Step 4: Whole-Case Synthesis
Synthesize Code Provisions, Questions, and Conclusions with complete entity context
Pipeline Steps
Overview Step 1: Contextual Framework Step 2: Normative Requirements Step 3: Temporal Dynamics Step 4: Whole-Case Synthesis
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Post-Public Employment - City Engineer Transitioning to Consultant
Step 4 of 3
Entity Summary (Passes 1-3)
Pass 1: Contextual Framework
- Roles: 14
- States: 10
- Resources: 21
- Total: 45
Pass 2: Normative Requirements
- Principles: 10
- Obligations: 10
- Constraints: 11
- Capabilities: 11
- Total: 42
Pass 3: Temporal Dynamics
- Actions: 4
- Events: 2
- Total: 6
All Entities: 93
Whole-Case Synthesis
About Step 4 Synthesis
Step 4 performs whole-case synthesis with complete entity context from all three passes:
Part A: Code Provisions
- Extracts NSPE Code provisions mentioned in References section
- Links provisions to ALL 9 entity types (Roles, Principles, Actions, etc.)
- Validates content relevance using LLM
Part B: Questions & Conclusions
- Extracts ethical questions from Questions section
- Extracts conclusions from Conclusions section
- Tags entities across all 9 types
- Creates answersQuestion relationships between Q&C
Part C: Cross-Section Synthesis
- Builds entity knowledge graph (205+ nodes)
- Creates causal-normative links (Actions/Events → Obligations/Principles)
- Analyzes question emergence (WHY questions arose)
- Extracts resolution patterns (HOW board decided)
Note: Synthesis requires all 3 passes to be completed first.