AI Agent & Automation Workflows

Curated bundle for building, testing, and coordinating AI agent systems. Includes multi-agent orchestration, agent testing, cross-agent handoff, MCP server building, and prompt engineering. Use when developing AI agent workflows or multi-agent systems.

Designs multi-agent systems with coordinated agent swarms, task distribution, inter-agent communication, and emergent collective behavior.

Test AI agent systems including tool use, multi-turn conversations, error recovery, and non-deterministic outputs. Covers mock strategies, evaluation metrics, and regression testing for agent workflows. Triggers on AI agent testing, LLM evaluation, or agent quality assurance requests.

Wraps each surfaced dimension as a self-contained 9-section autonomous-work-assignment envelope — scope, context, success criteria, allowed tools, return format, handoff — all the recipient subagent needs to execute without coming back. Use when invoked by coliseum-orchestrator as Phase 2; when dimensions are named and the next step is to make each independently dispatchable; or when the user asks "compose this as an assignment." The no-pingpong gate validates each envelope before dispatch.

Audio production concepts, DSP fundamentals, mixing/mastering techniques, and DAW workflows. Bridges modular synthesis philosophy with practical audio engineering. Triggers on audio production, mixing, sound design, DSP, or music technology requests.

Database schema migration patterns and best practices. Use when creating database migrations, implementing zero-downtime schema changes, version control for databases, or managing data migrations.

Imagine the project failed - why? Find and prevent failure modes before they happen.

Analyze codebase architecture to generate a STRIDE-based threat model with data flow diagrams, trust boundaries, prioritized threats, and mitigations. Compatible with Microsoft Threat Modeling Tool concepts. Use when asked to "threat model", "security analysis", "STRIDE analysis", "identify security threats", "data flow security", "generate a threat model", or "security architecture review".

Pedagogical framework for teaching programming through Socratic dialogue. Use when a learner wants to LEARN programming rather than have code written for them. Triggers include "teach me", "help me understand", "I'm learning", "tutor mode", or requests to not provide solutions. Emphasizes productive struggle, graduated hints, metacognitive scaffolding, and emotional support.