# AI Swarm Simulator

Executable Mapper OS Buildprint remapped from MiroFish. Start at `BUILDPRINT.md`; do not start from this README.

The packet describes a product/outcome-flow AI swarm prediction workbench from seed intake through ontology, graph memory, simulation preparation, simulation run/observability, report generation, and deep interaction.

Before implementation phase work, the packet requires a Foundation scaffold gate: the target implementation project must create a real base project structure plus `AGENTS.md`, `architecture.md`, `engineering-standards.md`, `test-strategy.md`, and `ui-identity.md` so coding agents have explicit architecture and clean-code guidance before editing code.