技能 人工智能 自动预测最佳下一步行动

自动预测最佳下一步行动

v20260716
autopilot-predict
该功能利用学习到的模式和当前操作状态,智能预测最合适的下一步执行任务。它能自动引导工作流,高置信度预测会直接执行,低置信度则会根据任务优先级回退。每次任务完成后,系统会记录并更新成功模式,实现流程的持续优化和跨会话的记忆调用。
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概览

Predict what to work on next using Ruflo autopilot intelligence:

  1. Call mcp__plugin_ruflo-core_ruflo__autopilot_predict for the recommended next action
  2. If confidence > 0.7, execute the prediction directly
  3. If confidence < 0.7, check mcp__plugin_ruflo-core_ruflo__autopilot_progress for task breakdown
  4. Pick the highest-priority incomplete task
  5. After completing work, call mcp__plugin_ruflo-core_ruflo__autopilot_learn to update patterns

Learning Pipeline

  • mcp__plugin_ruflo-core_ruflo__autopilot_learn -- discover success patterns from completed tasks
  • mcp__plugin_ruflo-core_ruflo__autopilot_history({ query: "KEYWORD" }) -- search past completions
  • Patterns are stored in AgentDB for cross-session recall

Integration with /loop

When running inside a /loop, the predict skill guides each iteration:

  • High confidence prediction -> execute immediately
  • Low confidence -> fall back to task list priority order
  • No tasks remaining -> disable autopilot and exit loop
信息
Category 人工智能
Name autopilot-predict
版本 v20260716
大小 1.32KB
更新时间 2026-07-18
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