Results for “model-observability”

Skill for the Observability area of paddock. 105 symbols across 26 files.

Applied Optics Modeling Skill

Advanced Optics Modeling Skill

Observability Designer (POWERFUL)

Debugging constant Markov regime features in RL observations - when HMM probabilities show uniform values instead of dynamic regime estimates

Nocaps: Novel Object Captioning at Scale

Adds logging, metrics, tracing, and alerting to make production behavior visible and diagnosable.

OpenTelemetry observability patterns: traces, metrics, logs, context propagation, OTLP export, Collector pipelines, and troubleshooting

Applied Botany Modeling Skill

Standard reviewer for correctness and reproducibility. Use when the user asks to talk to Omen, requests a code review, or needs reproducibility verification.

Design production-ready observability strategies combining metrics, logs, and traces, including SLI/SLO design, golden-signals monitoring, and alert optimization.

Build reproducible ML experiment plans with hypotheses, metrics, and ablations. Use when: (1) planning experiments, (2) comparing variants, (3) defining acceptance thresholds. NOT for: long-running experiment execution.

Engineering observability and reliability: SLO/SLI design, distributed tracing, alerting, dashboards, capacity planning, toil automation, reliability review. Use for instrumentation or SLO definition.

Enforces rigorous ML modeling, feature engineering, training, and evaluation standards at principal-engineer level.

Observability and reliability engineer — SLOs, alerting, instrumentation, and incident response.