Tag: observability

A practical 2026 map of AI agent frameworks by infrastructure primitive: orchestration, tools, state, multi-agent delegation, approvals, observability, evaluation, and deployment.

Why custom LLM logging leaves you flying blind in production, and how OpenTelemetry's GenAI semantic conventions turn every model call, tool invocation, and agent step into a traceable, cost-accountable span.

A practical evaluation loop for multi-agent workflows that catches demo-friendly failures in task handoff, tool use, permissions, latency, and completion criteria before release.