The Judgement Pyramid: Reasoning vs Measurement

📰 Dev.to · Karun Japhet

Optimize AI-assisted workflows by pushing checks to the lowest possible layer, reducing reliance on humans and LLMs

intermediate Published 20 May 2026
Action Steps
  1. Identify checks in your AI-assisted workflow
  2. Categorize each check as deterministic, LLM, or human-based
  3. Push each check to the lowest layer it can run on
  4. Implement deterministic tools for checks that don't require human judgment
  5. Use LLMs for checks that require reasoning but not human oversight
  6. Monitor and adjust the workflow as needed to ensure optimal performance
Who Needs to Know This

Developers, data scientists, and product managers can benefit from this approach to streamline AI-assisted workflows and improve efficiency

Key Insight

💡 Pushing checks to the lowest layer reduces reliance on humans and LLMs, improving efficiency and scalability

Share This
💡 Optimize AI-assisted workflows by pushing checks to the lowest layer possible! #AI #workflowoptimization
Read full article → ← Back to Reads