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 Reconcile
4 Whole-Case Synthesis
Extraction Review Full View
Provenance
Expert Witness—Discovery of New Data Following Submission of Report
Step 4 of 5
Four-Phase Synthesis Pipeline
1
Entity Foundation
Passes 1-3
2
Analytical Extraction
2A-2E
3
Decision Synthesis
E1-E3 + LLM
4
Narrative
Timeline + Scenario
Phase 1 Entity Foundation
188 entities
Pass 1: Contextual Framework
  • 10 Roles
  • 20 States
  • 13 Resources
Pass 2: Normative Requirements
  • 26 Principles
  • 30 Obligations
  • 24 Constraints
  • 33 Capabilities
Pass 3: Temporal Dynamics
  • 32 Temporal Dynamics
Phase 2 Analytical Extraction
2A: Code Provisions 5
LLM detect algorithmic linking Case text + Phase 1 entities
II.3.a. Engineers shall be objective and truthful in professional reports, statements, or testimony. They shall include all relevant and pertinent information...
II.3.b. Engineers may express publicly technical opinions that are founded upon knowledge of the facts and competence in the subject matter.
III.1.a. Engineers shall acknowledge their errors and shall not distort or alter the facts.
III.1.b. Engineers shall advise their clients or employers when they believe a project will not be successful.
III.3.a. Engineers shall avoid the use of statements containing a material misrepresentation of fact or omitting a material fact.
2B: Precedent Cases 1
LLM extraction Case text
linked
A professional engineer serving as an engineering expert has an ethical duty to present complete and accurate data and conclusions, and must not selectively use data to defend a client's position; doing so constitutes an egregious denial of professional duties and responsibilities.
2C: Questions & Conclusions 17 20
Board text parsed LLM analytical Q&C LLM Q-C linking Case text + 2A provisions
Questions (17)
Question_1 What are Engineer A’s ethical obligations under the circumstances?
Question_101 Does Engineer A's obligation to disclose the data inaccuracy extend beyond Attorney X to the court, the opposing party, or the public, particularly gi...
Question_102 What are Engineer A's obligations if Attorney X, upon being informed of the data inaccuracy, instructs Engineer A to suppress the corrected findings a...
Question_103 Does the timing of Engineer A's discovery - after submission but before settlement conclusion - create a heightened urgency that would not exist if th...
Question_104 To what extent does Engineer A bear responsibility for the initial use of inaccurate data - that is, should the Board have examined whether Engineer A...
Question_201 Does the Faithful Agent Obligation toward Attorney X conflict with the Truthfulness Obligation and Public Welfare Paramount principle when Attorney X'...
Question_202 Does the Adversarial Context Non-Exemption principle - which holds that the adversarial nature of litigation does not relieve Engineer A of objectivit...
Question_203 Does the Honesty in Professional Representations principle conflict with the Faithful Agent Obligation when the scope of Engineer A's engagement is de...
Question_204 Does the Error Acknowledgment and Corrective Disclosure Obligation conflict with the Forensic Report Integrity in Active Litigation Context principle ...
Question_301 From a deontological perspective, did Engineer A fulfill their categorical duty of truthfulness by immediately disclosing the data inaccuracy to Attor...
Question_302 From a consequentialist perspective, does the potential harm to Attorney X's client from a weakened settlement position outweigh the systemic harm to ...
Question_303 From a virtue ethics perspective, did Engineer A demonstrate the professional virtues of intellectual honesty and integrity by treating the obligation...
Question_304 From a deontological perspective, does Engineer A's role as a faithful agent to Attorney X create a competing duty that could ever legitimately delay ...
Question_401 If Engineer A had discovered the data inaccuracy before submitting the report rather than after, would the ethical obligation to disclose have been id...
Question_402 If Engineer A had disclosed the data inaccuracy immediately and the corrected conclusions had materially weakened Attorney X's settlement position, re...
Question_403 If settlement negotiations had already concluded and a settlement agreement had been signed before Engineer A discovered the data inaccuracy, would En...
Question_404 If Engineer A had chosen to remain silent about the data inaccuracy on the grounds that the attorney-client relationship imposed a duty of confidentia...
Conclusions (20)
Conclusion_1 Engineer A had an affirmative obligation to step forward and immediately advise Attorney X.
Conclusion_2 Since Attorney X was in the middle of negotiations with the defendant's attorney, which may or may not have resulted in a settlement of the case, this...
Conclusion_101 Beyond the Board's finding that Engineer A had an affirmative obligation to step forward and immediately advise Attorney X, the scope of that obligati...
Conclusion_102 The Board's emphasis on the critical importance of the timing - that Attorney X was in the middle of negotiations - implicitly recognizes that tempora...
Conclusion_103 The Board's conclusions address Engineer A's disclosure obligation but leave unexamined a logically prior question: whether Engineer A's original inve...
Conclusion_104 The Board's framework implicitly resolves the tension between the faithful agent obligation and the truthfulness obligation in favor of truthfulness, ...
Conclusion_105 From a consequentialist perspective, the Board's reasoning implicitly rejects the argument that the potential harm to Attorney X's client from a weake...
Conclusion_201 Engineer A's obligation to disclose the data inaccuracy does not, at the initial stage, extend automatically to the court, the opposing party, or the ...
Conclusion_202 If Attorney X, upon being informed of the data inaccuracy, instructs Engineer A to suppress the corrected findings and proceed with the original repor...
Conclusion_203 The timing of Engineer A's discovery - after submission but before settlement conclusion - does carry independent ethical weight beyond what would exi...
Conclusion_204 The Board's analysis focuses on Engineer A's disclosure obligation upon discovering the error but does not examine whether Engineer A's original inves...
Conclusion_205 From a deontological perspective, Engineer A's categorical duty of truthfulness is not contingent on the consequences of disclosure for Attorney X's c...
Conclusion_206 From a consequentialist perspective, the systemic harm to legal process integrity from permitting an inaccurate forensic report to remain operative du...
Conclusion_207 From a virtue ethics perspective, Engineer A's treatment of the corrective disclosure obligation as non-negotiable - even under the pressure of an act...
Conclusion_208 If Engineer A had discovered the data inaccuracy before submitting the report rather than after, the ethical obligation to disclose - in the sense of ...
Conclusion_209 If settlement negotiations had already concluded and a settlement agreement had been signed before Engineer A discovered the data inaccuracy, Engineer...
Conclusion_210 If Engineer A had chosen to remain silent about the data inaccuracy on the grounds that the attorney-client relationship imposed a duty of confidentia...
Conclusion_301 The case resolves the tension between the Faithful Agent Obligation and the Truthfulness Obligation by establishing a clear hierarchical ordering: Eng...
Conclusion_302 The Adversarial Context Non-Exemption principle and the Public Welfare Paramount principle together resolve the tension raised by the adversarial liti...
Conclusion_303 The interaction between the Error Acknowledgment and Corrective Disclosure Obligation and the Forensic Report Integrity in Active Litigation Context p...
2D: Transformation Classification
transfer 81%
LLM classification Phase 1 entities + 2C Q&C

Engineer A's corrective disclosure obligation, which originated entirely within Engineer A's professional domain upon discovery of the data inaccuracy, transfers first to Attorney X upon disclosure — Attorney X now bears the responsibility for determining how the corrected findings are introduced into the settlement process. If Attorney X suppresses the correction, a second-order transfer occurs: the obligation migrates out of the attorney-client scenario set entirely and into the public legal process scenario set, where Engineer A must engage the court or opposing counsel directly. The original scenario set (Engineer A as retained forensic expert operating within the attorney-client relationship) is replaced by a new one (Engineer A as an independent professional with duties running to the legal process and public welfare), representing a definitive shift rather than a cyclical or unresolved pattern.

Reasoning

The Board's resolution effects a Transfer by moving the operative ethical burden from Engineer A's unilateral corrective obligation into Attorney X's domain of professional responsibility: once Engineer A discloses the data inaccuracy to Attorney X, the duty to determine how the corrected findings are handled within the legal process shifts to Attorney X as the appropriate professional intermediary. However, the Transfer is conditional rather than clean — if Attorney X refuses to act or suppresses the correction, the obligation transfers again, escalating outward to the court or opposing counsel, meaning the scenario set shifts from the engineer-attorney bilateral relationship to the broader legal process as the governing rule-set. This sequential, directional handoff — from Engineer A to Attorney X, and potentially from Attorney X to the legal system — matches the Transfer pattern of a stakeholder moving from one scenario set to a new one, rather than oscillating back or remaining trapped.

2E: Rich Analysis (Causal Links, Question Emergence, Resolution Patterns)
LLM batched analysis label-to-URI resolution Phase 1 entities + 2C Q&C + 2A provisions
Causal-Normative Links (7)
CausalLink_Accept Forensic Engagement Accepting the forensic engagement initiates Engineer A's professional obligations of objectivity and non-advocacy, constrained from the outset by hone...
CausalLink_Conduct Forensic Investigation Conducting the forensic investigation is the core technical action that must be guided by objectivity, complete evidence consultation, and methodologi...
CausalLink_Submit Report to Attorney Submitting the report fulfills the faithful agent duty to the retaining attorney but, once a data inaccuracy is subsequently discovered, the act of ha...
CausalLink_Disclose Data Inaccuracy to At Disclosing the data inaccuracy to the attorney is the ethically required action that fulfills the full set of post-submission correction obligations a...
CausalLink_Exclude Pile Driving Records f Excluding pile driving records from the forensic report violates the full range of completeness, objectivity, and honesty obligations because omitting...
CausalLink_Omit Dynamic Test Equipment Fa Engineer B's omission of the dynamic test equipment failure from the forensic pile report directly violates the obligation to disclose methodological ...
CausalLink_Decline to Consult Available W Engineer B's deliberate failure to consult Engineer A's on-site representatives, contractors, or workers before issuing an adverse forensic opinion on...
Question Emergence (17)
QuestionEmergence_1 This question emerged because the data inaccuracy discovery placed Engineer A at the intersection of an outcome-independent truthfulness duty and a cl...
QuestionEmergence_2 This question arose because the temporal boundary of settlement conclusion changes the institutional context within which Engineer A's disclosure obli...
QuestionEmergence_3 This question emerged because Engineer A's dual role as forensic expert and agent of Attorney X created a structural ambiguity about whether the confi...
QuestionEmergence_4 This question arose because the active litigation reliance state introduced a dynamic harm dimension absent in post-settlement discovery scenarios, ra...
QuestionEmergence_5 This question arose because the Board's analysis focused on Engineer A's post-discovery disclosure obligation without examining whether the pre-submis...
QuestionEmergence_6 This question emerged because the data inaccuracy was discovered precisely during the window when the submitted report was actively serving Attorney X...
QuestionEmergence_7 This question arose because the Adversarial Context Non-Exemption principle was designed to prevent engineers from using litigation as a shield agains...
QuestionEmergence_8 This question emerged because the act of accepting the forensic engagement under Attorney X's litigation strategy created an ambiguity about whether t...
QuestionEmergence_9 This question arose because the timing of the error discovery - mid-settlement, before a corrected analysis could be prepared - created a scenario whe...
QuestionEmergence_10 This question arose because the deontological framework demands a categorical answer about duty fulfillment, yet the structure of the forensic engagem...
QuestionEmergence_11 This question emerged because the data - an invalidated forensic report actively shaping settlement negotiations - simultaneously activates two conseq...
QuestionEmergence_12 This foundational question emerged because the event of post-submission error discovery in an active litigation context activates the full architectur...
QuestionEmergence_13 This question emerged because the data reveals that the inaccurate report's influence has already propagated beyond the attorney-client relationship i...
QuestionEmergence_14 This question emerged because the scenario of Attorney X instructing suppression creates the sharpest possible test of where the faithful-agent warran...
QuestionEmergence_15 This question emerged because the virtue ethics frame recharacterizes the same data events as evidence about Engineer A's character rather than compli...
QuestionEmergence_16 This question arose because the data of a post-submission error discovery during active settlement negotiations simultaneously triggered the faithful ...
QuestionEmergence_17 This question arose because the specific data event of post-submission discovery during active litigation reliance introduced a temporal and relationa...
Resolution Patterns (20)
ResolutionPattern_1 The board concluded that Engineer A had an affirmative - not merely permissive - obligation to step forward and advise Attorney X immediately, because...
ResolutionPattern_2 The board concluded that the timing of the discovery - mid-negotiation - was not merely a procedural detail but a substantive ethical fact, because At...
ResolutionPattern_3 The board concluded that Engineer A's disclosure obligation was not exhausted by informing Attorney X alone, because the erroneous report's active rol...
ResolutionPattern_4 The board concluded that the timing of Engineer A's discovery - after submission but before settlement conclusion - created a heightened and categoric...
ResolutionPattern_5 The board concluded - by way of analytical extension - that the ethical framework must explicitly distinguish between the disclosure obligation trigge...
ResolutionPattern_6 The board concluded that the faithful agent obligation does not conflict with but is actually fulfilled by disclosure, because the limiting principle ...
ResolutionPattern_7 The board concluded that the consequentialist case for disclosure is not merely aggregate-utilitarian but rests on specific, identifiable harms: suppr...
ResolutionPattern_8 The board concluded that Engineer A's disclosure obligation is not flat but tiered - Attorney X is the first and appropriate recipient, but that limit...
ResolutionPattern_9 The board concluded that a suppression instruction from Attorney X is not a legitimate exercise of attorney authority over the forensic engagement bec...
ResolutionPattern_10 The board concluded that timing is not ethically neutral: the pre-settlement discovery context imposes a qualitatively more demanding and urgent corre...
ResolutionPattern_11 The Board resolved this question by flagging it as unanswered rather than answered: it determined that the original investigative methodology constitu...
ResolutionPattern_12 The Board concluded that Engineer A's immediate disclosure to Attorney X was ethically correct under a deontological analysis because the duty of trut...
ResolutionPattern_13 The Board concluded that consequentialist analysis decisively favors disclosure because the systemic degradation of forensic expert reliability across...
ResolutionPattern_14 The Board concluded that Engineer A demonstrated the professional virtues of intellectual honesty and integrity by treating corrective disclosure as n...
ResolutionPattern_15 The Board concluded that the post-submission timing creates a qualitatively distinct and more demanding corrective obligation because the inaccurate r...
ResolutionPattern_16 The board concluded that post-settlement discovery creates a qualitatively broader and more complex disclosure obligation than pre-settlement discover...
ResolutionPattern_17 The board concluded that invoking attorney-client confidentiality as a defense for remaining silent about a discovered material inaccuracy constitutes...
ResolutionPattern_18 The board concluded that the tension between the Faithful Agent Obligation and the Truthfulness Obligation is resolved not through case-by-case weighi...
ResolutionPattern_19 The board concluded that the adversarial litigation context not only fails to exempt Engineer A from corrective disclosure obligations but actually he...
ResolutionPattern_20 The board concluded that the Error Acknowledgment and Corrective Disclosure Obligation and the Forensic Report Integrity principle are not genuinely i...
Phase 3 Decision Point Synthesis
Decision Point Synthesis (E1-E3 + Q&C Alignment + LLM)
E1-E3 algorithmic Q&C scoring LLM refinement Phase 1 entities + 2C Q&C + 2E rich analysis
E1
Obligation Coverage
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E2
Action Mapping
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E3
Composition
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Q&C
Alignment
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LLM
Refinement
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Phase 4 Narrative Construction
Narrative Elements (Event Calculus + Scenario Seeds)
algorithmic base LLM enhancement Phase 1 entities + Phase 3 decision points
4.1
Characters
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4.2
Timeline
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4.3
Conflicts
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4.4
Decisions
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Review Entities & Commit View Synthesis

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