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Dev.to
Dev.to
7/10/2026
The original title is: "Python Automation Cookbook, Part 2: Using AI to make decisions in your automation pipelines"

The original title is: "Python Automation Cookbook, Part 2: Using AI to make decisions in your automation pipelines"

Original: Python Automation Cookbook, Part 2: Using AI to make decisions in your automation pipelines

Short summary

A practical guide to adding AI decision layers into Python automation pipelines, using deterministic scripts for I/O and small constrained LLM prompts for judgment calls. The author demonstrates a file-triage pipeline where an AI classifies files as PROCESS, REVIEW, or SKIP before routing. The pattern generalizes to log classification, data quality scoring, and customer message routing.

  • Use deterministic scripts for pipeline I/O and small AI prompts for judgment calls
  • AI triage step classifies files with single-word constrained output (PROCESS/REVIEW/SKIP)
  • Pattern generalizes to log classification, quality scoring, and message routing

Generated with AI, which can make mistakes.

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