Cloud

Manage S3 buckets with versioning, encryption, access control, lifecycle policies, and replication. Use for object storage, static sites, and data lakes.

Design and implement multi-cloud strategies spanning AWS, Azure, and GCP with vendor lock-in avoidance, hybrid deployments, and federation.

Optimize cloud infrastructure costs through resource rightsizing, reserved instances, spot instances, and waste reduction strategies.

Plan and execute cloud migrations with assessment, database migration, application refactoring, and cutover strategies across AWS, Azure, and GCP.

Deploy containerized applications on Google Cloud Run with automatic scaling, traffic management, and service mesh integration. Use for container-based serverless computing.

Optimize and manage cloud costs across AWS, Azure, and GCP using reserved instances, spot pricing, and cost monitoring tools.

Launch and configure EC2 instances with security groups, IAM roles, key pairs, AMIs, and auto-scaling. Use for virtual servers and managed infrastructure.

Reconstruct triangle meshes from 3D point cloud data. Use for processing LiDAR scans, photogrammetry output, and depth sensor data. Supports Poisson, Ball Pivoting, and Alpha Shape algorithms.

Access Autodesk Fusion 360 through cloud APIs for design automation. Use for parametric updates, file management, and integration with Autodesk Platform Services. Requires Autodesk account and API credentials.

Visualize 3D meshes, point clouds, and volumetric data using PyVista. Use for interactive plotting, mesh inspection, and creating publication-quality figures. Built on VTK with simplified Pythonic interface.

Expert cloud architect specializing in multi-cloud strategies, scalable architectures, and cost-effective solutions. Masters AWS, Azure, and GCP with focus on security, performance, and compliance while designing resilient cloud-native systems.

AI API key leakage review patterns. Use when code integrates AI providers (OpenAI, OpenRouter, Anthropic, Google/Gemini/Vertex, AWS Bedrock, Azure OpenAI, Mistral, Cohere, Groq, Replicate, Together, Perplexity, Fireworks, Hugging Face) or when env vars/keys are present. Focuses on client-side exposure, logging/redaction, and build artifacts.

Production-grade DevOps patterns with Kubernetes 1.34+, Terraform 1.9+, Docker 27+, ArgoCD/FluxCD GitOps, SRE, eBPF-based observability, AI-driven monitoring, CI/CD security, and cloud-native operations (AWS, GCP, Azure, Kafka).

Universal data lake and lakehouse patterns covering ingestion (dlt, Airbyte), transformation (SQLMesh, dbt), storage formats (Iceberg, Delta, Hudi, Parquet), query engines (ClickHouse, DuckDB, Doris, StarRocks), streaming (Kafka, Flink), orchestration (Dagster, Airflow, Prefect), and visualization (Metabase, Superset, Grafana). Self-hosted and cloud options.

Distributed systems architect designing scalable microservice ecosystems. Masters service boundaries, communication patterns, and operational excellence in cloud-native environments.

Copilot agent for cloud architecture design, AWS/Azure/GCP configuration, IaC code generation (Terraform/Bicep), and cost optimization Trigger terms: cloud architecture, AWS, Azure, GCP, cloud infrastructure, IaC, Terraform, CloudFormation, cloud design, serverless, cloud migration Use when: User requests involve cloud architect tasks.

Design resilient, scalable multi-cloud architectures with best practices for AWS, Azure, and GCP. Use when creating cloud architecture diagrams, planning cloud infrastructure, or designing cloud migration strategies.

Expert at organizing specs and splitting tasks across multiple Azure DevOps projects. Handles project-per-team, area-path-based, and team-based architectures. Intelligently maps increments and specs to correct projects based on content analysis. Activates for multi-project Azure DevOps setups, task splitting, spec organization, team allocation, cross-project coordination.

Expert guide for setting up bidirectional synchronization between SpecWeave and external tools (GitHub Issues, Jira Epics, Azure DevOps Work Items). Provides interactive setup wizards with sync direction options (bidirectional, export-only, import-only, manual). Activates for GitHub sync, Jira integration, Azure DevOps, ADO, external tool setup, issue tracking sync, sync configuration, bidirectional sync, import issues, export increments, sync direction, GitHub issues, Jira epics, work items, project management tools.

Schema Registry expert for Avro, Protobuf, and JSON Schema management. Covers schema evolution strategies, compatibility modes, validation, and best practices for managing schemas in Confluent Cloud and self-hosted Schema Registry. Activates for schema registry, avro, protobuf, json schema, schema evolution, compatibility modes, schema validation.