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UK Legal Aid Agency hack worse than thought, with stolen records dating back to 1978

A cyberattack on Britain’s Legal Aid Agency (LAA) stole far older and broader records than the government previously disclosed.

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React state has no type of its own. I gave it one, and it compiles away

In Vue, Solid, and Angular, state has a type of its own: Ref<T> , Accessor<T> , Signal<T> . In React, the count from useState is just a number .

  • React preprocessor introduces Reactive T for reactive state
  • Derived T represents computed state from Reactive T
  • Todo component demonstrates reactive state management

From ClasseViva to Home Assistant: a dashboard architecture in practice / Da ClasseViva a Home Assistant: architettura di una dashboard in pratica

English Italiano The challenge ClasseViva presents school information across different screens. CVV Dashboard brings averages, grades, noticeboard messages, agenda events, teacher annotations…

  • ClasseViva displays school data across screens
  • CVV Dashboard creates integration and Lovelace card
  • Lovelace card auto-discovers entities, displays various data types

Invoice-Check JP: A 3B Model Reads the Invoice, Checks Decide Whether to Trust It

A QLoRA-tuned vision-language model extracts Japanese qualified invoices; a check digit, a registry lookup and tax arithmetic decide what gets automated.

  • Japanese qualified invoices include registration number, tax amount, and tax per rate
  • Model built to extract invoices and verify accuracy through five checks
  • 4.6% of approved invoices still had errors not caught by checks

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