Brent A. Yorgey of Hendrix College used an open letter to question the tech industry his students are entering, laying out six career and ethics principles centered on moral limits, deep work, and putting people ahead of profit.
As Taiwan's college entrance exam results are released, humanities majors face unprecedented risks from AI. The legal profession exemplifies how AI is accelerating the M-shaped market, diluting the core value of text-based workers. Humanities students must shift from 'text producers' to 'idea creators.'
A team led by Professor Lei Yinjie at Sichuan University has introduced PolicyTrim, a two-stage post-training framework designed to improve the deployment efficiency of Vision-Language-Action, or VLA, robots without changing model architecture or recollecting expert data. The method focuses on what the paper calls policy efficiency: how many actions in a predicted chunk can be executed reliably, and how many real-world physical steps are needed to finish a task. In the first stage, PolicyTrim expands the reliable execution horizon of action chunks through dynamic execution horizon exploration. In the second, it reduces redundant physical steps with a reward tied to shorter successful trajectories, while using group-anchored regularization to avoid brittle shortcuts. The paper reports tests across LIBERO, ManiSkill, Meta-World and real-world robot tasks, covering architectures including π0.5, OpenVLA-OFT and GR00T. Results cited in the paper include a 3x increase in action chunk utilization, a 51.4% reduction in physical steps, and a peak 5.83x end-to-end speedup for π0.5 on LIBERO while keeping success rate above 98%.
Salesforce launches a headless product repackaging its APIs for the AI agent era, challenging traditional UI-based SaaS valuations. Data layer, compliance, and operational logic emerge as new moats, forcing a fundamental rethinking of how to value software companies.
A multi-year UBI study funded by OpenAI CEO Sam Altman finds that a $1,000 monthly cash stipend leads recipients to spend an extra $310 per month, mainly on food, transport, and rent, while philanthropic spending rises 22%.
As AI investment surges past $500 billion, crypto miners are increasingly pivoting into AI infrastructure. Nick Rose argues that emerging markets, with abundant low-cost power, may hold a decisive edge in the next wave of data center expansion.
As AI automates Sybil attacks with unprecedented sophistication, traditional defenses fail. Paolo D'Amico from Tools for Humanity explains how World ID, zero-knowledge proofs, and Agentkit create a new trust anchor for digital identity.
Explore Numbers Protocol (NUM), a decentralized content verification and Web3 NFT search engine. Learn its tokenomics, partnerships, price history (down 99.84% from ATH), and market outlook. NUM offers unique digital provenance infrastructure for AI-driven companies.
