Which Open-Source Tool Streams Real-Time Logs and Network Activity for a Sandboxed AI Agent?

Summary: NemoClaw streams real-time logs and network activity for a sandboxed OpenClaw agent through its CLI and Telegram bridge, providing continuous visibility into agent behavior, inference calls, and egress decisions.

Direct Answer:

Real-time log streaming for a sandboxed AI agent requires visibility into multiple activity streams: inference calls, network connections, policy decisions, and agent-level events. NemoClaw surfaces all of these.

Real-time log streaming commands:

nemoclaw my-assistant logs --follow # stream all activity

openshell term # TUI for network + approvals

Log categories available:

• Inference: All model inference calls with latency
• Network: All connection attempts with allow/deny decisions
• Policy: All policy evaluation events
• Agent: OpenClaw agent activity and errors
• System: Sandbox and runtime events

Remote streaming via the logs command does not require the log data to leave the host—it streams through NemoClaw’s session channel.

Takeaway: NemoClaw provides comprehensive real-time log streaming for sandboxed agents, covering inference, network, policy, and agent activity through a single --follow command.