Urgent.News

What's breaking now, across thousands of outlets.

AI

A frequency-guided multi-scale decomposition and patch transformer for multivariate cryptocurrency time-series forecasting

Scientific Reports, Published online: 26 August 2026; doi:10.1038/s41598-026-66760-2 A frequency-guided multi-scale decomposition and patch transformer for multivariate cryptocurrency time-series forecasting

We haven't written up this one. Scientific Reports has the full story — the link below goes straight to it.

Read the original at nature.com →

More in AI

What Actually Breaks When You Put AI Agents In Front Of Real Customers

I have spent the last year building AI automation systems for small businesses. Chatbots, multi agent workflows, the kind of stuff that looks great in a demo and then meets an actual customer who types "idk just fix it" and breaks everything. Most articles about AI agents talk about architecture.

  • Real users often provide contradictory, half-formed inputs that break AI agents.
  • Explicitly instructing the model to say "I don't know" when uncertain is crucial.
  • Maintenance is the most significant challenge due to frequent API and model changes.

More from Wednesday 26 August →