GCP architecture expertise including Google Cloud Architecture Framework, project and organization structure, VPC and networking design, data and analytics architecture, Kubernetes and serverless patterns, AI/ML platform design, security architecture, and cost optimization strategies. Use proacti...
Full skill instructions
references/gcp-platform-and-compute.md — Architecture Framework five pillars, organization/project structure, Landing Zone, Shared VPC design, VPC Flow Logs, global load balancing, Cloud Armor, Cloud Interconnect, GKE Autopilot vs Standard, multi-cluster Fleet, Cloud Run, and Compute Engine MIGsreferences/gcp-data-aiml-security-cost.md — BigQuery architecture patterns, Pub/Sub and Dataflow streaming pipeline, Cloud Spanner and AlloyDB, Firestore and Bigtable, Vertex AI training and serving, TPU architecture, generative AI with Vector Search; BeyondCorp and IAP, VPC Service Controls, Security Command Center, Cloud KMS and DLP; CUDs, Sustained Use Discounts, and FinOps with billing export to BigQuery
IoT security practices covering device identity with X.509 and secure elements, secure boot chains, encrypted communication (TLS/DTLS), firmware signing, network segmentation, device attestation, and vulnerability management for resource-constrained devices.
Migration planning expertise including strangler fig pattern, parallel run strategy, data migration techniques, feature parity tracking, rollback plans, phased timelines, risk mitigation, and zero-downtime migration.
State management expertise including local vs global state decisions, Redux Toolkit, Zustand, Jotai, MobX, Context API patterns, server state (React Query, SWR) vs client state, optimistic updates, and state machines with XState.
Terraform and Infrastructure as Code expertise covering HCL module design, state management, workspaces, provider configuration, drift detection, Terragrunt, infrastructure testing, and resource lifecycle management.
Test data management with factory patterns (Faker.js, Fishery, Factory Bot), database seeding, test data isolation (transactions, cleanup), anonymization and masking for production data, synthetic data generation, fixture management, and shared test state risks. Use when designing test data strat...
Flutter 3.27+ patterns — Riverpod 2 state with codegen, GoRouter 14+ navigation, Impeller rendering (default on all platforms), WASM web, extension types, on-device AI (firebase_ai, MediaPipe), Patrol 3.x testing, platform channels, performance
CI/CD test integration: parallel test execution (sharding), test splitting strategies, flaky test quarantine, test reporting (Allure, ReportPortal, JUnit XML), quality gates (coverage thresholds, no new failures), test result caching, and pre-commit hooks. Use when configuring test pipelines, opt...
Monitoring and observability expertise covering Prometheus/Grafana stack, Datadog, CloudWatch, PagerDuty integration, custom metrics, dashboard design using USE/RED methods, alert routing, uptime monitoring, and log aggregation.
Vue.js expertise including Composition API, Pinia state management, Nuxt.js 3, Vue Router, custom directives, provide/inject patterns, transition system, and Volar tooling configuration.
Sets up observability: structured logging, metrics collection, distributed tracing, alerting rules, dashboard design, SLI/SLO/SLA definition. Covers ELK, Prometheus, Grafana, Datadog, OpenTelemetry. Use when implementing monitoring, debugging production issues, or designing observability architec...
Product analytics: AARRR framework, North Star Metric, A/B testing with statistical significance (95% confidence, minimum detectable effect), PostHog event tracking, funnel analysis, retention cohorts, feature flags for experiments. Vanity metrics vs actionable metrics. Use when defining KPIs, de...
Russian language calibration for Billy Milligan agents. Load when session language is RU. Contains native speech patterns, swearing vocabulary, pet name styles, and anchor examples for all 5 agents.
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