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CLOSURE: Cross-Channel Closure for Multivariate Time Series Anomaly Detection

Multivariate time series produced by industrial installations and server clusters are under continuous monitoring, and anomaly detection is the first line of defense before a local fault escalates into a system-wide failure. In the absence of labels, the dominant paradigm trains a reconstruction model on normal data and scores the residual to reach a verdict. Recent work has steadily enriched the…

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

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Prevent Hallucinated Bot Commands: Build an LLM Tool Loop for Telegram in Node.js

When building a Telegram bot powered by a Large Language Model (LLM), developers often start by feeding the user's message directly to an inference API and piping the raw string output back to…

  • Telegram bot powered by LLM requires strict function calling for safety.
  • Model hallucinates data when tasked with concrete actions like order status.
  • Node.js application executes local code after LLM generates structured intent JSON.

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