itp-parallel-agent-cost-saver

You can reduce token spend by grouping repeated tasks with shared prompt prefixes into a single parallel swarm execution path, which amortizes costs across the grouped run.

ITP compression targets the unique task body within a grouped execution path, compressing task-specific content while reusing the shared instruction prefix to maximize overall token savings.

You benchmark savings by measuring grouped parallel execution with ITP compression applied to unique task bodies against isolated baseline runs, comparing total token consumption between both approaches.

Parallel swarm execution is designed for repeated tasks with a shared instruction prefix. Tasks lacking a common prefix cannot amortize costs and would not benefit from this grouped approach.

Identify recurring tasks that share a common instruction prefix across multiple invocations, then group them into a swarm-style execution path to enable prompt-cache reuse and ITP compression.

Grouped swarm execution requires no external dependencies. You identify a recurring task with a shared prompt prefix and enable grouped execution to begin measuring token savings immediately.