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Jane Street intern cuts Aria message bus CPU use 30% with new indexing method

Jane Street intern Theodor Totev redesigned how the firm's internal Aria messaging system filters subscriber data during 'tip recovery,' the process where lagging clients pull recent messages from an in-memory ring buffer. By replacing a simple linear scan with an indexing and tree-splitting approach tailored to Aria's hierarchical topic structure, the project cut CPU usage by 30% on production workloads while preserving the system's strict correctness requirements.

Amazon replaces Fire tablets with new Alexa Tablet lineup starting at $230

Amazon is launching three new Alexa Tablets—the 8, 11, and 12 Pro—to replace its Fire tablet line, available in the US, Mexico and Canada from October 14, and in the UK, Germany, France, Italy and Spain five days later. Prices start at $230 for the 8.7-inch Alexa Tablet 8 and go up to $500 for the 12-inch Alexa Tablet 12 Pro, which Amazon says is its fastest tablet yet with improved processing and graphics. An anti-glare Nanomatte display option costs an extra $50, and a $90 stylus is available for the Pro model.

US suspends Microsoft, Adobe and six IT firms from PERM green card program

Vice President JD Vance announced that Microsoft, Adobe, and outsourcing firms Cognizant, Infosys, Tata Consultancy, Wipro, HCL and Capgemini have been barred from the PERM labor certification program amid allegations of fraud and abuse. Labor Secretary Keith Sonderling said Microsoft and Adobe's PERM privileges were suspended due to multiple active federal investigations, meaning no new or pending applications will be processed. Vance claimed Microsoft laid off 6,000 workers while receiving 6,300 H-1B approvals and nearly 3,000 green cards, with roughly 1,000 of its 3,682 PERM filings overlapping with laid-off positions.

SpaceX acquires low-band spectrum to expand Starlink Mobile into carrier service

SpaceX has acquired low-band spectrum licenses, including up to 14 megahertz of paired spectrum in the 800 MHz band, to support Starlink Mobile's growth into a full-fledged US wireless carrier. The company says this spectrum will improve signal penetration through walls and buildings, building on its earlier acquisition of 2GHz spectrum from EchoStar. The FCC has also approved SpaceX's plan to deploy 15,000 next-generation Starlink satellites offering more bandwidth than current models.

Blog post criticizes AI-generated 'personalized' recruiter emails as hollow

A software engineer's blog post describes a new pattern of recruiter outreach emails that open with an LLM-generated paragraph praising the recipient's specific career history, then pivot to a job description that has little relation to that history. The author gives several examples where the personalized intro and the role description don't logically connect, arguing the entire email, not just the flattery, appears machine-written.

Edge Delta publishes open-source 'Project Arena' benchmark for AI SRE agents

Project Arena is a new vendor-neutral toolkit that spins up disposable Kubernetes test clusters, injects faults, and scores how well AI-driven site reliability tools investigate incidents. Its creators used the framework to compare Edge Delta's and Grafana's native AI investigation features, plus Claude running against each platform's observability CLI, across 21 Kubernetes incident scenarios, with all results judged by GPT-6-Astra. Edge Delta's native tool detected and investigated 18 of 21 scenarios versus Grafana's 12, with root-cause accuracy and mitigation-readiness also reported.

California enacts law limiting AI-only firing and discipline decisions

California Governor Gavin Newsom has signed SB 947, the 'No Robo Bosses Act,' which bars employers from letting automated decision systems alone fire or discipline workers. The law requires human verification of any AI-driven personnel decision and mandates employers disclose the data and reasoning behind it, including evaluations, work product and peer reviews. If a human reviewer finds the AI's output inaccurate or misleading, employers cannot act on it.

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