Decompose AI Tasks by Entropy: Use Frontier Models Only for High-Entropy Work

Key Info

Alex Atallah suggests decomposing AI tasks into low, medium, and high entropy buckets, arguing that frontier models are only needed for high-entropy tasks like "write a PR", while simpler tasks can be handled by less expensive models.

Highlights

• Categorize tasks by entropy: low (e.g., choose a PR reviewer), medium (e.g., review a PR), high (e.g., write a PR).
• Only high-entropy tasks require frontier models; low- and medium-entropy tasks can likely be handled by more cost-effective models.
• This approach helps teams select the right model for each task and control inference costs.