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Wednesday, 14 October 2026 Reading Room

AI

Citrus leaf pathology multi-class image dataset and a hybrid multi-branch attention fusion network for lemon leaf disease classification

Scientific Reports, Published online: 14 October 2026; doi:10.1038/s41598-026-74739-2 Citrus leaf pathology multi-class image dataset and a hybrid multi-branch attention fusion network for lemon leaf disease classification

nature.com ·

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More in AI

OpenAI and Anthropic call for new laws on artificial intelligence

OpenAI and Anthropic representatives told a UK parliamentary committee that voluntary pledges are insufficient and called for binding AI laws, statutory frameworks, and mandatory incident reporting.

  • OpenAI and Anthropic demand new AI laws in UK parliamentary hearing
  • Voluntary pledges insufficient, statutory frameworks and reporting required
  • Google DeepMind and Meta oppose new legal framework

·dev.to

Prompts don't enforce budgets. Signatures do.

A spending limit written in a prompt is not a control. It is a piece of text, sitting in the same context window as everything else the model reads, competing for the model's attention with the task…

  • Spending limits in prompts are not enforced by the model.
  • Real enforcement occurs through server-side checks.
  • Veyline performs scoped, signed authorization before transactions.

·dev.to

Log what your tools put in the context window before blaming the model

Ask an agent for one person's sales calls since February 1 and it can come back with calls that person wasn't on, even though the right ones were in its context.

  • Agent returned unrelated sales calls due to large context window
  • 30,000+ tokens consumed over a month and a half
  • Logging insertion point helps identify wrong claims

·dev.to

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