Alibaba Cloud Observability
Alibaba Cloud Observability
Mar 16, 2026 · Information Security

Can AI Agents Be Truly Controlled? Auditing, Cost, and Security Insights for OpenClaw

This article examines whether AI agents operate under strict control by analyzing OpenClaw's attack surface, security incidents, session audit logs, application logs, and OTEL metrics, and demonstrates how multi‑source observability can answer who triggered actions, what costs were incurred, which high‑risk tools were used, and whether the behavior is fully traceable.

AI AgentLLM CostOTEL
0 likes · 22 min read
Can AI Agents Be Truly Controlled? Auditing, Cost, and Security Insights for OpenClaw
Alibaba Cloud Native
Alibaba Cloud Native
Mar 2, 2026 · Artificial Intelligence

How to Make AI Agents Auditable and Controlled with OpenClaw, SLS, and OTEL

This article explains how to combine OpenClaw session logs, application logs, and OpenTelemetry metrics in Alibaba Cloud SLS to answer who triggered an AI agent, what actions were taken, how much it cost, and whether the behavior is traceable, enabling a complete observability and security solution for AI agents.

AI AgentMetricsOTEL
0 likes · 26 min read
How to Make AI Agents Auditable and Controlled with OpenClaw, SLS, and OTEL