Parallelize independent sub-jobs across fresh-context subagents and aggregate results.
npx skills add https://github.com/Archive228/loopkit --skill subagent-fanout
Please help me install this Agent Skill. Skill: subagent-fanout Source: https://github.com/Archive228/loopkit/tree/main/skills/subagent-fanout Command: npx skills add https://github.com/Archive228/loopkit --skill subagent-fanout
This Skill helps to avoid context rot by parallelizing independent sub-jobs across fresh-context subagents, enabling efficient handling of tasks that branch into many independent pieces.
Run the 'subagent-fanout' skill to process multiple independent items in parallel, e.g., 'subagent-fanout process_items --items item1 item2 item3'.
High-intent search queries and answers about installing and using this skill.
To prevent context rot during parallel processing, spawn fresh-context subagents for each independent unit so they execute without prior conversation history. An orchestrator subagent then synthesizes the isolated results to maintain processing efficiency.
Distributing independent sub-jobs across subagents involves assigning each worker a specific role with only necessary input data. This tight role definition ensures parallel tasks execute efficiently without redundant context loading.
Parallel subagents cannot be used for tasks with sequential dependencies that require step N-1's output. This approach is only appropriate for genuine independent pieces that do not require sequential execution.
Running multi-source verification with fresh-context subagents requires spawning one subagent per source to check data independently. The orchestrator subagent then aggregates these parallel verification results.
You should avoid using a subagent fanout pattern for task distribution when your workflow contains sequential dependencies. If step N requires the output of step N-1, parallel execution will fail to aggregate results properly.
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