Tagged observability

Set up Java structured logging with SLF4J, JSON output and MDC request tracing

Add structured logging, retries, circuit breakers and graceful degradation

Build Axiom observability dashboards through the API with charts and queries

Query Axiom metrics datasets to discover tags and check OpenTelemetry values

Find GraphQL injection flaws by tracing user input to unsafe query assembly

Find SQL injection by tracing user input to unsafe query construction in code

Find cross-site scripting flaws by tracing user input to HTML, JS and DOM sinks

Instrument .NET code with OpenTelemetry traces, metrics and logs using best practices

Triage production crash and hang reports from Sentry or App Store Connect

Design stable-isotope tracing experiments to measure metabolic flux with 13C tracers

Reconstruct single-cell lineage trees from CRISPR scars and barcodes

Add OpenTelemetry spans and tracing to MATLAB functions for observability

Build, analyze and optimize optical systems with ray tracing in MATLAB

Debug Game Boy games with breakpoints, CPU tracing and disassembly in Gearboy

Trace AI agents with token, latency and cost metrics for debugging

Set up centralized audit logging, log retention and SIEM integration

Set up Datadog agents, APM, dashboards, alerts and distributed tracing

Observe syscalls and network flows with eBPF using Cilium, Tetragon and bpftrace

Set up Grafana Loki and Promtail and write LogQL queries for logs

Set up New Relic APM agents, dashboards, alerts and distributed tracing

Instrument apps with OpenTelemetry for traces, metrics and logs

Configure Prometheus scrape targets, PromQL queries and Grafana dashboards

Measure RAG retrieval quality, groundedness and hallucinations in regression tests

Run Istio or Linkerd service meshes with mTLS, traffic rules and observability

Turn Agentforce execution trace spans on or off for Data Cloud

Turn Platform Tracing event publishing on or off in Event Monitoring

Write and review engineering blog posts to a high, consistent technical standard

Triage new frontend issues by archiving non-actionable noise in the queue