Tracing Parallel Agents After the Fact: Observability with Structured Logs and Spans
Running multiple agents in parallel on the Antigravity 2.0 desktop makes it impossible to tell which one is doing what. I share an observability design that drops tangled print debugging for run_ids and spans you can trace afterward, with a solo-operator implementation and numbers.
Designing Antigravity Agent Traces That Tell You Why It Failed — Observability in Practice
Run Antigravity agents long enough and unreadable failure logs pile up fast. This piece walks span structure, attribute design, failure tagging, dashboards, cost visibility, and retry policy — backed by six months of production metrics — so you can cut post-incident debugging time in half.
Assembling Observability with Antigravity × OpenTelemetry — Instrumentation, Sampling, Cardinality, and AI Anomaly Detection in Production
A record of running OpenTelemetry in production on a Node.js backend: measured instrumentation overhead, tail sampling configuration, avoiding cardinality explosion, and operating AI anomaly detection behind an approval gate.