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Generative Frontier Planning for Adaptive Peer-Referral Recruitment under Covariate-Dependent Arrivals
arXiv:2606.08360v1 Announce Type: new Abstract: Peer-referral recruitment systems such as respondent-driven sampling are critical for studying and intervening on hidden populations affected by infectious diseases. To accelerate recruitment, public health agencies must adaptively allocate limited referral resources across multiple rounds, where current decisions shape both the number and the covariates of future recruits. Prior work makes this problem tractable by assuming that referrals are...
Xi’s last frontier: China’s plan to transform its west
A vast development drive aims to tap the region’s economic potential and extend Beijing’s control
Evaluating Deep Research Agents on Expert Consulting Work: A Benchmark with Verifiers, Rubrics, and Cognitive Traps
arXiv:2605.17554v2 Announce Type: replace Abstract: Frontier deep research agents (DRAs) plan a research task, synthesize across documents, and return a structured deliverable on demand. They are being deployed in enterprise workflows faster than they are being evaluated. Existing benchmarks measure factual recall, single-hop QA, or generic agentic skill, missing the multi-document, decision-grade work DRAs are deployed to produce.
Microsoft launches its own AI models to take on OpenAI and Anthropic
Seven in-house models unveiled at Build 2026 signal Microsoft's push to cut costs and compete directly on the AI frontier as its biggest investees plan to launch record-breaking IPOs. Microsoft has unveiled a family of seven in-house AI models at its annual Build developer conference in San Francisco, in the clearest sign yet that the tech giant is moving to reduce its dependence on the AI companies it has poured billions into. Mustafa Suleyman, Microsoft AI chief executive, said that after...
VeriDrive: Verifiable Counterfactual Supervision for Cost-Efficient Vision-Language Planning
arXiv:2606.07338v1 Announce Type: new Abstract: Vision-language driving models increasingly use reasoning supervision to bridge perception, prediction, and planning, but existing driving rationales are often free-form and expensive to generate with frontier models. We present VeriDrive, a framework for constructing planning-oriented, verifiable counterfactual supervision. VeriDrive converts driving reasoning into a structured Perception-Evaluation-Revision chain that grounds key objects in...
$1.77 trillion! SpaceX is about to become the 7th-most valuable American company
SpaceX is about to become the 7th-most valuable American company SpaceX's initial public offering (IPO) will launch the company into rarefied financial air. The company revealed this week that it plans to sell shares at $135 apiece during the IPO, which will occur June 12 when SpaceX begins trading on the Nasdaq under the ticker symbol SPCX. That share price would give the company a valuation of $1.77 trillion, according to CNBC.
Anthropic says AI labs need coordinated plan to halt development if risks rise
Anthropic says AI labs need coordinated plan to halt development if risks rise June 4 : Anthropic said on Thursday frontier AI developers should establish a coordinated, verifiable way to slow down or temporarily pause development if advanced systems begin improving themselves faster than society can manage the risks. AI that can build itself would be a major development in the history of technology, but "full recursive self-improvement also might increase the risks of humans losing control...
Microsoft’s AI chief says superintelligence is near, but won’t take your job
Today I’m talking with Mustafa Suleyman, the CEO of Microsoft AI. And I’m actually going to keep today’s intro short — I’m working from my wife’s family farm this week, as you’ll see in the video, but also this is a real burner of an episode. We covered everything from Mustafa’s approach to training new models to his criticisms of Anthropic talking about Claude as though it is conscious.
Trump's AI E-(I)-O could let feds pick winners and losers
After postponing a planned signing last month for an executive order addressing advanced cybersecurity AI models, President Trump has signed a largely similar version that’s just as questionably effective. The EO, signed in a private ceremony on Tuesday, directs various government agencies to take steps to protect their systems and data, as well as those of agencies they support, from cyber threats, while also facilitating access to advanced AI models that could help agencies bolster their...
Rethinking Search as Code Generation
Rethinking Search as Code Generation Evolving search from monolithic services to programmable primitives for the era of agent harnesses. Search is a core primitive for AI systems. Frontier models grow more capable by the month, but they still need access to fresh, accurate, and well-curated knowledge from the wider world.