orchestration▌

When the user asks to implement something, use implementation agents to preserve main context.

Orchestrate TestFlight distribution, tester groups, and release notes via the App Store Connect CLI. \n \n Manage testers and groups with list, create, add, and invite commands; supports pagination for large datasets \n Distribute builds to groups and remove them with confirmation; export and import full TestFlight configuration as YAML \n Create and update \"What to Test\" notes per build and locale for release communication \n Use IDs for deterministic operations; integrates with the ID resolv

Design durable distributed workflows with Temporal, separating orchestration logic from external interactions. \n \n Workflows handle orchestration and decision-making (must be deterministic); activities handle external calls like APIs and databases (must be idempotent) \n Implements saga pattern with compensation for distributed transactions, entity workflows for long-lived state management, and fan-out/fan-in for parallel execution \n Automatic state preservation across failures via event hist

Patterns for managing distributed transactions and long-running business processes.

Apply these practices for disciplined, high-quality task execution.

Master workflow orchestration architecture with Temporal, covering fundamental design decisions, resilience patterns, and best practices for building reliable distributed systems.

Comprehensive patterns for building and coordinating AI agents -- from single-agent reasoning loops to multi-agent systems and framework selection. Each category has individual rule files in rules/ loaded on-demand.

Comprehensive guide to running ML workloads across clouds with automatic cost optimization using SkyPilot.

Orchestrate full-stack feature development across backend, frontend, and infrastructure layers with modern API-first approach:

Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.