Step 4: Case Synthesis

Build a coherent case model from extracted entities

Back to Case

Pipeline Steps

Overview

1 Contextual Framework

2 Normative Requirements

3 Temporal Dynamics 4 Whole-Case Synthesis

Provenance

Impaired Engineering

Step 4 of 5

Four-Phase Synthesis Pipeline

Entity Foundation

Passes 1-3 entities

Analytical Extraction

Provisions, Q&C, Transformation, Rich Analysis

Decision Synthesis

E1-E3 + LLM

Narrative

Timeline + Scenario

Phase 1 Entity Foundation

74 entities

Pass 1: Contextual Framework

7 Roles
9 States
9 Resources

Pass 2: Normative Requirements

9 Principles
12 Obligations
11 Constraints
8 Capabilities

Pass 3: Temporal Dynamics

5 Actions
4 Events

Phase 2 Analytical Extraction

2A: Code Provisions Extraction 7

7 provisions extracted from References section. View details

2B: Questions & Conclusions 17 10

17 questions and 10 conclusions extracted. View details

Conclusions (see 2B) 10

2C: Transformation Classification transfer

2D: Rich Analysis (Causal Links, Question Emergence, Resolution Patterns)

Phase 3 Decision Point Synthesis

Decision Point Synthesis (E1-E3 + Q&C Alignment + LLM)

Composes decision points algorithmically (E1-E3), scores against Q&C using Toulmin analysis, then refines via LLM.

E1
Obligation Coverage
-

E2
Action Mapping
-

E3
Composition
-

Q&C
Alignment
-

LLM
Refinement
-

Phase 4 Narrative Construction

Narrative Elements (Event Calculus + Scenario Seeds)

Transforms entities into narrative elements using Berreby's Event Calculus framework, then generates scenario seeds for Step 5.

4.1
Characters
-

4.2
Timeline
-

4.3
Conflicts
-

4.4
Decisions
-

Review Step 4 Results

Step 4: Case Synthesis

Pipeline Steps

Four-Phase Synthesis Pipeline

Phase 1 Entity Foundation

Pass 1: Contextual Framework

Pass 2: Normative Requirements

Pass 3: Temporal Dynamics

Phase 2 Analytical Extraction

2A: Code Provisions Extraction 7

Extraction Prompt

Extracted Provisions

2B: Questions & Conclusions 17 10

Extraction Prompt

Extraction Results

Conclusions (see 2B) 10

Extraction Prompt

LLM Response

2C: Transformation Classification transfer

Extraction Prompt

LLM Response

2D: Rich Analysis (Causal Links, Question Emergence, Resolution Patterns)

Extraction Prompts (3 analyses)

LLM Responses

Phase 3 Decision Point Synthesis

Decision Point Synthesis (E1-E3 + Q&C Alignment + LLM)

Decision Points

Phase 4 Narrative Construction

Narrative Elements (Event Calculus + Scenario Seeds)

LLM Interactions 0

Step 4: Case Synthesis

Pipeline Steps

Four-Phase Synthesis Pipeline

Phase 1 Entity Foundation

Pass 1: Contextual Framework

Pass 2: Normative Requirements

Pass 3: Temporal Dynamics

Phase 2 Analytical Extraction

2A: Code Provisions Extraction 7

Extraction Prompt

Extracted Provisions

2B: Questions & Conclusions 17 10

Extraction Prompt

Extraction Results

Conclusions (see 2B) 10

Extraction Prompt

LLM Response

2C: Transformation Classification transfer

Extraction Prompt

LLM Response

2D: Rich Analysis (Causal Links, Question Emergence, Resolution Patterns)

Extraction Prompts (3 analyses)

LLM Responses

Phase 3 Decision Point Synthesis

Decision Point Synthesis (E1-E3 + Q&C Alignment + LLM)

Decision Points

Refinement Prompt

LLM Response

Synthesis Provenance

Phase 4 Narrative Construction

Narrative Elements (Event Calculus + Scenario Seeds)

LLM Interactions 0