When building conversational agents, I made a mistake early on.
I validated prompts with single responses.
Everything looked great until real conversations happened.
By turn 3 or 4:
-constraints softened
-tone drifted
-instructions faded
The insight: users experience conversations, not outputs.
So I changed the workflow. Every prompt edit now gets tested across multiple multi-turn conversations immediately. It exposed instability that single-response testing never revealed.
That shift made iteration more structured and less reactive.
If you're building chat or voice agents, consider validating trajectories, not just responses.
I’ve documented the workflow here: https://shorturl.at/r7sfP
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