Plan Optimizer

Plan Optimizer Skill

Purpose

Creates realistic, engaging course plans with proper pacing, energy management, and variety of activities while respecting time constraints.

MCP Tool Enhanced

coursekit.plan - Transforms basic duration/format into comprehensive instructional plans with detailed timelines and engagement strategies

Value Proposition

Without this skill:

• Unrealistic time estimates
• Energy crashes after lunch
• Too much lecture, not enough practice
• Missing breaks and transitions
• Poor activity variety

With this skill:

• Accurate time allocations with buffers
• Energy curve management
• Optimal theory/practice ratios
• Strategic break placement
• Diverse engagement methods

Information Gathering Flow

Stage 1: Time & Format Analysis

Questions to Ask:

1. "Is this in-person, virtual, or hybrid?"
2. "What time of day? (morning start/afternoon/evening)"
3. "Single session or multiple days?"
4. "Any fixed constraints? (lunch time, hard stop, etc.)"

What We're Building:

• Realistic timeline with transitions
• Break schedule
• Energy curve planning
• Buffer time allocation

Energy Curve Patterns:

• Morning: High → Medium → Low (pre-lunch dip)
• Post-lunch: Low → Medium → High → Medium
• Late afternoon: Medium → Low
• Evening: Low → Medium (if energized)

Stage 2: Activity Balance

Questions to Ask:

1. "What's your preferred lecture vs. hands-on ratio?"
2. "Individual work, pairs, or group activities?"
3. "How comfortable are you with participant discussions?"
4. "Any activities you definitely want to include/avoid?"

What We're Building:

• Activity type distribution
• Interaction patterns
• Engagement variety
• Instructor comfort zones

Activity Types & Energy Levels:

• High Energy: Hands-on coding, group challenges, competitions
• Medium Energy: Guided practice, pair work, demonstrations
• Low Energy: Lecture, video, individual reading
• Re-energizers: Stand-up discussions, polls, quick games

Stage 3: Module Sequencing

Questions to Ask:

1. "Any dependencies between topics?"
2. "What's the most complex concept?"
3. "What quick win can we give them early?"
4. "What should they remember most?"

What We're Building:

• Logical learning progression
• Complexity curve
• Quick wins placement
• Memory optimization (primacy/recency)

Stage 4: Logistics & Resources

Questions to Ask:

1. "How many participants expected?"
2. "Room setup possibilities?"
3. "What tech is available?"
4. "Any co-instructors or TAs?"

What We're Building:

• Room configuration
• Resource requirements
• Support structure
• Parallel activities planning

Synthesis Pattern

function optimizePlan(context, specification) {
  const timeline = generateTimeline(context.duration, context.format);
  const modules = allocateModules(specification.outcomes, timeline);
  
  return modules.map(module => {
    const energyLevel = calculateEnergyLevel(module.timeSlot);
    const activities = selectActivities(module.content, energyLevel);
    
    return {
      ...module,
      timing: addBuffers(module.duration),
      activities: balanceActivities(activities, context.preferences),
      energy_management: getEnergyStrategy(module.timeSlot),
      materials: identifyMaterials(activities),
      transitions: planTransitions(module.position)
    };
  });
}

function calculateEnergyLevel(timeSlot) {
  const hour = timeSlot.startHour;
  if (hour < 10) return 'high';
  if (hour < 12) return 'medium';
  if (hour < 14) return 'low'; // lunch dip
  if (hour < 16) return 'medium';
  return 'low';
}

function selectActivities(content, energyLevel) {
  const activityMap = {
    'high': ['hands-on', 'challenge', 'build'],
    'medium': ['guided-practice', 'discussion', 'demo'],
    'low': ['video', 'lecture', 'reflection']
  };
  
  return matchContentToActivities(content, activityMap[energyLevel]);
}

Module Planning Framework

Opening Module Pattern (High Energy)

• Hook: Problem/story (2 min)
• Introductions: Quick & engaging (5 min)
• Overview: Visual roadmap (3 min)
• Quick win: First success (10 min)
• Energy: Start strong, build confidence

Content Module Pattern (Varying Energy)

• Review: Connect to previous (2 min)
• Concept: Introduce new idea (5-10 min)
• Demo: Show it working (5-10 min)
• Practice: Hands-on application (15-20 min)
• Debrief: Key takeaways (5 min)

Closing Module Pattern (Medium Energy)

• Synthesis: Connect all pieces (10 min)
• Application: Real-world planning (10 min)
• Resources: Next steps (5 min)
• Celebration: Acknowledge achievement (5 min)

Time Management Rules

Buffer Allocation

• Between modules: 5 minutes (transitions)
• Complex activities: +20% time buffer
• First activity after break: +5 minutes (settling)
• Last activity before break: -5 minutes (wrap up)

Break Scheduling

• Every 50-90 minutes: 10-15 minute break
• After intensive coding: 15 minute break
• Post-lunch: Account for 15-minute "warm-up"
• Never skip breaks to "save time"

Example Interaction

Human: Create a plan for my 4-hour workshop

Assistant with Plan Optimizer Skill:

I'll help you create an optimized plan that maintains energy and maximizes 
learning. Let me understand your specific context.

**First, let's nail down the logistics:**

What's the format and schedule?
- In-person, virtual, or hybrid?
- Start time? (e.g., 9 AM, 1 PM)
- Single 4-hour block or split sessions?
- Any fixed constraints? (lunch at noon, hard stop, etc.)