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This skill provides a robust framework for building reliable multi-agent systems using the Agentica orchestration pattern. By replacing ambiguous natural language instructions with explicit verb mappings and structured directory handoffs, it significantly reduces LLM hallucinations and failures. It includes specialized templates for diverse agent roles—including researchers, coordinators, and critics—ensuring seamless context preservation and high-precision task execution within Claude Code environments. Whether you are building complex autonomous workflows or simple research agents, this skill provides the architectural blueprints to move from inconsistent results to production-grade reliability.
