Security

Logging and Monitoring

• Paging Without a Big Ops Team: On-Call for Small Companies
• A Support-Facing Dashboard for Model Health
• A Trace Format That Survives a Model Swap
• Alerting on What Customers Notice, Not What the Dashboard Shows
• Detecting Model Drift Without Re-running the Full Suite
• Drawing Your Agent Topology From Traces
• Instrumenting Retries: Measuring Repair Rates and Their Cost
• Log Fields That Answer an Offboarding Question Later
• Logging Tool Arguments Without Leaking What Is Inside Them
• Logging Tool Calls So You Can See Which Tool Was Chosen
• Logging What an Agent Did: Traces, Tool Calls and Replay
• Logging What the Agent Saw: Context for Injection Forensics
• Logs That Answer the Page: What to Emit Before the Incident
• Reading Your Agent Traces During an Incident
• Redacting Tool Arguments from Traces Without Breaking Loops
• Routing Alerts by Owner Tag: Paging the Owning Team
• Routing Alerts to the Cheapest Model That Can Read Them
• Sending Model Calls Through a Proxy You Control
• Tracing a Multi-Hop Agent Call So You Can Find the Failing Hop
• Turning a Denied Tool Call Into a Useful Audit Event
• What an LLM Agent's Audit Log Must Contain
• What to Log When a Model Chooses a Tool
• What to Log When an Agent Changes Its Own Tools
• Wiring Agent Failures into Your Existing On-Call Rotation
• Writing the First Five Alert Rules for an AI Agent