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Behind the Craft · Sunday, June 28, 2026

The Limitations of Raw Prompting Loops vs. Self-Recovering Agents

Jess Yan contrasts basic prompting loops with more advanced self-recovering agents. She highlights that synchronous prompting loops are highly dependent on prior successful requests and struggle to pivot or handle errors gracefully, whereas self-recovering agents can manage errors and steer back on course.

personJess Yan

The tape

3 quotes
Yeah, so I think that if you're working with a raw prompting loop, um, then all of your work is highly, highly synchronous and you're constantly dependent on, like the prior requests that you strung together to complete successfully in order to get to the next step.
Jess Yan
And I think that that worked in a world where we were just asking the, um, you know, the chatbot to write haikus for us and we were doing very, very simple tasks.
Jess Yan
So, it's important for us to evolve towards these more self-running, um, you know, self-recovering agents that can recover from errors, recover from going slightly off course, uh, steer themselves back, and then just keep you in the loop as they're doing so, so that you are aware of their process.
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