“observability”

Distributed tracing with Jaeger, OpenTelemetry, and observability platforms for microservices insights

Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch.

Builds, configures, debugs, and optimizes AWS observability with CloudWatch (Log Insights, Metrics, Alarms, Dashboards, EMF), X-Ray, CloudTrail, and ADOT (AWS…

Design observability strategies: SLI/SLO frameworks, alerting, and dashboards.

Use for debugging DSPy programs, inspect_history, tracing LLM calls, custom callbacks, observability, monitoring, and cost tracking.

Read-only roster and observation of an agent's parent, siblings, and direct children.

Comprehensive monitoring, dashboards, and observability expertise.

Monitors task execution for skill improvement opportunities: logs patterns, user corrections and methodology worth preserving to the workspace, turns them…

Observability patterns for Python applications.

Observability Designer (POWERFUL)

/observe — natural-language entry to the Policy Interaction Layer: compile an NL request into a structured observation/subscription policy, confirm via…

Make every skill/agent/eval execution observable through a structured, queryable run log so the framework can answer "why did the agent do X, and did it…

Monitors task execution for skill improvement opportunities.

检测并治理可观测资产漂移、增量更新与质量问题，输出资产登记与治理报告。

Capture and review Agent Skill observations, and create, run, diagnose, or iteratively improve Skill evaluations (evals) with the skill-up CLI.

This skill should be used for improving context efficiency: context budgeting, observation masking, prefix or KV-cache strategy, partitioning, token-cost…

Use when writing, reviewing, or refactoring SwiftUI code for iOS or macOS, including state and `@Observable` data flow, view composition, resizable layouts…

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.

Transform photos, film stills, or new scene descriptions into the observed visual grammar of the 2026 animated film 《牛来》.

Detonate malware samples in Cuckoo Sandbox to observe runtime behavior — process creation, file system and registry changes, network communications, and API…

Organize document evidence into auditable competing hypotheses, source-linked observations, an assessment matrix and document-linked discriminating tests.

**[REQUIRED]** for all Snowflake data governance tasks.

GitHub adapter binding for the shepherd contract: turn a real pull request into observed events, resolve the responsible actor from commit authorship, and…

Audit paired model, assay or pipeline losses when many observations belong to a few independent donors, plates, sites or training runs.