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Goal-Oriented Planning

Master how agents define objectives and create strategic plans to achieve them

Choosing Your Strategy

Once you've decomposed a goal, how do you decide what to do first? Different strategies optimize for different outcomes: speed, risk mitigation, value delivery, or motivation.

Strategy Comparison Tool

Compare different goal achievement strategies. Click to explore pros, cons, and use cases!

Greedy First

Tackle easiest/quickest sub-goals first for immediate progress

WHEN TO USE
When you need quick wins or motivation boost
✅ PROS
  • Fast visible progress
  • Builds momentum and confidence
  • Reduces total task count quickly
  • Good for morale
❌ CONS
  • May leave hardest tasks for last
  • Can create bottlenecks
  • Risk of running out of resources late
  • Critical tasks might be delayed
EXAMPLE
Completing 10 easy todos before tackling the one complex task

Goal Achievement Simulation

Watch how an agent processes a goal from start to completion. Click to start simulation!

1
Agent receives main goal
Start
2
Decompose into sub-goals
Planning
3
Prioritize based on strategy
Prioritizing
4
Execute highest priority task
Executing
5
Measure progress toward goal
Measuring
6
Re-evaluate remaining tasks
Adapting
7
Goal achieved!
Complete

Implementation Best Practices

📊 Track Progress Metrics

Monitor completion rate, time spent, resources used. This helps you evaluate if your strategy is working and when to adapt.

🔄 Re-evaluate Regularly

Priorities change. After completing each sub-goal, re-assess what should come next based on new information or changed circumstances.

⚖️ Balance Quick Wins and Long-term Value

Pure greedy strategy feels good short-term but leaves hard tasks. Pure value-based ignores morale. Find the balance that keeps momentum while making meaningful progress.

🛡️ Build in Failure Recovery

Not all sub-goals succeed on first try. Have fallback strategies, alternative approaches, and clear criteria for when to abandon a sub-goal.

🎯 Define "Done" Clearly

For each sub-goal and the main goal, have explicit completion criteria. Prevents endless refinement and ensures you know when to move on.