Keel · Simulated research demonstration

Independent demonstration using simulated responses · not a finding about Lemma or its customers

An illustration of the situation Lemma's example studies: AI agents that fix their own prompts from live failures

Simulated research demonstration · B2B

AI agents that fix their own prompts from live failures

Inspired by the public 2025 launch of Lemma (YC Fall 2025)

The problem

The solution