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VIDRAFT Trains a Language Model from Scratch on NPUs — No GPUs Required

VIDRAFT Trains a Language Model from Scratch on NPUs — No GPUs Required TL;DR: Korean Pre-AGI startup VIDRAFT has pre-trained a large language model using NPUs (Neural Processing Units) instead of GPUs, challenging the industry assumption that GPU clusters are the only viable path for LLM pre-training. This represents a notable infrastructure diversification signal for ML engineers exploring…

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SonicWall SMA1000: Chaining CVE-2026-83548 and CVE-2026-83549

SonicWall SMA1000: Chaining CVE-2026-83548 and CVE-2026-83549 Why an SSL VPN gateway is a high-value target A remote access gateway sits between the internet and the internal network and holds the…

  • SonicWall releases patches for CVE-2026-83548 and CVE-2026-83549 on September 1, 2026
  • Exploiting both vulnerabilities together grants unauthenticated attacker command execution
  • Organizations advised to apply patches and monitor for suspicious activity

Flutter Repository Pattern: Keep API Calls Out of Widgets

Open any Flutter project that has been alive for more than six months and you will find it: a widget with an http.get buried in initState , a Firestore query inside a build method, a SharedPreferences…

  • Widgets no longer call HTTP, Firestore, or SharedPreferences directly
  • Repository pattern encapsulates data access behind a clear interface
  • Product class and ProductsRepository enable maintainable, testable code

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