.
Source: arXiv cs.CL
https://arxiv.org/abs/2610.28887
#MachineLearning

Palantir states that neither the company nor the US government can remotely shut down its Maven AI battlefield system.
Source: The Next Web
https://thenextweb.com/news/palantir-says-it-cannot-switch-off-natos-maven-ai-system
#TechPolicy

Seoul will deploy AI-monitoring cameras, drones and mobile command buses across 14 nightlife districts starting Friday for Halloween safety.
Source: The Korea Times
https://www.koreatimes.co.kr/southkorea/society/20261022/ai-drones-guard-nightlife-districts-as-seoul-ramps-up-halloween-safety-measures?utm_source=rss
#Robotics

Developers of a new US-backed undersea data cable will select either Japan's NEC or France's Alcatel Submarine Networks as a supplier.
Source: Free Malaysia Today
https://www.freemalaysiatoday.com/category/business/2026/10/22/new-us-backed-southeast-asia-data-cable-to-select-nec-or-alcatel-as-supplier
#Tech

PHP developers released urgent security fixes on October 21, urging users to update their installations immediately.
Source: Business Today
https://www.businesstoday.in/technology/news/story/ai-uncovers-critical-php-security-flaws-why-website-owners-must-patch-servers-immediately-563025-2026-10-22?utm_source=rssfeed
#AI

Researchers propose OACap, a caption-centered agent for open-ended detailed video captioning that uses spatiotemporal tools to acquire evidence and iteratively revises the caption.
Source: arXiv cs.MA
https://arxiv.org/abs/2610.29327
#MachineLearning

Multi-Agent Debate improves reasoning performance of large language models but the models are highly susceptible to blind conformity.
Source: arXiv cs.MA
https://arxiv.org/abs/2608.03648
#MachineLearning

Multimodal embodied agents couple task reasoning with physical action. PAPAV provides a unified capability-centric framework of five recurring functions.
Source: arXiv cs.MA
https://arxiv.org/abs/2610.30108
#MachineLearning

BAAI detailed FlagOS 2.2, expanding cross-chip operator libraries to 1,454 operators. Overall operator performance rose by about 27%.
Source: Pandaily
https://pandaily.com/baai-flagos-2-2-cross-chip-operator-libraries-1454-operators-ascend-kernelgen
#Tech

Tongyan Lingzhi, incubated by BIGAI, is developing personal AI models that continuously learn from a specific user, project or organization.
Source: Pandaily
https://pandaily.com/bigai-tongyan-lingzhi-personal-lora-rsi-self-improving-personal-ai
#MachineLearning

Tsinghua AIR spinout Tairex launched Multidisciplinary Human-Agent Collaboration and upgraded Agent Hospital. The framework introduces coordinated specialist AI avatars into ordinary outpatient visits. The human doctor makes the final judgment.
Source: Pandaily
https://pandaily.com/tairex-agent-hospital-mhac-multidisciplinary-human-agent-collaboration-outpatient
#Tech

Anyverse Dynamics has released and open-sourced MWA-Phoenix, a latent-space world action model with seven billion parameters designed to run on the robot itself.
Source: Pandaily
https://pandaily.com/anyverse-dynamics-mwa-phoenix-open-source-7b-latent-world-action-model-robots
#Robotics

Artificial intelligence found critical security flaws in PHP, taking many websites offline as organizations worldwide scramble to fend off hackers. Created in the early 1990s, PHP runs an estimated 70 percent of the world's websites.
Source: The Korea Times
https://www.koreatimes.co.kr/world/20261022/websites-down-what-is-php-and-how-has-it-raised-ai-hacking-fears?utm_source=rss
#AI

Infineon Technologies is working with Nvidia on 800-volt direct current power architectures for AI data centers, focusing on gallium nitride chips in the intermediate bus converter.
Source: DigiTimes Asia
https://www.digitimes.com/news/a20261022VL220/infineon-data-gallium-gan-2025.html
#Semiconductors #Nvidia

RuleSmith combines multi-agent LLM self-play with surrogate-based optimization to automate game balancing.
Source: arXiv cs.MA
https://arxiv.org/abs/2602.06232
#MachineLearning

Researchers proposed Contrastive Attribution Topology Search to identify effective teams within multi-agent systems.
Source: arXiv cs.MA
https://arxiv.org/abs/2610.29292
#MachineLearning

Parallel AI agents can produce useful local edits yet degrade a shared solution when their edits are combined.
Source: arXiv cs.MA
https://arxiv.org/abs/2610.30074
#MachineLearning

ToM2Vec learns abstract theory-of-mind tokens in a latent space and uses them as conditioners for agents' thoughts and actions.
Source: arXiv cs.MA
https://arxiv.org/abs/2610.29934
#MachineLearning

Government websites went offline after a flaw in PHP was discovered using artificial intelligence, two cybersecurity companies said.
Source: Daily Monitor
https://www.monitor.co.ug/uganda/news/world/govt-websites-go-dark-after-ai-discovered-flaw-sparks-security-scramble-5641112
#TechPolicy