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Pytest Mocking Strategy
Testing
Master mocking strategy for pytest: when to use autospec, AsyncMock patterns, and what should never be mocked. Includes type-safe mock creation and decision matrix.
TAO AutoML Hyperparameter Optimization
Data & AI
Run container-backed AutoML and hyperparameter optimization for NVIDIA TAO networks using AutoMLRunner, supporting bayesian, hyperband, ASHA, and LLM-guided search, experiment tracking, and custom evaluation hooks.
Screen Reader Testing
Testing
Test web applications with screen readers including VoiceOver, NVDA, and JAWS. Validate compatibility and debug accessibility issues.
Save Context via Subagent
Productivity
Instructions for creating a subtask to save context in the main thread using subagents for code exploration and task delegation.
Observability and Monitoring Setup
DevOps
Set up comprehensive monitoring with metrics, logs, traces, and dashboards to gain full visibility into system health and performance.
Deployment Patterns
DevOps
Deployment workflows, CI/CD pipeline patterns, Docker containerization, health checks, rollback strategies, and production readiness checklists for web applications.
Java Core Development
Development
Provides standards for core Java development including code organization, modern features (records, pattern matching), performance optimization, and implementation verification. Useful for Java 17+ projects to maintain consistent code structure and apply proven patterns.
AI Image and Video Upscaling
Data & AI
Provides guidance to upscale and enhance image and video resolution using AI, with patterns from fal.ai.
AXEL Workflow Dispatcher
DevOps
Trigger-based dispatcher for AXEL core operations. Receives explicit trigger and executes matching workflow with reference document resolution.
S3 Bucket Policy Generator
Security
Automatically generates S3 bucket policies for AWS. Ideal for managing permissions and access to S3 resources.
Git Commit Workflow
Development
Guides the process of creating clean Git commits: selectively stages files (excluding .env, .pyc, etc.), runs pre-commit hooks (ruff, gitleaks), and formats messages using Conventional Commits. Helps maintain a consistent, secure commit history in any project.
Deep Audit of Pending Items
Productivity
Power-user audit of Origin's pending surfaces. Use /review to walk the full queue after bulk imports or when you want to audit all pending revisions.