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
Action Steps
- Identify checks in your AI-assisted workflow
- Categorize each check as deterministic, LLM, or human-based
- Push each check to the lowest layer it can run on
- Implement deterministic tools for checks that don't require human judgment
- Use LLMs for checks that require reasoning but not human oversight
- 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
Key Takeaways
Optimize AI-assisted workflows by pushing checks to the lowest possible layer, reducing reliance on humans and LLMs
Full Article
Every check in an AI-assisted workflow runs at one of three layers: deterministic tools, LLM, or human. Push every check to the lowest layer it can run on.
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