Step 4: Case Synthesis

Build a coherent case model from extracted entities

Back to Case
Expert Witness Testimony - Serving Plaintiffs And Defendants
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
77 entities
Pass 1: Contextual Framework
  • 6 Roles
  • 12 States
  • 6 Resources
Pass 2: Normative Requirements
  • 7 Principles
  • 5 Obligations
  • 6 Constraints
  • 9 Capabilities
Pass 3: Temporal Dynamics
  • 26 Temporal Dynamics
Phase 2 Analytical Extraction
2A: Code Provisions 1
LLM detect algorithmic linking Case text + Phase 1 entities
II.4. Engineers shall act for each employer or client as faithful agents or trustees.
2B: Precedent Cases 3
LLM extraction Case text
BER Cases 92-5 analogizing
The Board has previously examined ethical issues arising from engineers performing forensic engineering services, including conflict of interest concerns.
82-6 analogizing
linked
The Board has previously examined ethical issues arising from engineers performing forensic engineering services, including conflict of interest concerns.
76-3 analogizing
The Board has previously examined ethical issues arising from engineers performing forensic engineering services, including conflict of interest concerns.
2C: Questions & Conclusions 15 16
Board text parsed LLM analytical Q&C LLM Q-C linking Case text + 2A provisions
Questions (15)
Question_1 Was it ethical for Engineer A to provide services to the parties in the manner described under the facts?
Question_101 Did Engineer A owe ABC Manufacturing any ongoing duty of confidentiality from the first patent litigation engagement that could have been implicated w...
Question_102 Should Engineer A have proactively disclosed her prior engagement history with ABC Manufacturing to Attorney X and to opposing counsel before each new...
Question_103 Is there a meaningful ethical distinction between accepting successive engagements from the same client on unrelated matters versus accepting one enga...
Question_104 Should the Board have addressed whether opposing counsel's cross-examination tactic of implying impropriety, without any actual ethical violation, its...
Question_201 Does the principle of avoiding Conflict of Interest in Serial Engagements conflict with Professional Independence in Adverse Engagements, given that E...
Question_202 How should Loyalty Limits to Former Clients be balanced against Conflict Disclosure Over Avoidance when an engineer is asked to take a new engagement ...
Question_203 Does the Faithful Agent Duty owed to ABC Manufacturing during the patent litigation engagements create tension with the Professional Independence in A...
Question_204 How should Conflict of Interest in Serial Engagements be weighed against Conflict Disclosure Over Avoidance as competing strategies for managing an en...
Question_301 From a deontological perspective, did Engineer A fulfill her duty as a faithful agent to ABC Manufacturing under Code section II.4 even though she lat...
Question_302 Did the outcome of Engineer A maintaining professional independence across three unrelated engagements for and against ABC Manufacturing justify the a...
Question_303 Did Engineer A act with professional integrity when she accepted an engagement from Attorney X adverse to a former client, ABC Manufacturing, and late...
Question_401 If the product liability litigation brought by Attorney X's plaintiff had involved the same subject matter or issues as either of the patent litigatio...
Question_402 If Engineer A had used confidential information obtained from ABC Manufacturing during the first patent litigation engagement while serving the plaint...
Question_403 If ABC Manufacturing had objected at the time to Engineer A being retained by Attorney X against it, would the Board still have concluded that Enginee...
Conclusions (16)
Conclusion_1 It was ethical for Engineer A to provide services to the parties in the manner described under the facts.
Conclusion_101 The Board's finding of no prohibited conflict rests on an implicit but unstated criterion: the substantive unrelatedness of the three engagements. Bec...
Conclusion_102 The Board's conclusion does not directly address whether Engineer A had an affirmative obligation to disclose her prior and subsequent relationships w...
Conclusion_103 The Board's finding implicitly separates the question of actual ethical impropriety from the rhetorical effect of opposing counsel's cross-examination...
Conclusion_201 Regarding Q101, Engineer A's confidentiality duty from the first patent litigation engagement was limited to the specific subject matter of that matte...
Conclusion_202 Regarding Q102, while proactive disclosure of prior engagement history would have been prudent practice and consistent with the principle of Conflict ...
Conclusion_203 Regarding Q103, there is a meaningful ethical distinction between successive same-side engagements and one engagement adverse to a former client, but ...
Conclusion_204 Regarding Q301, from a deontological standpoint Engineer A satisfied her faithful agent duty under Code section II.4 because that duty is engagement-s...
Conclusion_205 Regarding Q303, Engineer A acted with professional integrity in accepting both the adverse engagement and the subsequent re-engagement from ABC Manufa...
Conclusion_206 Regarding Q401, if the product liability matter had shared subject matter or issues with either patent litigation, the Board's conclusion would likely...
Conclusion_207 Regarding Q402, had Engineer A used confidential information gained from ABC Manufacturing in the first patent engagement while assisting the plaintif...
Conclusion_208 Regarding Q403, even if ABC Manufacturing had objected at the time to Engineer A's adverse engagement for Attorney X, such an objection would not nece...
Conclusion_209 Regarding Q201 and Q203, the tension between Conflict of Interest in Serial Engagements and Professional Independence in Adverse Engagements is resolv...
Conclusion_301 The case resolves the tension between Loyalty Limits to Former Clients and Conflict Disclosure Over Avoidance by treating the Faithful Agent Duty as m...
Conclusion_302 Conflict of Interest in Serial Engagements and Professional Independence in Adverse Engagements were not treated as competing principles requiring a b...
Conclusion_303 The implicit reliance on Conflict Disclosure Over Avoidance is notably passive in this case: rather than establishing an affirmative duty for Engineer...
2D: Transformation Classification
oscillation 78%
LLM classification Phase 1 entities + 2C Q&C

Obligation type cycles between 'Faithful Agent Duty' (owed to ABC Manufacturing) and 'Advocacy Independence' (owed against ABC Manufacturing) across three sequential, unrelated engagements over several years, with each engagement resetting the applicable rule set based on matter-specific scope rather than perpetual client loyalty.

Reasoning

Engineer A's professional obligation to ABC Manufacturing recurs and alternates across discrete, unrelated engagements: faithful agent duty attaches during the first patent matter, terminates, then independence duty attaches when adverse to ABC Manufacturing for Attorney X, then faithful agent duty re-attaches when re-engaged by ABC Manufacturing again. This matches the framework's description of stakeholders who 'go to and fro between different set of rules' since the same engineer-client relationship cycles between faithful-agent and adverse-independent postures rather than permanently transferring or freezing into an unresolved dilemma.

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 (6)
CausalLink_Repeat Engagement Acceptance Because Engineer A's acceptance of the repeat engagement fulfills the Faithful Agent and Trustee Obligation while being guided by Professional Indepen...
CausalLink_Adverse Engagement Acceptance Accepting the adverse engagement is guided by Professional Independence and Autonomy but triggers neither fulfillment nor violation directly, yet it i...
CausalLink_Cross-Examination Challenge The Cross-Examination Challenge, though not itself fulfilling or violating any obligation and not guided by a stated principle, is the pivotal causal ...
CausalLink_Ethics Code Revision The Ethics Code Revision, guided by the Disclosure of Conflicts of Interest principle and arising from a Professional Consensus Shift, neither fulfill...
CausalLink_Board Conflict Determination The Board Conflict Determination, guided by both Professional Independence and Autonomy and the Faithful Agent and Trustee Obligation, is the culminat...
CausalLink_Expert Engagement Acceptance By accepting the expert engagement in a manner guided by professional independence and autonomy, Engineer A fulfills the faithful agent and trustee ob...
Question Emergence (15)
QuestionEmergence_1 The question emerged because opposing counsel raised an implication of impropriety at trial based on Engineer A's prior work for ABC, forcing scrutiny...
QuestionEmergence_2 The question arose because opposing counsel's cross-examination implied impropriety in Engineer A serving both sides over time, forcing the Board to d...
QuestionEmergence_3 The question arose because Engineer A's undisclosed pattern of engagements surfaced as an impeachment tactic rather than through voluntary disclosure,...
QuestionEmergence_4 The question arises because opposing counsel's impropriety implication exposed a gap in the ethics code between rules governing repeat engagements for...
QuestionEmergence_5 The question arose because the Board's finding of No Prohibited Conflict Finding left unresolved whether courtroom tactics exploiting an expert's past...
QuestionEmergence_6 The question arose because Engineer A's dual role across time, serving ABC Manufacturing and later opposing it, exposed a gap between formal conflict ...
QuestionEmergence_7 The question arises because the same set of facts, a former client relationship followed by an adverse engagement, can be read either as a loyalty bre...
QuestionEmergence_8 The question arose because Engineer A's shift from serving ABC Manufacturing to acting against it in Unrelated Matters Engineer A created an apparent ...
QuestionEmergence_9 The question emerged because opposing counsel raised an impropriety implication at trial that exposed a genuine tension in the NSPE Code between prote...
QuestionEmergence_10 The question arises because opposing counsel raised an implication of impropriety at trial, forcing a Toulmin-style contest between the faithful agent...
QuestionEmergence_11 The question emerged because opposing counsel raised the appearance of impropriety at trial precisely at the point where professional independence and...
QuestionEmergence_12 The question arose because opposing counsel publicly implied impropriety at trial, forcing the Board to determine whether accepting sequential adverse...
QuestionEmergence_13 The question arose because the Board's determination hinged on the specific fact that the matters were unrelated, prompting reviewers to ask whether t...
QuestionEmergence_14 This question arose because the original scenario stipulated no misuse of confidential information, making the ethical determination purely about role...
QuestionEmergence_15 The question arises because the Board's original ruling assumed an absence of objection as background, and once that assumption is varied hypothetical...
Resolution Patterns (16)
ResolutionPattern_1 Given that the patent litigation and product liability matters were factually and technically distinct, the Board concluded that Engineer A's service ...
ResolutionPattern_2 Because the patent litigation and product liability matters had no factual or technical overlap, the Board reasoned that Engineer A's faithful agent d...
ResolutionPattern_3 Because the Board's conclusion answered only whether a conflict existed and not whether disclosure should have been proactive, the case reveals a gap ...
ResolutionPattern_4 Even though the Board found Engineer A's conduct ethically compliant, the cross-examination illustrates that satisfying the Code's requirements does n...
ResolutionPattern_5 Because the product liability matter was unrelated to the patent litigation and involved no shared confidential information, the Board concluded that ...
ResolutionPattern_6 Given that the matters were unrelated, the Board concluded nondisclosure was imprudent but not unethical, while acknowledging that this same silence c...
ResolutionPattern_7 Because the two patent matters and the product liability matter did not overlap in substance, the Board reasoned that mere adversity to a former clien...
ResolutionPattern_8 Since Engineer A's duty under II.4 attached only to the patent litigation engagement, the Board concluded her later unrelated adverse work could not r...
ResolutionPattern_9 Because both engagements rested on independent judgment applied to distinct facts rather than exploitation of prior confidences, the Board found Engin...
ResolutionPattern_10 The Board reasoned that its finding of no prohibited conflict rested entirely on the unrelatedness of the matters, so had the facts instead shown over...
ResolutionPattern_11 Given the hypothetical fact that Engineer A used confidential information from the ABC patent engagement while helping the plaintiff, the board conclu...
ResolutionPattern_12 Even if ABC Manufacturing had objected, the board reasoned that mere disapproval by a former client does not itself create a conflict under the Code, ...
ResolutionPattern_13 Given that the patent litigation and product liability matters were unrelated and the faithful agent duty had already concluded, the board found no re...
ResolutionPattern_14 Because the two matters were unrelated and the first engagement had concluded, the board resolved the tension by defining the faithful agent duty as m...
ResolutionPattern_15 Given that Engineer A maintained independent judgment in each of the three unrelated engagements without confidential leakage, the board concluded tha...
ResolutionPattern_16 Given that Engineer A's engagements with ABC Manufacturing spanned unrelated matters with no substantive or confidential overlap, the Board concluded ...
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
-
Q&C
Alignment
-
LLM
Refinement
-
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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