systematic-swarm-debugging

Debug multi-agent swarm failures by tracing root causes across agents, handoffs, tools, models, and topology. This Skill isolates conflicting outputs and produces an evidence-backed root-cause report with a guard plan to prevent recurrence.

Non-terminating loops in tree or mesh topologies stem from malformed handoffs, tool errors, or verification gate failures. Systematic debugging isolates these root causes across the swarm and implements guards to stop the loops.

Fix unverifiable final claims by applying a defined verification gate to the multi-agent workflow. Systematic debugging identifies why outputs are unverifiable and produces a remediation plan with guardrails to ensure future claims pass verification.

Yes, you can trace tool errors and malformed handoffs across loop, tree, mesh, and swarm topologies. The debugging process performs end-to-end root-cause tracing across all swarm components to identify exact failure points.

The best way to prevent recurring handoff failures is to record expected behavior, log actual results, and implement a verification guard. This three-step flow produces a remediation plan with evidence-backed guardrails to stop recurrence.

Yes, systematic swarm debugging works for conflicts in model outputs across agents. It traces root causes across the entire swarm including models, tools, and topology, then generates a guard plan to resolve the conflicts.