Agentic Context Engineering (ACE): Self-Bettering LLMs through Evolving Contexts, Not Tremendous-Tuning

TL;DR: A group of researchers from Stanford College, SambaNova Methods and UC Berkeley introduce ACE framework that improves LLM efficiency by modifying and rising the enter context as an alternative of updating mannequin weights. Context is handled as a residing “playbook” maintained by three roles—Generator, Reflector, Curator—with small delta objects merged incrementally to keep away … Read more

What are ‘Laptop-Use Brokers’? From Internet to OS—A Technical Explainer

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TL;DR: Laptop-use brokers are VLM-driven UI brokers that act like customers on unmodified software program. Baselines on OSWorld began at 12.24% (human 72.36%); Claude Sonnet 4.5 now studies 61.4%. Gemini 2.5 Laptop Use leads a number of internet benchmarks (On-line-Mind2Web 69.0%, WebVoyager 88.9%) however is not but OS-optimized. Subsequent steps middle on OS-level robustness, sub-second … Read more

‘Dozens’ of organizations had knowledge stolen in Oracle-linked hacks

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Safety researchers at Google say hackers concentrating on company executives with extortion emails have stolen knowledge from “dozens of organizations,” one of many first indicators that the hacking marketing campaign could also be far-reaching. The tech large mentioned Thursday in an announcement shared with TechCrunch that the Clop extortion gang exploited a number of safety … Read more

Microsoft Analysis Releases Skala: a Deep-Studying Alternate–Correlation Useful Concentrating on Hybrid-Stage Accuracy at Semi-Native Price

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TL;DR: Skala is a deep-learning trade–correlation useful for Kohn–Sham Density Useful Principle (DFT) that targets hybrid-level accuracy at semi-local value, reporting MAE ≈ 1.06 kcal/mol on W4-17 (0.85 on the single-reference subset) and WTMAD-2 ≈ 3.89 kcal/mol on GMTKN55; evaluations use a hard and fast D3(BJ) dispersion correction. It’s positioned for main-group molecular chemistry at … Read more

Italian businessman’s cellphone reportedly focused with Paragon adware

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A outstanding Italian businessman was focused with Paragon adware, in accordance with native information stories. On Thursday, Italian on-line investigative web site IrpiMedia and newspaper La Stampa reported that Francesco Gaetano Caltagirone was amongst round 90 individuals who obtained a notification from WhatsApp in January, alerting him that he had been focused with adware made … Read more

Flipkart’s Tremendous.cash quietly companions with troubled Juspay because it expands its attain

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Tremendous.cash, a monetary service platform spun off final 12 months by Walmart-owned Flipkart, has quietly partnered with funds infrastructure agency Juspay because it expands into direct-to-consumer (D2C) checkout and targets $100 million in annual income by 2026. The partnership comes as Juspay works to rebuild momentum after dealing with pushback from main cost firms earlier … Read more