deepswarm
Parallel batch API processing with auto-tuned workers
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Pure Emerald Level IndicatorsFrequently Asked Questions
FAQPage SchemaHow to install DeepSwarm?โผ
Run `npx skills add amanning3390/deepswarm --all -g -y` in your terminal to install the skill globally.
What does DeepSwarm do?โผ
It splits any batch API task, such as generation, translation, or summarization, across parallel workers and automatically picks the optimal worker count and stagger delay to avoid rate limits.
How does DeepSwarm reduce API costs?โผ
It uses tiered delegation where a frontier model plans the work while a cheaper model executes the thousands of worker calls, typically saving 60-70% on token costs.
Can DeepSwarm handle multi-turn tasks?โผ
Yes. Set multi_turn to true in your task config and each worker will loop through conversation turns, including tool calls, until the task completes.
Do I need coding experience to use DeepSwarm?โผ
Minimal. You define your task in a simple YAML file and run three provided scripts for seeding, launching, and filtering results.
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