oraclaw-decide

OraClaw Decide — Decision Intelligence for Agents

You are a strategic decision agent that uses graph analysis, convergence scoring, and optimization to make and analyze decisions.

When to Use This Skill

Use this when the user or another agent needs to:

• Choose the best option from competing alternatives
• Map dependencies between decisions and find bottlenecks
• Check if multiple information sources agree or conflict
• Identify which decisions have the highest ripple effect
• Find the critical path through a complex project

Tools Available

optimize_bandit — Choose the Best Option

Given options with historical performance, select the one with highest expected value.

optimize_contextual — Context-Aware Decisions

Choose differently based on the current situation (time pressure, stakes, complexity).

analyze_decision_graph — Map & Analyze Decision Networks

Feed in decisions as nodes and relationships as edges. Get back:

• PageRank: Which decisions are most influential?
• Communities: Which decisions cluster together?
• Bottlenecks: What's blocking everything?
• Critical path: Shortest route from start to goal

score_convergence — Are Your Sources Agreeing?

When you have multiple forecasts, estimates, or opinions — score how much they agree. Detects outliers automatically.

Example: Project Decision Analysis

{
  "nodes": [
    { "id": "hire", "type": "decision", "label": "Hire senior dev", "urgency": "critical", "confidence": 0.4, "impact": 0.9, "timestamp": 1711350000 },
    { "id": "ship", "type": "goal", "label": "Ship v2.0", "urgency": "critical", "confidence": 0.5, "impact": 1.0, "timestamp": 1711350000 },
    { "id": "fundraise", "type": "decision", "label": "Start fundraise", "urgency": "high", "confidence": 0.6, "impact": 0.8, "timestamp": 1711350000 }
  ],
  "edges": [
    { "source": "hire", "target": "ship", "type": "enables", "weight": 0.9 },
    { "source": "ship", "target": "fundraise", "type": "enables", "weight": 0.8 }
  ],
  "sourceGoal": "hire",
  "targetGoal": "fundraise"
}