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
Duty To Disclose Disciplinary Complaint To Client
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
121 entities
Pass 1: Contextual Framework
  • 9 Roles
  • 10 States
  • 5 Resources
Pass 2: Normative Requirements
  • 14 Principles
  • 20 Obligations
  • 14 Constraints
  • 18 Capabilities
Pass 3: Temporal Dynamics
  • 31 Temporal Dynamics
Phase 2 Analytical Extraction
2A: Code Provisions 4
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.4.a. Engineers shall disclose all known or potential conflicts of interest that could influence or appear to influence their judgment or the quality of the...
II.5.a. Engineers shall not falsify their qualifications or permit misrepresentation of their or their associates' qualifications. They shall not misrepresent...
III.3.a. Engineers shall avoid the use of statements containing a material misrepresentation of fact or omitting a material fact.
2B: Precedent Cases 2
LLM extraction Case text
Case No. 83-1 distinguishing
linked
It is unethical for an engineering firm to distribute promotional brochures listing a former employee as a key employee after that employee's actual termination, as this constitutes a misrepresentation of pertinent facts with intent to enhance the firm's qualifications.
Case No. 90-4 distinguishing
linked
It is not unethical for an engineering firm to continue to represent a departing employee as a current employee when the employee is not highlighted as a 'key employee' and the totality of circumstances does not constitute an overt misrepresentation of an important fact about the firm's makeup.
2C: Questions & Conclusions 17 20
Board text parsed LLM analytical Q&C LLM Q-C linking Case text + 2A provisions
Questions (17)
Question_1 Was it unethical for Engineer A to not report to Client B the ethics complaint filed against Engineer A by Client C?
Question_101 Does the fact that Client C's competence allegation involves services similar in nature to those Engineer A is currently performing for Client B heigh...
Question_102 At what point, if any, does a pending ethics complaint become sufficiently adjudicated or substantiated that Engineer A would be obligated to disclose...
Question_103 Does Engineer A have an ongoing obligation to proactively assess his own competence in light of the pending complaint, and if that self-assessment rev...
Question_104 Given that Client B ultimately learned of the complaint through a third party and expressed that trust was undermined, should the Board's ethical anal...
Question_201 Does the Allegation-Adjudication Distinction - which holds that an unproven complaint does not compel disclosure - conflict with the Faithful Agent Ob...
Question_202 Does the principle of Informed Decision-Making Enablement - which holds that Client B has a right to know information that could affect his decision t...
Question_203 Does the Valence-Neutral Standard - which holds that omissions of negative information can be just as deceptive as omissions of positive information -...
Question_204 Does the Prudential Disclosure Recommendation - which advises Engineer A that proactively informing Client B would have been the wiser course - confli...
Question_301 From a deontological perspective, did Engineer A fulfill their duty as a faithful agent to Client B by withholding knowledge of a pending competence c...
Question_302 From a consequentialist perspective, did the outcome of Client B discovering the ethics complaint through a third party - resulting in damaged trust a...
Question_303 From a virtue ethics perspective, did Engineer A demonstrate the professional integrity and honesty expected of a virtuous engineer by remaining silen...
Question_304 From a deontological perspective, does the fact that the pending competence complaint by Client C involved services similar in nature to those being p...
Question_401 If Engineer A had voluntarily disclosed the pending ethics complaint to Client B at the time it was received from the state licensing board, would Cli...
Question_402 What if the ethics complaint filed by Client C had involved services in a completely different engineering domain from those being performed for Clien...
Question_403 What if Engineer A had proactively provided Client B with limited background information about the pending complaint - framing it as an unresolved all...
Question_404 What if Client B had explicitly asked Engineer A at the outset of the engagement whether any ethics complaints or competence challenges had ever been ...
Conclusions (20)
Conclusion_1 It was ethical for Engineer A not to report to Client B the ethics complaint filed against Engineer A by Client C.
Conclusion_101 The Board's conclusion that non-disclosure was ethical rests on the allegation-adjudication distinction - the principle that an unproven complaint doe...
Conclusion_102 The Board's conclusion that non-disclosure was ethical implicitly treats the ethical question as binary - either Engineer A was obligated to disclose ...
Conclusion_103 The Board's conclusion that non-disclosure was ethical does not resolve - and in fact creates - an internal tension between the allegation-adjudicatio...
Conclusion_201 The domain similarity between Client C's competence allegation and the services Engineer A is actively performing for Client B materially heightens th...
Conclusion_202 In response to the implicit question about the procedural threshold that would trigger a mandatory disclosure obligation, the Board's reasoning implie...
Conclusion_203 Engineer A bears an independent and ongoing obligation to assess his own competence in light of the pending complaint, and this obligation exists enti...
Conclusion_204 The Board's conclusion that non-disclosure was ethical does not adequately account for the foreseeable relational harm that materialized when Client B...
Conclusion_205 There is a genuine and unresolved tension between the Allegation-Adjudication Distinction and the Faithful Agent Obligation that the Board's conclusio...
Conclusion_206 The tension between Informed Decision-Making Enablement and the Privacy Right versus Material Omission principle reflects a deeper structural ambiguit...
Conclusion_207 The Board's simultaneous conclusion that non-disclosure was ethical and recommendation that disclosure would have been the prudent course reveals an i...
Conclusion_208 From a deontological perspective, Engineer A's non-disclosure is difficult to fully justify under the faithful agent duty when the pending complaint i...
Conclusion_209 From a consequentialist perspective, the outcome in this case - Client B discovering the complaint through a third party and experiencing damaged trus...
Conclusion_210 From a virtue ethics perspective, Engineer A's non-disclosure - even if technically permissible under the Board's allegation-adjudication framework - ...
Conclusion_211 The counterfactual scenario in which the ethics complaint involved services in a completely different engineering domain from those being performed fo...
Conclusion_212 The intermediate disclosure approach - in which Engineer A proactively provides Client B with limited background information about the pending complai...
Conclusion_213 The counterfactual scenario in which Client B explicitly asked Engineer A at the outset of the engagement whether any ethics complaints or competence ...
Conclusion_301 The Board resolved the tension between the Allegation-Adjudication Distinction and the Faithful Agent Obligation by treating adjudication status as a ...
Conclusion_302 The tension between Informed Decision-Making Enablement and the Privacy Right versus Material Omission principle was resolved in favor of the engineer...
Conclusion_303 The most significant unresolved principle tension in this case is the internal inconsistency between the Valence-Neutral Standard and the Pending Comp...
2D: Transformation Classification
stalemate 82%
LLM classification Phase 1 entities + 2C Q&C

Engineer A is trapped between two valid but incompatible rule sets — the faithful agent duty to ensure Client B has information material to the engagement, and the allegation-adjudication principle that shields unproven complaints from mandatory disclosure. The Board acknowledges both obligations as legitimate but declines to synthesize them into a unified directive, leaving Engineer A in a configuration where full compliance with one obligation (transparency toward Client B) would require acting against the other (treating the unproven complaint as non-disclosure-triggering). The stalemate persists structurally even after the Board's ruling: the prudential recommendation gestures toward the faithful agent obligation while the ethical conclusion defers to the allegation-adjudication distinction, and no principle hierarchy is established that would resolve future cases with similar domain-overlap facts.

Reasoning

The Board's resolution did not cleanly transfer, cycle, or defer the ethical obligation — it left two incompatible normative demands simultaneously valid without definitively resolving which prevails. The Faithful Agent Obligation (requiring proactive disclosure of material information to Client B) and the Allegation-Adjudication Distinction (holding that an unproven complaint does not compel disclosure) remain in active tension after the Board's conclusion, with neither obligation extinguished or transferred to another party. The Board's simultaneous finding that non-disclosure was ethical and recommendation that disclosure would have been prudent is the structural signature of stalemate: both obligation sets retain normative force, but the scenario does not resolve cleanly in either direction.

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_Prepare Plans and CPM Schedule Preparing plans and a CPM schedule fulfills Engineer A's faithful agent and competence obligations toward Client B, but is constrained by the pending ...
CausalLink_Decide Against Disclosing Ethi Deciding against disclosure is guided by the allegation-adjudication distinction (an unresolved complaint is not equivalent to a finding of misconduct...
CausalLink_Continue Rendering Services Po Continuing to render services post-complaint fulfills the faithful agent obligation to Client B but is constrained by the heightened disclosure duty a...
CausalLink_Engineer B Distributes Brochur Distributing the brochure during the notice period before Engineer A's actual termination violates the pertinent-fact dual-element test because prospe...
CausalLink_Engineer B Distributes Brochur Distributing the brochure after Engineer A's actual termination is an unambiguous violation of the post-departure key employee listing prohibition and...
CausalLink_Engineer Z Continues Listing D Engineer Z's continued listing of departed Engineer X in firm brochures after Engineer X gave notice potentially violates post-departure personnel lis...
CausalLink_Accept Client B Engagement Engineer A's acceptance of the Client B engagement while subject to a pending ethics complaint from Client C creates a tension between the faithful ag...
Question Emergence (34)
QuestionEmergence_1 This question arose because the data - an active complaint filed by a prior client while Engineer A continues serving a current client - simultaneousl...
QuestionEmergence_2 This question emerged because the data - a pending competence complaint in a domain identical to Engineer A's ongoing work for Client B - activates a ...
QuestionEmergence_3 This question arose because the two principles - faithful agency and allegation-adjudication distinction - are each independently valid and each groun...
QuestionEmergence_4 This question emerged because the valence-neutral deception standard - which holds that misleading omissions are ethically equivalent to affirmative m...
QuestionEmergence_5 This foundational question arose because the core data - an engineer continuing to serve a current client without disclosing a pending competence comp...
QuestionEmergence_6 This question arose because the standard allegation-adjudication distinction, which generally shields engineers from disclosing unresolved complaints,...
QuestionEmergence_7 This question arose because Client B's third-party discovery transformed what had been an abstract disclosure-obligation debate into a concrete relati...
QuestionEmergence_8 This foundational question arose because Engineer A's situation placed two core professional obligations in direct conflict: the duty of honesty and f...
QuestionEmergence_9 This question arose as a refinement of Q3, specifically isolating the domain-similarity variable to test whether it functions as an independent disclo...
QuestionEmergence_10 This question arose because the allegation-adjudication distinction, while well-established as a binary concept, does not specify the procedural granu...
QuestionEmergence_11 This question emerged because the Board's analysis resolved the disclosure question at the level of complaint status (allegation vs. adjudication) wit...
QuestionEmergence_12 This question arose because the Board's analysis was structured around whether disclosure was code-required rather than whether the ethical conclusion...
QuestionEmergence_13 This question emerged because the Board's framing of disclosure as prudent-but-not-required created an internal logical tension: if the faithful agent...
QuestionEmergence_14 This question emerged because the Board applied the valence-neutral deception standard asymmetrically: rigorously in the brochure cases where the omit...
QuestionEmergence_15 This question arose because the deontological faithful agent framework does not contain an internal allegation-adjudication exception - that exception...
QuestionEmergence_16 This question emerged because the data produced a split between the formal ethical permission granted by the allegation-adjudication distinction and t...
QuestionEmergence_17 This question arose because virtue ethics evaluates the agent's character rather than the rule or the outcome, and the data created a direct test of w...
QuestionEmergence_18 This question emerged because the deontological framework contains two internally consistent but mutually limiting principles - the allegation-adjudic...
QuestionEmergence_19 This question arose because the actual outcome - trust undermined by third-party discovery - created a visible gap between the Board's conclusion that...
QuestionEmergence_20 This question arose because the Board's ruling applied the allegation-adjudication distinction without explicitly addressing whether the similar-servi...
QuestionEmergence_21 This question arose because the Board's binary framing (disclose or do not disclose) left unexamined whether a contextually framed disclosure could di...
QuestionEmergence_22 This question arose because the Board's reliance on the allegation-adjudication distinction as the decisive warrant implicitly concedes that adjudicat...
QuestionEmergence_23 This question arose because deontological analysis of the faithful agent obligation does not itself resolve whether the duty's scope encompasses unpro...
QuestionEmergence_24 This question arose because the NSPE Code of Ethics simultaneously supports both the allegation-adjudication distinction (through provisions protectin...
QuestionEmergence_25 This question arose because both the informed decision-making enablement principle and the privacy right vs. material omission principle are grounded ...
QuestionEmergence_26 This question arose because the same factual record - an engineer silently continuing an active engagement while subject to a pending competence compl...
QuestionEmergence_27 This question arose because the Board's dual output - an ethical clearance paired with a prudential recommendation - structurally implies that ethical...
QuestionEmergence_28 This question arose because the empirical aftermath of Engineer A's decision - third-party discovery, trust damage, and client displeasure - constitut...
QuestionEmergence_29 This question arose because the virtue ethics framework evaluates Engineer A's conduct at the level of character rather than rule compliance, and the ...
QuestionEmergence_30 This question arose because the specific factual configuration - a competence complaint involving the same domain of services as the current engagemen...
QuestionEmergence_31 This question arose because the Board's opinion simultaneously validated Engineer A's non-disclosure on allegation-adjudication grounds and recommende...
QuestionEmergence_32 This question arose because the Board's opinion applied the allegation-adjudication distinction without explicitly addressing whether domain similarit...
QuestionEmergence_33 This question arose because the Board's opinion presented the disclosure decision as binary - disclose or do not disclose - without considering whethe...
QuestionEmergence_34 This question arose because the Board's opinion evaluated Engineer A's non-disclosure under conditions of passive omission, leaving unresolved whether...
Resolution Patterns (39)
ResolutionPattern_1 The Board resolved the tension between faithful agency and the allegation-adjudication distinction by treating the complaint's unresolved status as su...
ResolutionPattern_2 The Board reached a conclusion of ethical non-disclosure by treating the question as a binary choice, but Conclusion 2 finds that this framing was its...
ResolutionPattern_3 The Board concluded that passive non-disclosure was ethical without specifying that this conclusion was contingent on the absence of a direct client i...
ResolutionPattern_4 From a deontological perspective, the Board's conclusion that non-disclosure was ethical is found to be incompatible with the affirmative conception o...
ResolutionPattern_5 From a consequentialist perspective, Engineer A's non-disclosure produced worse overall outcomes than disclosure would have - the actual sequence of t...
ResolutionPattern_6 The board concluded that Engineer A fell short of the virtue ethics standard not because any rule was violated but because a genuinely integrity-drive...
ResolutionPattern_7 The board concluded that the Faithful Agent Obligation does not compel disclosure of unresolved complaints because premature disclosure would expose e...
ResolutionPattern_8 The board concluded that its ethical finding rests entirely on the complaint's unresolved status rather than on any independent assessment of Engineer...
ResolutionPattern_9 The board concluded that Engineer A's non-disclosure, while technically correct under the allegation-adjudication framework, was a permissible but inf...
ResolutionPattern_10 The board concluded that the Faithful Agent Obligation does not independently compel disclosure of an unproven complaint even when that complaint is d...
ResolutionPattern_11 The Board resolved the tension between the Valence-Neutral Standard and the Allegation-Adjudication Distinction by confining the former to formal comm...
ResolutionPattern_12 The Board concluded that non-disclosure was not unethical by framing voluntary disclosure as merely prudent rather than obligatory, effectively narrow...
ResolutionPattern_13 The Board concluded that non-disclosure remained ethical even in the similar-services context because the Allegation-Adjudication Distinction retains ...
ResolutionPattern_14 The Board concluded that relational damage caused by non-disclosure constitutes an independent ethical concern but does not retroactively render Engin...
ResolutionPattern_15 The Board concluded that the engineer bears the primary responsibility for determining when a pending complaint becomes material to a current client's...
ResolutionPattern_16 The board concluded that Engineer A bore an independent affirmative duty to assess whether Client C's competence concerns had substantive merit, and t...
ResolutionPattern_17 The board concluded that the faithful agent obligation and the allegation-adjudication distinction are in genuine tension that the Board did not adequ...
ResolutionPattern_18 The board concluded that Engineer A's silence about a pending competence complaint, in a context where similar services were actively being rendered, ...
ResolutionPattern_19 The board concluded that it was ethical for Engineer A not to report the ethics complaint to Client B because the complaint had not been adjudicated a...
ResolutionPattern_20 The board concluded that while the allegation-adjudication distinction provides a defensible general basis for non-disclosure, the Board's reasoning w...
ResolutionPattern_21 The Board concluded that non-disclosure was ethical by distinguishing the present case from the brochure cases on the basis that the complaint was unp...
ResolutionPattern_22 The Board concluded that non-disclosure was ethical but simultaneously recommended that voluntary disclosure would have been prudent, a framing that i...
ResolutionPattern_23 The Board concluded that the Allegation-Adjudication Distinction prevailed over the Faithful Agent Obligation, holding that an unproven complaint does...
ResolutionPattern_24 The Board concluded that it was ethical for Engineer A not to report the ethics complaint filed by Client C to Client B, reasoning that an unproven al...
ResolutionPattern_25 The Board concluded that non-disclosure was ethical on the basis of the allegation-adjudication distinction, but this conclusion is identified as stra...
ResolutionPattern_26 The Board concluded that non-disclosure was not categorically unethical because the complaint remained unresolved and unsubstantiated, but its own pru...
ResolutionPattern_27 The Board concluded that Engineer A's non-disclosure did not constitute a misleading omission under Section III.3.a by implicitly subordinating the va...
ResolutionPattern_28 The Board concluded that domain similarity between Client C's complaint and Client B's services did not independently trigger a mandatory disclosure o...
ResolutionPattern_29 The Board resolved the question of when a pending complaint triggers mandatory disclosure by implying a graduated model tied to procedural milestones ...
ResolutionPattern_30 The Board concluded that Engineer A's disclosure obligation with respect to the complaint's existence was negated by its unresolved status, but failed...
ResolutionPattern_31 The Board concluded that non-disclosure was not a code violation but stopped short of declaring it fully ethical, implicitly acknowledging foreseeable...
ResolutionPattern_32 The Board concluded that the unproven status of the allegation negated any disclosure obligation under Section III.3.a, but this conclusion critiques ...
ResolutionPattern_33 The Board reached a conclusion of ethical non-disclosure while simultaneously recommending disclosure as prudent, and this conclusion critiques that d...
ResolutionPattern_34 From a deontological perspective, the Board resolved the faithful agent tension by implicitly adopting a rule-based framework that protects engineers ...
ResolutionPattern_35 The Board concluded that non-disclosure was ethical under a code-based framework, but this conclusion demonstrates that the actual outcome - third-par...
ResolutionPattern_36 The Board concluded that Engineer A did not violate a specific code provision but nonetheless fell short of the professional character standard a virt...
ResolutionPattern_37 The Board concluded that non-disclosure was ethical under the allegation-adjudication distinction, but this conclusion is most defensible in cases whe...
ResolutionPattern_38 The Board concluded that the Privacy Right versus Material Omission principle governed the ethical compliance question under Section III.3.a, holding ...
ResolutionPattern_39 The Board concluded that Engineer A's silence did not constitute a misleading omission under Section III.3.a because unproven allegations are categori...
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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