Tagged articles

Failure Attribution

2 articles · Page 1 of 1

Oct 21, 2026 · Backend Development

Agent Observability: From Traces to Task Failure Attribution — Production Design with Go, Java, OpenTelemetry & Kubernetes

This article presents a production-grade observability design for agent systems, covering task modeling, trace propagation, lease/fencing/checkpoint mechanisms, OpenTelemetry instrumentation in Go and Java, MCP integration, Kubernetes collector setup, PromQL dashboards, Argo CD release correlation, and fault injection experiments for failure attribution.

Agent SystemsFailure AttributionGo

0 likes · 51 min read

Agent Observability: From Traces to Task Failure Attribution — Production Design with Go, Java, OpenTelemetry & Kubernetes

Machine Heart

May 30, 2026 · Artificial Intelligence

Beyond Single-Agent: Survey of Collaboration, Attribution, and Self‑Evolution in LLM Multi‑Agents

This survey introduces the LIFE framework for LLM‑based multi‑agent systems, outlining four stages—from individual agent capabilities through collaborative structures, failure attribution, to systemic self‑evolution—while analyzing how role design, communication, and scheduling affect performance, error propagation, and adaptive improvement.

AI SurveyFailure AttributionLLM

0 likes · 10 min read

Beyond Single-Agent: Survey of Collaboration, Attribution, and Self‑Evolution in LLM Multi‑Agents