Agent observability has outgrown the comforting fiction that logs are enough. A modern OpenClaw run can enter through a gateway request, route through a channel identity, assemble prompt context, invoke an embedded harness, stream model events, call tools, hit MCP servers, compact state, retry provider failures, hand off to background