fanout

What problem does it solve?

Fanout addresses the coordination pattern where a task can be split into independent shards and requires parallel execution across workers to improve throughput and reduce latency.

Core Features & Use Cases

• Declares a workers frontmatter block to define shard behavior, depth limits, and aggregation contracts.
• Supports dimensional splits (per-file, per-endpoint, per-dep, per-table, per-agent, per-preprint, per-probe) and deterministic shard ordering.
• Isolates workers and provides a clear aggregation path back to the parent specialist.

Quick Start

Declare a workers block in the specialist frontmatter to spawn worker shards and integrate their output into the parent's result.