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How to flag messages that convey urgency with Strands Decider

Get a yes or no urgency check on each message from a single command.

Who it is forAn agent or developer building a queue that should surface urgent messages first.

The problemUrgency is a judgement that depends on wording, not on a fixed keyword, so simple filters miss many urgent messages.

The outcomeEach message gets a noul score between 0 and 1, where values closer to 1 lean more toward Yes.

What you need first

  • Python with pip to install the strands-decider package
  • A machine that can run a 2B model: a CUDA GPU, an Apple-silicon Mac, or CPU
  • Text inputs you want to classify, route, or score

Steps

  1. pip install strands-decider
  2. strands-decider ask StrandsAgents/strands-decider-2B-qwen3.5-v1-2610 --state "Help! My payouts have been failing for 3 days! " --noul "Does this convey urgency?" (inferred, check the README)
  3. Read the noul_0 value. Treat values near 1 as urgent and values near 0 as not urgent.
  4. Put messages above your chosen cutoff at the top of the queue.

Prompt for your agent

Using the strands-decider repo, run the ask command with --state set to <message text> and --noul set to "Does this convey urgency?". Return the noul value. Verify that the value is between 0 and 1 and that a clearly urgent test message scores higher than a routine one.

Caveat. The README gives no fixed cutoff for urgency, so you need to pick and test your own threshold on your own messages.

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