A decentralized multi-agent-based optimization framework for intelligent traffic systems

Jev and Laya beyond the hype: what decision models do that LLM doesn't do

No meu setup de agentes, eu fiz o que todo dev faz no começo: cada subagente acordava com o melhor modelo do SWE-bench por padrão. Typo no README, rename de variável, tudo rodando no topo do ranking.

• Jev and Laya serve as decision-making models in the system
• Jev chooses from a finite set of options, LLM writes when needed
• Downshift separates decision-making from execution, improving efficiency

10h ago ·dev.to

Who's actually blocking AI crawlers in Europe? A 185-site census (first dated point)

Dated: 2026-10-01, 17:15–17:22 UTC — single crawl pass, fixed panel, fixed method. Pennyforge research artifact. $0 data (public robots.txt + /.well-known/ai-crawler , plain HTTP with a browser…

• 185 European websites studied in AI crawler census
• 65.4% of sites have robots.txt file, but 64% lack AI crawler info
• 18.9% of sites implement hard opt-out, blocking all AI crawlers

10h ago ·dev.to

INTERPOL says AI is increasing the speed and scale of cyber threats. Here’s what companies should watch

An INTERPOL executive warns AI is making existing cyber threats faster and harder to detect, while companies face new risks from the rise of agentic AI.

10h ago ·cnbc.com

UAE workers save 3.6 hours a week with AI — but spend 3.4 hours fixing its mistakes

Workday research finds UAE employees are embracing AI at work, but almost all of the reported time savings are offset by time spent correcting, clarifying or rewriting low-quality outputs

10h ago ·arabianbusiness.com

From Vibe-Coding to Verification: The Engineering Case for Deterministic Checks in the AI Era

Originally published on tamiz.pro . The recent surge in Large Language Model (LLM) assistants has fundamentally altered the developer experience (DevX).

• LLMs are pattern-matching engines, not logic compilers, leading to hallucination problems.
• Trust gap exists between developers and AI-generated code, with bugs often appearing in edge cases.

10h ago ·dev.to

Sentence tossed in Arizona case where deceased victim was depicted speaking in AI-generated video

10h ago ·winnipegfreepress.com