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Prompt forest

Skill herehere14/Cascade-An-AI-Agent-World-Simulator/extensions/prompt-forest/skills/prompt-forest

Financial and Economic world prediction simulation. Derived from individual Agent emotions and behaviours using our heart engine, and ripple system can cause different butterfly effects on the simulated world, and make crucial decisions that shapes the macro world, economy, society, company. Achieved over 90% accuracy for covid 19 and 2008 f crises

Install
npx -y skills add herehere14/Cascade-An-AI-Agent-World-Simulator --skill prompt-forest

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Adaptive prompt routing for planning, verification, critique, code review, and confidence-qualified responses via the Prompt Forest plugin tools.

SKILL.md

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Prompt Forest

Use prompt_forest_assist when the user asks for work that benefits from structured branch routing rather than a single raw draft.

Good triggers:

  • planning, rollout, roadmap, milestones, owners, risks, tradeoffs
  • verification, auditing, contradiction checks, constraint satisfaction, evidence checks
  • code review, bug triage, refactor planning, algorithm comparison
  • critique, compare-and-choose, structured brainstorming, confidence-qualified answers

Avoid it for:

  • trivial chit-chat
  • one-line factual replies when no structure or validation is needed
  • cases where the user only wants you to restate or lightly rewrite their text

How to call prompt_forest_assist:

  • Put the full user request into task.
  • Use taskType only when obvious; otherwise keep auto.
  • Pass requiredChecks for hard requirements such as confidence, owners, risks, or citations.
  • Pass expectedKeywords only for the most important content anchors.
  • Put only high-signal context into metadata or contextSeed.

After the tool returns:

  • answer naturally for the user instead of dumping raw metadata
  • use the Prompt Forest metadata when it helps, especially selected_branch, reward, confidence, and the trace
  • if the user explicitly accepts, rejects, or corrects the result, call prompt_forest_feedback

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