AI Promised the Audemars Piguet x Swatch Wristwatch. China Will Ship It

AI Promised the Audemars Piguet x Swatch Wristwatch. China Will Ship It

Laden with iconic Royal Oak design cues, most notably the octagonal case, eight-screw bezel, and Petite Tapisserie-patterned dial, the strapless design closely references 1979’s Royal Oak Pocket Watch reference 5691. Inside is a wholly new hand-wound model of Swatch’s Sistem51 caliber, a motion that’s utterly machine assembled. Swatch has 15 lively patents on this new…

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Khosla Ventures is betting $10M on Ian Crosby, whose last startup, Bench, imploded

Ian Crosby, whose previous startup Bench Accounting famously shut down in 2024 before being bought for scraps, is taking another shot at building a business out of automating the arduous work of bookkeeping. His new startup, Synthetic, aims to build a fully autonomous AI bookkeeper that can generate accrual-based financials without direct human involvement. Although…

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How to Build a Dynamic Zero-Trust Network Simulation with Graph-Based Micro-Segmentation, Adaptive Policy Engine, and Insider Threat Detection

In this tutorial, we build a realistic Zero-Trust network simulation by modeling a micro-segmented environment as a directed graph and forcing every request to earn access through continuous verification. We implement a dynamic policy engine that blends ABAC-style permissions with device posture, MFA, path reachability, zone sensitivity, and live risk signals such as anomaly and…

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Nous Research Releases Token Superposition Training to Speed Up LLM Pre-Training by Up to 2.5x Across 270M to 10B Parameter Models

Pre-training large language models is expensive enough that even modest efficiency improvements can translate into meaningful cost and time savings. Nous Research is releasing Token Superposition Training (TST), a method that substantially reduces pre-training wall-clock time at fixed compute without touching the model architecture, optimizer, tokenizer, parallelism strategy, or training data. At the 10B-A1B mixture-of-experts…

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