Use AsyncQdrantClient for awaitable Qdrant collection, point,
Async job processing patterns for background tasks, Celery workflows, task scheduling, retry strategies, and distributed task execution.
Comprehensive guidance for implementing asynchronous Python applications using asyncio, concurrent programming patterns, and async/await…
Async SQLAlchemy 2.0+ database patterns for FastAPI including session management, connection pooling, Alembic migrations, relationship…
Implements a robust asynchronous state machine pattern to handle long-running operations and prevent gateway timeouts.
Implements a standardized asynchronous state machine pattern for long-running API tasks to prevent gateway timeouts and system instability.
Suspicious Communications and Anomalous System Behavior
Configure ATC clean core and Cloud Readiness checks using the SAP Cloudification Repository, and map ATC findings to clean core levels (A…
Image optimization analysis for SEO and performance.
Fast headless browser for QA testing and site dogfooding.
Records browser sessions via Playwright and converts video to GIF.
Select and apply the correct SQL connector implementation pattern (SDK-default minimal or source-specific custom).
Use when working with atlas.hcl, Atlas CLI commands, schema HCL/SQL files, or migration planning and reviews, including Atlas v1.1…
Use for initial setup of atlassian-cli: profile creation, auth login flags, token sourcing, base URLs, default profile selection, and auth…
Atlassian Confluence expert for creating and managing spaces, knowledge bases, and documentation.
Ansible orchestration: playbook execution, variable passing, inventory management, stack-based configuration for configuration management
Authentication and identity management: providers (SSO/SAML/OIDC/GCP/Atmos Pro), identities, keyring, identity chaining…
Component architecture: Terraform root modules, remote source provisioning, abstract components, component inheritance, versioning…
Component vendoring: vendor.yaml and component.yaml manifests, immutable vendor.lock.yaml receipts, pulling from Git/S3/HTTP/OCI/Terraform…
Custom CLI commands: command definition in atmos.yaml, arguments, flags, shared native step types, when: conditions, output/UI steps, env…