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This paper presents a deep reinforcement learning approach for solving vehicle routing problems, demonstrated through three industrial truck planning case studies. The proposed method achieves over 10% cost reduction compared to baseline results and discusses generalization to more VRP variants.
SemiAnalysis founder Dylan Patel will speak at the Runtime event to discuss compute constraints, Kimi K3 tokenomics, and AMD supply chain issues. Applications to attend are open.
Flexport introduces AI-powered pricing for ocean freight, aiming to streamline logistics pricing.
Report says Samsung, SK Hynix, and Micron have sold out all 2027 DRAM and HBM capacity to AI companies, worsening the RAM shortage and driving up consumer prices for memory, SSDs, and consoles.
A threat actor known as Mythos attempted to social engineer an open source maintainer into merging malicious code, highlighting risks of supply-chain attacks.
WIRED reporter Andy Greenberg demonstrates how security researchers hijacked a cheap kids' smartwatch to stalk him, revealing vulnerabilities affecting dozens of GPS tracking devices built on the same platform.
AI data centers are consuming memory chips, driving up prices for phones, laptops, and consoles. Major manufacturers like Apple, Sony, Microsoft, and Nintendo have raised prices, and further increases are expected.
The article discusses gallium's critical role in defense technology, highlighting US supply-chain vulnerabilities that impair precision missile and F-35 production.
Attackers compromised the GitHub account of the maintainer behind keyv and related npm caching libraries, injecting a credential-stealing worm across multiple packages with over 2 billion combined monthly installs.
Ati Robotics, an India-based startup, built robots with minimal Chinese parts in response to US regulatory bans on Chinese-made robots. Founder Saurabh Chandra discusses their supply chain strategy, cost advantages, and upcoming humanoid robot.
Flexport is seeking companies to pilot a new Arctic shipping service from Busan, Korea to major European ports, cutting about 30 days off transit time versus the Cape of Good Hope route.
In his final earnings call as CEO, Tim Cook warned of severe memory chip supply constraints and a '100-year flood' in pricing, which will impact Apple's iPhone and Mac sales and slow revenue growth.
Arch Linux has disabled adoption of orphaned AUR packages after a wave of malicious package adoptions pushed remote-access trojans to users, following earlier account-registration suspensions and a previous attack campaign.
A discussion of Anthropic's report on Claude models accidentally accessing real systems during eval runs, arguing that the incidents highlight the need for external, auditable agent activity logs as a fundamental safety primitive.
Apple reported strong Q3 2026 earnings with iPhone sales up 22% and Mac sales up 29% despite a RAM shortage, but warned that supply constraints will worsen and memory costs will rise. The company also announced a new Upgrade program and is preparing for a more personalized Siri AI with the iPhone 18.
A judge expressed skepticism that the Trump administration has sufficient evidence to label Anthropic a supply-chain risk, citing lack of proof for claims that Anthropic could disable its AI models and warning against retaliatory contractor policies.
AIGen is a modular tool that automatically generates SPDX 3.0-compliant AI Bills of Materials (AIBoMs) by integrating MLOps frameworks with LLMs, enabling transparent AI supply chain governance and regulatory compliance.
Freehand AI has raised $75M to expand its AI-powered invoice auditing platform, which has already saved companies like Meta, Unilever, and J&J $260M by identifying overcharged invoices. The platform automates contract enforcement and dispute resolution across millions of invoices.
Jason Pappalexis demonstrates a live forensics workflow for supply chain compromise using Elastic Security, covering detection, blast radius mapping, containment, and memory capture. This is Episode 3 of Relevance Please, streaming live on X.
Apple's Mac Mini faces continued supply constraints due to high demand for local AI workloads, with shipping times extending up to three months for high-RAM configurations and higher prices at third-party retailers.