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How to check a form image for a filled-in field with Strands Decider

Ask a yes or no question about an image, such as whether a signature block is filled in.

Who it is forAn operations or document-review person who needs to confirm that scanned pages have a specific field completed.

The problemChecking many scanned pages by eye takes time, and a text-only model cannot see the page.

The outcomeEach page gets a noul score for the question, so pages that fail the check can be sent back for review.

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[vision]"
  2. Install transformers 5.18 or later, as the README requires for vision.
  3. strands-decider ask StrandsAgents/strands-decider-2B-qwen3.5-v1-2610 --state "" --image page.png --noul "Is the signature block filled in?" (inferred, check the README)
  4. Review pages with low scores by hand.

Prompt for your agent

Using the strands-decider repo with the vision extra installed, run the ask command on <image path> with a noul question about <field>. Return the noul value. Verify the result on two known pages, one filled in and one blank, before trusting the scores.

Caveat. The README says the vision support works with the published checkpoints without image training, and that the Gemma 4 models read text only, so use the Qwen3.5 model for images.

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