Multi-agent traces
MAST / MAST-Data
Why Do Multi-Agent LLM Systems Fail?
- Source version
- v3 · 2025-10-26
- Reported scope
- 1600+ annotated traces · 7 frameworks · 14 failure modes
- Observed
- 2026-10-21
- Verification
- Paper metadata only; no executable fixture verified.
What the source reports
The authors organize multi-agent failures into system design, inter-agent misalignment and task verification categories.
When to inspect it
Start here when selecting a vocabulary for discussing multi-agent failures. Check the paper and original artifacts before adopting labels.
What remains unverified
Author-reported abstract; traces were not downloaded or rerun here. These counts do not measure commercial demand.
These are study-level records, not incident reproductions. No failure fixtures, performance results or commercial customers are represented by this project.
Original short editorial summary of the linked author abstract; no full abstract or dataset reproduced. Follow the paper’s author list for full attribution. Rights to underlying code, datasets and traces must be checked at their original sources.