Execute Fly.io secondary workflow: Postgres clusters, persistent volumes, and private networking. Use when adding databases, persistent storage, or internal service communication.
Collect Fly.io debug evidence for support tickets including machine status, logs, health checks, volume state, and networking diagnostics.
Deploy the innozverse API to Fly.io, manage deployments, check status, view logs, and troubleshoot deployment issues.
Deploy your first app to Fly.io with flyctl launch and the Machines API. Use when starting a new Fly.io project, deploying a container globally, or testing edge compute…
Install flyctl CLI and configure Fly.io authentication with API tokens. Use when setting up a new Fly.io project, configuring deploy tokens, or initializing the Machines API for…
Configure Fly.io local development with Docker, proxy, and SSH console. Use when setting up local dev against Fly services, testing Dockerfiles, or establishing a fast iteration…
Execute Fly.io production deployment checklist with health checks, auto-scaling, monitoring, and rollback procedures.
Handle Fly.io Machines API rate limits with backoff, concurrency control, and request batching for machine management operations.
Migrate between Fly.io platform versions including Apps v1 to v2 (Machines), flyctl upgrades, and Postgres major version upgrades.
Implement Fly.io machine events, health check monitoring, and log-based event processing for deployment automation and alerting.
GCP AI/ML — Vertex AI, Gemini API, Document AI, Vision AI, Natural Language AI, AutoML, Vertex AI Search and Agents
Operate AlloyDB clusters and Cloud SQL instances — HA configuration, read replicas, connection pooling, maintenance windows, backup strategy, and performance diagnostics.
Design and operate Anthos / GKE Enterprise fleet management, Config Management (GitOps with Policy Controller), multi-cloud Kubernetes across GCP, AWS, and Azure.
Design and operate Apigee X API proxies — rate limiting, OAuth/JWT security policies, quota plans, developer portal setup, and API product management.
Guide complet et battle-tested pour déployer une application sur GCP App Engine avec GitHub, Terraform et GitHub Actions CI/CD sur Windows avec VS Code.
GCP architecture design: Cloud Run, GKE Autopilot, Cloud Functions, BigQuery, Terraform IaC, cost optimisation, IAM, and data pipeline patterns
Google Cloud Platform (GCP) の Application Default Credentials 認証を実行。BigQuery や Cloud Storage 等の GCP サービス利用前に「GCP認証して」と言うだけで認証手順をガイド。
Use when exporting BigQuery data to Cloud Storage, extracting tables to CSV, JSON, Avro, or Parquet formats, or using EXPORT DATA statements.
Use when loading data into BigQuery from CSV, JSON, Avro, Parquet files, Cloud Storage, or local files.
Use when creating BigQuery tables, implementing partitioning or clustering, managing table schemas, or optimizing table structure.
Review GCP Certificate Manager and classic Google-managed TLS certificates — certificate map configuration, DNS authorization, CAA record validation, certificate rotation…
Pre-change blast radius analysis for GCP — cross-project resource dependency mapping, org policy cascade effects, Shared VPC peering impact, Service Account impersonation chain…
Design GCP architectures for startups and enterprises. Use when asked to design Google Cloud infrastructure, deploy to GKE or Cloud Run, configure BigQuery pipelines, optimize GCP…
Advise on Google Cloud authentication and authorization patterns — covering Application Default Credentials (ADC), service account best practices, Workload Identity Federation…
Deploy serverless functions on Google Cloud Platform with triggers, IAM roles, environment variables, and monitoring. Use for event-driven computing on GCP.
Specialized skill for building production-ready serverless applications on GCP. Covers Cloud Run services (containerized), Cloud Run Functions (event-driven), cold start…
Deploy and operate Cloud Run services, Cloud Functions gen2, Eventarc triggers, traffic splitting for progressive delivery, and cold-start optimization strategies.
Configure Assured Workloads for regulated workloads (FedRAMP High/Moderate, HIPAA, PCI-DSS, ITAR, IL4/IL5), audit controls implementation, and gather compliance evidence using…
Operate GCE instances, manage Managed Instance Groups (MIGs), configure OS patch management via VM Manager, design preemptible/spot VM strategies, and manage startup/shutdown…
Detect and coordinate response to GCP cost anomalies — BigQuery on-demand query cost spikes ($5/TB scanned), Cloud Run scaling runaway, unattached Persistent Disks, idle GCE…
Analyze GCP spend via Billing exports, optimize committed-use and sustained-use discounts, design cost attribution (labels/tags), investigate budget alert drift, and recommend…
Analyzes GCP costs and provides optimization recommendations including committed use discounts, rightsizing, and unused resources.
Coordinate the daily GCP operations standup — cost delta from previous day, quota warning review, failed deployment detection, Security Command Center finding triage, SLO burn…
GCP 一鍵部署助手。協助將 Web 應用部署到 Google Cloud Platform，支援 Compute Engine、Cloud Run、App Engine。 含 Docker 化、CI/CD 設定、SSL 憑證、域名綁定等完整流程。
Google Cloud Platform (GCP) development best practices for Cloud Functions, Cloud Run, Firestore, BigQuery, and Infrastructure as Code.
Design and troubleshoot enterprise-grade GCP networking architectures. Use for VPC, hybrid connectivity, segmentation, security controls, and operational hardening.
Complete development lifecycle super agent for GCP — scaffolding, compute, database, auth, feature generation, testing, pre-production QA gate with go/no-go reports, deploy,…
Deploy and manage serverless functions on Google Cloud Platform using Cloud Functions for event-driven applications.
Govern Google Cloud Storage data perimeters — uniform bucket-level access enforcement, public access prevention, VPC Service Controls perimeter coverage, IAM Conditions for…
Build, integrate, and debug Gemini API applications on Google Cloud Agent Platform (formerly Vertex AI) using the unified google-genai SDK.
Operate GKE clusters (Standard and Autopilot), manage node pools, configure Workload Identity, enforce Binary Authorization, plan node pool upgrades, and review cluster security…
Services Google Cloud Platform incluant Cloud Run, BigQuery, GKE, Cloud Functions et Firestore. Se déclenche avec "GCP", "Google Cloud", "BigQuery", "Cloud Run", "GKE", " — from…
[STUB - Not implemented] GCP security hardening with IAM least privilege, VPC security, and Secret Manager. PROACTIVELY activate for: [TODO: Define on implementation].
Infrastructure as Code for GCP — Terraform google provider, Deployment Manager, Pulumi, Config Connector
Review Terraform and Deployment Manager changes targeting GCP — blast radius analysis, destroy-operation detection, cross-project impact, state file conflicts, org policy drift,…
Audit GCP IAM bindings across the resource hierarchy (org/folder/project), identify overprivileged Service Accounts, review Workload Identity Federation configurations, evaluate…
Expertise in evaluating GCP projects for compliance — what checks are meaningful, which SCF controls they map to, and how to interpret gcloud output.
GCP changes since training cutoff — Gen AI SDK replaces Vertex AI SDK, Gemini 2.5/3.x models, Cloud Run worker pools, Artifact Registry migration, ADK.
Design and review GCP landing zone foundations including organization setup, folder hierarchy, org policy baseline, Shared VPC, billing account structure, Security Command Center,…
Gate Cloud Run traffic percentage migrations, min-instances changes, and revision deletions against revision health verification and rollback posture assessment.
Gate Cloud Billing budget threshold changes, committed-use discount (CUD) purchases, and quota increase requests with explicit financial-authority approval.
Gate GKE deployment mutations, node pool upgrades, and cluster control-plane version changes against rollback posture and PDB audit before any production change.
Gate IAM binding mutations, org policy changes, and Service Account key creation against the GCP resource hierarchy.
Gate Cloud KMS key version destruction and key ring deletion against a complete CMEK dependency audit.
Traffic engineering for GCP load balancers — Global HTTPS LB, Regional HTTPS LB, TCP/SSL Proxy LB, Network LB (passthrough), Internal TCP/UDP LB — type selection, health check…
Read and query GCP logs for Hyperlane agents using gcloud CLI. Use when investigating relayer, validator, or scraper logs, debugging message processing, or analyzing operational…
GCP Maestro routing skill. Classify the user's GCP task, select the narrowest specialist agent or the right team of specialists from the catalog, and dispatch them — single…
Plan and execute migrations to GCP using Migrate to Virtual Machines, Database Migration Service, Storage Transfer Service, and design cutover sequencing with rollback plans.
Design and review GCP network architecture including global VPC topology, Shared VPC patterns, Cloud Interconnect/VPN hybrid connectivity, Cloud NAT, DNS, Cloud Armor, and Traffic…
Investigate GCP network issues by analyzing VPC Flow Logs, firewall logs, Cloud NAT logs, threat logs, and networking metrics.