Start here
How OpenTelemetry connects a request across services
See how signals and context fit together.
Read the articleConnect telemetry to an operational question, then follow the evidence through an investigation.
Start here
See how signals and context fit together.
Read the articleChoose the first request path
Scope an initial tracing exercise around a customer-critical path.
Read the guideRead the evidence carefully
Understand what a trace includes and what it cannot establish.
Read the articlePreserve useful events
Choose logs that support investigation rather than simply increasing volume.
Read the articleNews ·
Apigee separates model latency and token use from MCP tool traffic. Tool filters narrow a slow-assistant investigation, while proxy policies determine which charts populate.
News ·
Google API Gateway’s streaming preview delivers response chunks while a model is still generating. Creation-time settings and request deadlines shape the migration.
News ·
Standard maintenance has ended for Google’s legacy agents. Migration to Ops Agent changes some metric fields, including disk labels used by existing queries.
Guide · 25 min read
Understand Hermes Agent, its origins, models, memory and skills. Choose a setup, try two checkable examples, and learn where its limits matter.
Guide · 6 min read
Connect logical tasks to every model and tool attempt, then measure cost and latency per accepted outcome without hiding failed or unknown work.
Guide · 6 min read
Run a candidate log classifier beside the current route, preserve complete outcomes, and promote only the slices whose mistakes and review cost are understood.
Guide · 9 min read
A client-side SSE probe separates first answer text from normal completion. Fixed arrivals and outcome counts show whether a serving change delivers more useful answers.