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Behind the Craft · Sunday, June 28, 2026

Prescriptive Prompts Enhance Predictability in AI Agent Tasks

Jess Yan explains that for AI agents to produce predictable outputs, especially when handling complex tasks, it's beneficial to be prescriptive with initial prompts. This includes providing data schemas and breaking down tasks into discrete segments, which also aids in debugging.

personJess Yan

The tape

3 quotes
But I had a very specific schema that I wanted it to be aware of. So for example, I wanted it to know exactly what the structure of the data set was beforehand.
Jess Yan
Um, and then I wanted to break down the steps into discrete, uh, discrete segments. So that I could get very predictable outputs at the end of the task.
Jess Yan
Because these agents are, you know, randomized actors. So you do need to be somewhat prescriptive sometimes if you want to have, uh, very predictable outputs.
Jess Yan
Heard on Behind the Craft — “Inside Anthropic’s Bet on Claude Agents that Work While You Sleep | Jess Yan, published Sunday, June 28, 2026. Heardvine summarizes and quotes with attribution and timestamps, and links to the original everywhere.
Transcribed via Gemini audio transcription · $0.05
Prescriptive Prompts Enhance Predictability in AI Agent Tasks — Heardvine