flow.mmd

instructions.txt

Let me fix the flow by ensuring each sampling request has a clear causal trigger:

I've fixed the flow by ensuring each sampling request has a clear causal trigger and follows logically from previous steps:

## Revised Recipe Planning Network with Proper Causal Flow

### Key Fixes:

1. **Added Clear Triggers for Sampling Requests**:
   - Each sampling request now has a specific event that causes it to happen
   - The flow follows a logical sequence where each step motivates the next

2. **Bidirectional Sampling with Clear Causality**:
   - Nutrition → Recipe: Triggered by needing portion details for accurate calculations
   - Shopping → Nutrition: Triggered by the need for healthier alternatives identified in the shopping task
   - Shopping → Recipe: Triggered by seasonal availability issues discovered during shopping list creation

### Causal Chain Explanation:

1. **Initial Recipe Creation**:
   - User request → Recipe creation → Nutrition analysis request

2. **Nutrition Analysis Flow**:
   - Nutrition analysis begins → Discovers missing portion information
   - **TRIGGER**: Missing portions prompts sampling request to Recipe Client
   - Recipe provides portion details → Nutrition completes analysis

3. **Health Improvement Flow**:
   - Recipe Client reviews nutrition data → Discovers high fat content
   - **TRIGGER**: High fat content prompts request for shopping list with healthier alternatives
   - Shopping begins alternative search → Needs expert nutrition advice
   - **TRIGGER**: Need for healthy alternatives prompts sampling request to Nutrition Client
   - Nutrition provides alternative ingredients → Shopping continues

4. **Seasonal Adaptation Flow**:
   - Shopping reviews alternatives → Discovers seasonal availability issues
   - **TRIGGER**: Seasonal issues prompt sampling request to Recipe Client
   - Recipe provides seasonal adaptations → Shopping completes list

5. **Final Integration**:
   - Recipe Client combines all insights → Delivers optimized result to user

Each sampling request now occurs for a specific reason at a logical point in the workflow, creating a coherent causal chain where each action is motivated by the previous steps. This addresses the fundamental issue in the previous flow where sampling requests appeared without clear triggers.