Use of Artificial Intelligence in Engineering Practice

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Engineer A's use of AI in report writing was partly ethical, and partly unethical. Engineer A was competent and did thoroughly review and verify the AI-generated content, ensuring accuracy and compliance with professional standards. However, Engineer A did not obtain client permission to disclose private information, nor did Engineer A document required technical citations. Ethical use of AI to create the report text must satisfy all pertinent requirements.The use of AI-assisted drafting tools by Engineer A was not unethical per se. However, Engineer A’s misuse of the tool, by failing to maintain Responsible Charge over the AI tool and its output before sealing the document and providing it to Client W, was unethical.Similar to other software used in the design or detailing process, Engineer A has no professional or ethical obligation to disclose AI use to Client W (unless such disclosure is required under Engineer A’s contract with Client W). However, at the time of the BER’s review of this case there is no universal guideline mandating AI disclosure in engineering work. Ethical principles favor transparency when AI plays a substantial role in generating work products. To uphold ethical standards, engineers integrating AI into their practice should adopt rigorous verification processes and consider disclosing AI involvement when it plays a significant role in the final product.

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The Board of Ethical Review (BER) has a long history of open and welcome advocacy for the introduction of new technologies in engineering work, so long as the technologies are used in such a way that the engineering is done professionally. Artificial intelligence (AI) language processing software and AI-assisted drafting tools are in this category. The AI issues examined in this case are characteristic of engineering practice and are discussed and analyzed accordingly. However, other ethical considerations may arise when applying AI in different engineering contexts such as engineering education or engineering research. The following discussion does not attempt to address any of the potential legal considerations that may arise in such circumstances. Almost 35 years ago, in BER Case 90-6 , the BER looked at a hypothetical involving an engineer’s use of computer assisted drafting and design tools. The BER was asked if it was ethical for an engineer to sign and seal documents prepared using such a system. The introductory paragraph in that case gives a nice summary of the issue and looks ahead to one of the questions we see in this case – use of AI. The case begins: In recent years, the engineering profession has been ‘revolutionized’ by exponential growth in new and innovative computer technological breakthroughs. None have been more dynamic than the evolution that transformed yesterday's manual design techniques to Computer Aided Design (CAD), thence to Computer Assisted Drafting and Design (CADD) and soon Artificial Intelligence [AI]. The BER considers the change to CAD to merely represent a drafting enhancement. The change to CADD provides the BER with concerns that require assurance that the professional engineer has the requisite background, education and training to be proficient with the dynamics of CADD including the limitations of current technology. As night follows day one can be assured that CADD utilized beyond its ability to serve as a valuable tool has...

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Engineer A, an environmental engineer with several years of experience and holding a professional engineering license, was retained by Client W to prepare a comprehensive report addressing the manufacture, use, and characteristics of an organic compound identified as an emerging contaminant of concern. This work required Engineer A to perform an analysis of groundwater monitoring data from a site Engineer A had been observing for over a year. In addition, Engineer A was tasked to develop engineering design documents (plans and specifications) for modifications to groundwater infrastructure at the same site.Engineer A is known for their strong technical expertise but is, personally, less confident in their technical writing. Previously, Engineer A had relied on guidance and quality assurance reviews by their mentor and supervisor, Engineer B, to refine report drafts. But Engineer B recently retired and was no longer available to Engineer A in a work capacity.Faced with the need to deliver both the report and the engineering design documents without the review by and mentorship from Engineer B, Engineer A opted to use open-sourced artificial intelligence (AI) software to create an initial draft of the necessary report and to use AI-assisted drafting tools to generate preliminary design documents. The AI drafting software was new to the market and Engineer A had no previous experience with the tool. The AI drafting software was also open-sourced.For the report, Engineer A gathered the relevant information provided by Client W and relied on the AI software to synthesize the information and generate an initial draft of the necessary report. Engineer A input the information gathered from Client W into the AI software, and, after a few refining prompts, received a first draft of the report generated by the AI software.Not being familiar with the full functionality of the AI software, including the accuracy and originality of AI-generated text, Engineer A conducted a thorou...

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Was Engineer A’s use of AI to create the report text ethical, given that Engineer A thoroughly checked the report?Was Engineer A’s use of AI-assisted drafting tools to create the engineering design documents ethical, given that Engineer A reviewed the design at a high level?If the use of AI was acceptable, did Engineer A have an ethical obligation to disclose the use of AI in any form to the Client?

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I.1. Hold paramount the safety, health, and welfare of the public. Subject Reference Duty to the Public I.2. Perform services only in areas of their competence. Subject Reference Competence Qualifications for Work I.5. Avoid deceptive acts. Subject Reference Advertising II.1.c. Engineers shall not reveal facts, data, or information without the prior consent of the client or employer except as authorized or required by law or this Code. Subject Reference Confidential Information II.2.a. Engineers shall undertake assignments only when qualified by education or experience in the specific technical fields involved. Subject Reference Competence Qualifications for Work II.2.b. Engineers shall not affix their signatures to any plans or documents dealing with subject matter in which they lack competence, nor to any plan or document not prepared under their direction and control. Subject Reference Competence Signing Plans/Documents III.3. Engineers shall avoid all conduct or practice that deceives the public. III.8.a. Engineers shall conform with state registration laws in the practice of engineering. Subject Reference Licensure Laws III.9. Engineers shall give credit for engineering work to those to whom credit is due, and will recognize the proprietary interests of others. Subject Reference Credit for Engineering Work Proprietary Interests
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Components Populated

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Roles R
w=0.12 384D
Environmental Engineering Client
A client role that retains environmental engineering consulting services for site-specific environmental analysis,...
Engineer A Environmental Engineering Consultant
Retained by Client W to prepare a comprehensive environmental report on an organic contaminant and to develop...
Engineer A Groundwater Infrastructure Design Engineer
Developed engineering design documents including plans and specifications for groundwater infrastructure...
Engineer B Mentor Engineer
Served as mentor and supervisor to Engineer A, providing guidance and quality assurance reviews of report drafts;...
Client W Environmental Engineering Client
Retained Engineer A for environmental contaminant reporting and groundwater infrastructure design; reviewed...
Client W Engineering Client Reviewer
Retained Engineer A for environmental consulting and design services; reviewed AI-assisted design documents and...
Environmental Engineering Consultant
A licensed professional engineering role providing consulting services on environmental assessments, contaminant...
Groundwater Infrastructure Design Engineer
A professional engineering role responsible for developing engineering design documents, plans, and specifications...
Mentor Engineer
A senior professional engineering role that provides guidance, quality assurance review, and mentorship to less...
AI-Assisted Engineering Practitioner
A licensed professional engineering role that employs artificial intelligence tools (language processing, drafting,...
Engineer in Responsible Charge
A licensed professional engineering role that bears statutory and ethical responsibility for active engagement in...
Engineering Client Reviewer
A client role that reviews engineering deliverables (reports, design documents, plans) produced by a retained...
Engineer A AI-Assisted Engineering Practitioner
Used AI language processing software to draft an environmental groundwater monitoring report and AI-assisted...
Engineer A Engineer in Responsible Charge
Bore statutory responsible charge obligations over the groundwater monitoring report and design documents; failed to...
Engineer B Professional Peer
Senior engineer whose absence from the project left Engineer A without proper oversight and mentorship support,...
15 entities
Principles P
w=0.2 384D
Professional Accountability Invoked By Engineer A Sealing AI-Generated Documents
Engineer A applied their professional seal to both the AI-drafted report and AI-generated design documents,...
Mentorship Continuity and Succession Planning Implicated in AI Over-Reliance
Engineer A proceeded with complex AI-assisted engineering work without securing equivalent oversight to replace...
Professional Competence Satisfied for Report Writing But Questioned for AI Tool Verification
Engineer A possessed substantive environmental engineering competence sufficient to analyze groundwater data and...
AI Tool Transparency Obligation Breached By Engineer A In Design Document Submission
Engineer A submitted AI-assisted design documents to Client W without disclosing the use of AI-assisted drafting...
Competence Assurance Under Novel Tool Adoption Invoked By Engineer A
Engineer A used an AI drafting tool that was new to the market and with which Engineer A had no prior experience,...
Intellectual Honesty In Authorship Invoked By Engineer A Report
Engineer A submitted an AI-generated report draft with only minor wording adjustments as if it were Engineer A's own...
Professional Competence Invoked By Engineer A In AI Tool Selection
Engineer A's decision to use AI tools to compensate for the absence of mentor review, without adequate competence in...
Mentorship Continuity Obligation Invoked By Engineer A Following Engineer B Retirement
When Engineer B retired and became unavailable, Engineer A did not seek an alternative mentor, peer reviewer, or...
Client Data Confidentiality in AI Tool Use
Relational principle requiring engineers to protect client confidential information when using AI or other...
Attribution and Citation Integrity in AI-Assisted Work
Professional principle requiring engineers who use AI tools to provide appropriate attribution and citations in...
Responsible Charge Engagement Violated Through AI Over-Reliance
Engineer A failed to maintain active, substantive engagement in the development of AI-generated design documents,...
Competence Assurance Under Novel Tool Adoption Applied to AI Drafting Tool
Engineer A adopted an AI-assisted drafting tool that was new to the market without ensuring sufficient understanding...
AI Tool Transparency and Disclosure Applied to Client W Relationship
Engineer A failed to proactively disclose to Client W that AI tools substantially contributed to the environmental...
Client Data Confidentiality in AI Tool Use Violated by Engineer A
Engineer A uploaded Client W's private project information into an open-source AI interface without obtaining Client...
Attribution and Citation Integrity in AI-Assisted Work Applied to Environmental Report
Engineer A's AI-generated environmental groundwater monitoring report lacked citations to pertinent documents of...
Diligent Verification of AI-Generated Technical Outputs Violated in Design Phase
Engineer A conducted only a high-level review of AI-generated design documents rather than comprehensive technical...
Responsible Charge Engagement
Professional principle requiring that a licensed engineer bearing statutory responsible charge over engineering work...
Competence Assurance Under Novel Tool Adoption
Professional principle requiring engineers to ensure they possess sufficient understanding of any novel tool -...
Intellectual Integrity in Authorship
Professional principle requiring engineers and other professionals to accurately represent the authorship and...
Mentorship Continuity and Succession Planning
Professional principle requiring engineers - particularly those who have relied on mentorship or supervisory review...
Diligent Verification of AI-Generated Technical Outputs
Professional principle requiring engineers to apply comprehensive, technically substantive verification to...
Transparency Principle Invoked By Engineer A Toward Client W
Engineer A's failure to disclose AI tool use to Client W in both the report and design document submissions...
AI Tool Transparency and Disclosure
Professional principle requiring engineers (and other professionals) to disclose their use of AI-assisted tools in...
Responsible Charge Engagement Invoked By Engineer A Over Design Documents
Engineer A bore statutory responsible charge over AI-generated design documents but conducted only a cursory review,...
Responsible Charge Engagement Invoked By Engineer A Over Environmental Report
Engineer A applied their professional seal to an AI-drafted environmental report after conducting a cross-checking...
AI Tool Transparency Obligation Breached By Engineer A In Report Submission
Engineer A submitted an AI-drafted environmental report to Client W without disclosing that AI software had...
Public Welfare Paramount Invoked By Omission Of Safety Features In Design Documents
The omission of key safety features required by local regulations from the AI-generated design documents for...
Public Welfare Paramount Invoked Regarding AI Design Document Errors
Engineer A's failure to conduct comprehensive review of AI-generated design documents resulted in misaligned...
Intellectual Integrity in Authorship Applied to AI Report Drafting
Engineer A used AI language processing software to draft the environmental report without disclosing AI's material...
29 entities
Obligations O
w=0.15 384D
Responsible Charge Active Review Obligation Partially Met By Engineer A Over Environmental Report
Engineer A, bearing statutory responsible charge over the AI-drafted environmental report, was obligated to conduct...
Proactive AI Disclosure to Client Obligation
Duty of a licensed engineer to proactively disclose to a client, prior to or upon delivery of work product, when AI...
Client Consent for Third-Party Data Sharing Obligation Violated By Engineer A
Engineer A was obligated to obtain prior informed consent from Client W before uploading Client W's private project...
AI Tool Disclosure Obligation
Duty of a licensed engineer to disclose to clients, employers, and relevant stakeholders when artificial...
AI-Generated Work Product Competence Verification Obligation
Duty of a licensed engineer who uses AI tools to generate professional work product to possess sufficient...
Intellectual Authorship Integrity Obligation
Duty of a licensed engineer to accurately represent the authorship and intellectual provenance of professional work...
Mentorship Succession and Peer Review Continuity Obligation
Duty of a licensed engineer who has relied on mentorship or supervisory review as a quality assurance mechanism to...
Regulatory Compliance Verification Obligation
Duty of a licensed engineer to verify that all engineering design documents, plans, and specifications comply with...
AI Tool Disclosure Obligation Breached By Engineer A In Design Document Submission To Client W
Engineer A was obligated to disclose to Client W that AI-assisted drafting tools were used to generate the...
AI-Generated Work Product Competence Verification Obligation Breached By Engineer A In Design Document Review
Engineer A was obligated to conduct a substantive and technically adequate review of the AI-generated design...
AI-Generated Work Product Competence Verification Obligation Partially Met By Engineer A In Report Review
Engineer A was obligated to conduct a substantive and technically adequate review of the AI-generated report draft...
Regulatory Compliance Verification Obligation Breached By Engineer A In Design Document Submission
Engineer A was obligated to verify that the AI-generated engineering design documents complied with all applicable...
Competence Obligation Breached By Engineer A In Selection And Use Of Novel AI Drafting Tool
Engineer A was obligated to ensure competence in the AI-assisted drafting tool before relying on it to generate...
Safety Obligation Implicated By Engineer A Omission Of Safety Features In Design Documents
Engineer A was obligated to hold paramount the safety, health, and welfare of the public in the preparation of...
Fact-Grounded Technical Opinion Obligation Partially Met By Engineer A In Environmental Report
Engineer A was obligated to ensure that the environmental report submitted to Client W was founded upon established...
AI Tool Attribution and Citation Obligation
Duty of a licensed engineer who uses AI tools to generate professional work product to provide appropriate...
Client Consent for Third-Party Data Sharing Obligation
Duty of a licensed engineer to obtain prior informed consent from a client before uploading, transmitting, or...
Proactive AI Disclosure to Client Obligation Violated By Engineer A Toward Client W Report
Engineer A was obligated to proactively disclose to Client W that AI language processing software substantially...
Proactive AI Disclosure to Client Obligation Violated By Engineer A Toward Client W Design Documents
Engineer A was obligated to proactively disclose to Client W that AI-assisted drafting tools substantially...
Mentorship Succession and Peer Review Continuity Obligation Violated By Engineer A Following Engineer B Retirement
When Engineer B retired and became unavailable as mentor and quality assurance reviewer, Engineer A was obligated to...
Intellectual Authorship Integrity Obligation Violated By Engineer A In Report Submission
Engineer A was obligated to accurately represent the authorship and intellectual provenance of the environmental...
AI-Assisted Design Comprehensive Verification Obligation
Duty of a licensed engineer in responsible charge to conduct a comprehensive, technically substantive verification...
AI-Assisted Design Comprehensive Verification Obligation Violated By Engineer A In Design Documents
Engineer A was obligated to conduct a comprehensive, technically substantive verification of the AI-generated...
Responsible Charge Active Review Obligation
Duty of a licensed engineer bearing statutory responsible charge over engineering work product to conduct an active,...
Regulatory Compliance Verification Obligation Violated By Engineer A In Design Documents
Engineer A was obligated to verify that the AI-generated engineering design documents complied with applicable local...
Engineering Judgment Non-Substitution Obligation
Duty of a licensed engineer to ensure that AI tools, software, or other technological aids are used as supplements...
Engineering Judgment Non-Substitution Obligation Violated By Engineer A In AI Design Reliance
Engineer A was obligated to ensure that the AI-assisted drafting tool was used as a supplement to - and not a...
Responsible Charge Active Review Obligation Breached By Engineer A Over Design Documents
Engineer A, bearing statutory responsible charge over the AI-generated engineering design documents, was obligated...
AI Tool Disclosure Obligation Breached By Engineer A In Report Submission To Client W
Engineer A was obligated to disclose to Client W that AI software was used to generate the initial draft of the...
Intellectual Authorship Integrity Obligation Breached By Engineer A In Report Submission
Engineer A was obligated to accurately represent the authorship and intellectual provenance of the environmental...
Mentorship Succession and Peer Review Continuity Obligation Breached By Engineer A Following Engineer B Retirement
Following Engineer B's retirement, Engineer A was obligated to establish alternative peer review, supervisory, or...
AI Tool Attribution Citation Obligation Violated By Engineer A In Environmental Report
Engineer A was obligated to ensure that the AI-generated environmental groundwater monitoring report included...
Responsible Charge Active Review Obligation Violated By Engineer A Over Design Documents
Engineer A, as the engineer in responsible charge of the groundwater infrastructure design project, was obligated to...
AI-Generated Work Product Competence Verification Obligation Violated By Engineer A In Design Phase
Engineer A was obligated to possess sufficient understanding of the AI-assisted drafting tool's capabilities,...
34 entities
States S
w=0.1 384D
Engineer A Regulatory Compliance Obligation
Engineer A's obligation to comply with state law regarding professional sealing and applicable local regulations for...
Unfamiliar Tool Deployment State
State in which a professional employs a tool, technology, or method with which they have no prior experience or...
Mentor Support Absent State
State in which a professional who has previously relied on a mentor, supervisor, or senior colleague for quality...
Non-Compliant AI-Generated Design State
State in which engineering design documents generated with AI-assisted tools have been identified as containing...
Engineer A Undisclosed AI Report Use
Engineer A's submission of AI-generated draft report to Client W
Engineer A Undisclosed AI Design Document Use
Engineer A's submission of AI-generated engineering design documents to Client W
Engineer A Unfamiliar AI Tool Deployment
Engineer A's use of newly released open-source AI software with no prior experience
Engineer A Mentor Support Absent
Engineer A's professional practice following Engineer B's retirement
Engineer A Self-Assessed Technical Writing Limitation
Engineer A's personal confidence and capability in technical writing
Engineer A Client W Data Public Domain Exposure
Engineer A's upload of Client W's confidential information to open-source AI interface
Engineer A Undisclosed AI Report Contribution
Engineer A's use of AI language processing software to draft the groundwater monitoring report without disclosure to Client W
Engineer A Undisclosed AI Attribution Gap
Engineer A's failure to include citations of technical authority and attribution for AI-generated content in the report
Engineer A AI Drafting Tool Unfamiliarity
Engineer A's use of a newly marketed AI-assisted drafting tool with only high-level review of its outputs
Engineer A Non-Compliant AI Design Documents
AI-assisted design documents prepared by Engineer A containing misaligned dimensions and omitted safety features...
Engineer A Insufficient Responsible Charge
Engineer A's failure to maintain responsible charge over AI-generated design documents by conducting only...
Engineer A Public Safety Risk from Design Errors
Risk to public safety arising from omitted safety features and misaligned dimensions in AI-generated design...
Insufficient Responsible Charge State
State in which a licensed professional engineer has affixed their seal or signature to plans or documents without...
AI-Generated Design Documents Non-Compliant State
Engineering design documents generated by AI-assisted tools containing dimensional errors and safety feature omissions
Client Data Exposed to Public Domain State
State in which a professional has uploaded or transmitted confidential client information into a system or interface...
Undisclosed AI Tool Use State
State in which a professional has used AI-assisted tools to generate substantive work product (reports, design...
Engineer A Client Relationship with Client W
Engineer A's professional engagement with Client W for report and design document preparation
Public Safety Risk from Design Omissions
Omission of key safety features required by local regulations in AI-generated engineering design documents
Undisclosed AI Contribution State
State in which AI tools have substantially shaped or generated a professional work product but that contribution has...
23 entities
Resources Rs
w=0.1 384D
BER-Case-98-3
Cited as precedent on engineering competency and technology use, establishing that technology must not replace...
Local Regulatory Safety Requirements for Groundwater Infrastructure
Defines mandatory safety features that the AI-generated engineering design documents failed to include, triggering...
AI Software Usage Disclosure Standard
Emerging professional norms and guidelines governing the disclosure of artificial intelligence tools used in the...
NSPE Code of Ethics
Primary normative authority governing Engineer A's obligations regarding competence, public safety, honesty, and...
State Professional Engineering Seal Law
Governs the conditions under which Engineer A may apply their professional seal to reports and design documents,...
Open-Source AI Drafting Software
Used by Engineer A to generate initial draft of the contaminant report and preliminary engineering design documents,...
AI Software Usage Disclosure Norms
Implicitly invoked by the case as the absent standard that Engineer A failed to follow by not disclosing AI tool use...
NSPE Position Statement
Official policy statements issued by the National Society of Professional Engineers that define key professional...
NSPE-Code-of-Ethics
Primary normative authority throughout the case, cited for Fundamental Canons and specific Code sections governing...
BER-Case-90-6
Cited as precedent establishing that it is ethical for an engineer to sign and seal documents created using CADD...
Regulatory Compliance Requirement
Local, state, or regional regulatory mandates specifying required safety features, design elements, or technical...
Professional Journal Articles on Emerging Contaminants
Used by Engineer A to cross-check key facts in the AI-generated report draft, serving as a verification resource for...
12 entities
Actions A
w=0.1 384D
Chose AI for Report Drafting
Input Confidential Data into Public AI
Conducted Thorough Report Review
Submitted Report Without AI Disclosure
Used AI for Design Document Generation
Conducted Cursory Design Document Review
6 entities
Events E
w=0.08 384D
AI Report Draft Generated
AI Design Documents Generated
Report Stylistic Inconsistency Detected
Design Document Defects Discovered
Engineer B Retirement Occurs
Client W Engagement Established
Confidential Data Exposed to AI
7 entities
Capabilities Ca
w=0.07 384D
Engineer A AI Disclosure and Transparency Capability Instance
Engineer A demonstrated absent or deficient AI disclosure and transparency capability, failing to disclose the use...
Engineer A Client Data Confidentiality Management Capability Deficient
Engineer A failed to recognize that uploading Client W's private project information into an open-source AI...
Client Data Confidentiality Management Capability
Capability to recognize when professional activities - including use of AI tools, cloud platforms, or third-party...
AI Tool Competence Assessment Capability
Capability to evaluate one's own level of familiarity and competence with a novel AI tool before relying on it to...
Regulatory Compliance Verification Capability
Technical and normative capability to verify that engineering design documents, plans, and specifications comply...
Technical Writing and Report Authorship Capability
Capability to independently produce technically accurate, professionally written engineering reports and analyses...
Engineer A AI Tool Competence Assessment Capability Instance
Engineer A demonstrated limited AI tool competence assessment capability, failing to adequately evaluate personal...
Engineer A AI Output Verification Capability Report Instance
Engineer A demonstrated intermediate AI output verification capability with respect to the environmental report,...
Engineer A AI Output Verification Capability Design Documents Instance
Engineer A demonstrated deficient AI output verification capability with respect to the engineering design...
Engineer A Peer Review Continuity Planning Capability Instance
Engineer A demonstrated deficient peer review continuity planning capability, failing to establish alternative...
Engineer B Peer Review Continuity Planning Capability Instance
Engineer B, as mentor and supervisor, possessed advanced peer review continuity planning capability but did not...
Engineer A Domain Expertise Environmental Engineering Instance
Engineer A possessed strong domain expertise in environmental engineering, including groundwater monitoring data...
Engineer A AI Attribution Citation Capability Deficient
Engineer A failed to include appropriate citations to pertinent documents of technical authority in the AI-generated...
Engineer A Technology As Tool Boundary Judgment Capability Deficient
Engineer A failed to maintain the boundary between using AI as a supplementary tool and allowing AI to substitute...
Engineer A AI Output Verification Capability Deficient Design Documents
Engineer A failed to conduct substantive, domain-informed verification of AI-generated design documents sufficient...
Engineer A AI Output Verification Capability Partial Report
Engineer A demonstrated partial AI output verification capability with respect to the environmental report,...
Engineer A AI Disclosure Transparency Capability Deficient
Engineer A failed to proactively disclose to Client W that AI tools substantially contributed to both the...
Engineer A AI Tool Competence Assessment Capability Deficient Design Tool
Engineer A failed to adequately assess their own competence with the novel AI-assisted drafting tool before relying...
Engineer A Peer Review Continuity Planning Capability Deficient
Engineer A failed to establish alternative peer review or mentorship arrangements following Engineer B's retirement,...
Engineer A Regulatory Compliance Verification Capability Deficient
Engineer A failed to verify that AI-generated engineering design documents complied with applicable local...
AI Output Verification Capability
Technical capability to conduct substantive, domain-informed review and verification of AI-generated professional...
Peer Review Continuity Planning Capability
Capability to recognize when a quality assurance mechanism - such as mentorship, supervisory review, or peer review...
Engineer B Responsible Charge Active Engagement Capability Expert
Engineer B possessed expert-level responsible charge active engagement capability, demonstrated through provision of...
Responsible Charge Active Engagement Capability
Capability to maintain active, substantive engagement in the engineering process from conception to completion when...
AI Tool Scope Calibration Capability
Capability to correctly calibrate the appropriate scope and depth of review required when AI tools substantially...
AI Attribution and Citation Capability
Capability to recognize when AI tools have made substantial contributions to professional work product and to...
Engineer A Responsible Charge Active Review Capability Instance
Engineer A demonstrated inconsistent responsible charge review competence: adequate for the environmental report but...
AI Disclosure and Transparency Capability
Capability to recognize when and how to disclose the use of AI tools in the generation of professional work product,...
Engineer A Regulatory Compliance Verification Capability Instance
Engineer A demonstrated deficient regulatory compliance verification capability with respect to the AI-generated...
Engineer A Technical Writing and Report Authorship Capability Instance
Engineer A demonstrated limited independent technical writing and report authorship capability, self-identifying as...
Technology-as-Tool Boundary Judgment Capability
Capability to recognize and maintain the boundary between using technology as a tool that supplements professional...
Engineer A Responsible Charge Active Engagement Capability Deficient
Engineer A possessed the underlying technical competence for responsible charge but failed to exercise the active...
Engineer A AI Tool Scope Calibration Capability Deficient
Engineer A failed to correctly calibrate the depth of review required for AI-generated design documents, electing a...
33 entities
Constraints Cs
w=0.08 384D
AI Direction Control Constraint Engineer A Report
Engineer A was constrained to maintain active direction and control over the AI-generated environmental report by...
AI Tool Competence Boundary Constraint
Constraint arising from a professional's lack of prior experience or verified understanding of an AI tool's...
AI-Generated Work Product Disclosure Constraint Engineer A Design Document Submission
Engineer A was constrained from submitting AI-assisted engineering design documents to Client W without disclosing...
Responsible Charge Verification Constraint Engineer A Design Documents
Engineer A was constrained from sealing and submitting the AI-generated engineering design documents without having...
Confidential Client Data Input Constraint Engineer A Open-Source AI Upload
Engineer A was constrained from inputting Client W's confidential project information into the open-source AI...
Peer Review Absence Compensation Constraint Engineer A Post-Engineer B Retirement
Following Engineer B's retirement, Engineer A was constrained from continuing professional practice at the same...
Competence Constraint Engineer A Technical Writing Self-Assessment
Engineer A's self-assessed limitation in technical writing constrained the quality and reliability of independently...
Non-Deception Constraint Engineer A Report Authorship Representation
Engineer A was constrained by the non-deception principle from submitting an AI-generated report in a manner that...
Regulatory Constraint Engineer A Local Safety Requirements Design Documents
Engineer A was constrained by local regulatory requirements to ensure that engineering design documents for...
Scope of Practice Constraint Engineer A AI Tool Reliance Beyond Competence
Engineer A was constrained from relying on AI-generated outputs in areas where Engineer A lacked the competence to...
Proactive Client Trust Transparency Constraint Engineer A Report
Engineer A was constrained by best practices and emerging professional norms to proactively disclose to Client W...
Proactive Client Trust Transparency Constraint Engineer A Design Documents
Engineer A was constrained by best practices and emerging professional norms to proactively disclose to Client W...
Safety Constraint Engineer A AI Design Omissions
Engineer A was constrained by the foundational engineering obligation to hold paramount public safety, health, and...
AI Tool Competence Boundary Constraint Engineer A Novel Drafting Tool
Engineer A was constrained from relying on the newly marketed AI-assisted drafting tool's outputs without...
Responsible Charge Verification Constraint
Regulatory and legal constraint requiring that a licensed professional engineer who affixes their seal to...
Peer Review Absence Compensation Constraint
Constraint arising when a professional's established quality assurance mechanism - such as mentorship or supervisory...
AI Tool Direction and Control Constraint
Regulatory and ethical constraint requiring that a licensed engineer maintain active direction and control over...
Technology Non-Substitution for Engineering Judgment Constraint
Foundational ethical and regulatory constraint prohibiting engineers from using any technological tool - including...
Proactive Client Trust Transparency Constraint
Ethical constraint requiring that engineers proactively disclose to clients information about the tools, methods,...
AI Direction Control Constraint Engineer A Design Documents
Engineer A was constrained to maintain active direction and control over the AI-assisted design documents by...
Technology Non-Substitution Constraint Engineer A Design Phase
Engineer A was constrained from using the AI-assisted drafting tool as a substitute for independent engineering...
Peer Review Absence Compensation Constraint Engineer A Post Engineer B Retirement
Following Engineer B's retirement, Engineer A was constrained to establish alternative peer review or supervisory...
Scope of Practice Constraint Engineer A AI Tool Competence
Engineer A was constrained to perform engineering services only within areas of demonstrated competence, requiring...
AI Attribution Citation Constraint Engineer A Report
Engineer A was constrained to include appropriate citations to pertinent documents of technical authority and...
AI-Generated Work Product Disclosure Constraint Engineer A Report Submission
Engineer A was constrained from submitting the AI-generated environmental report to Client W without disclosing that...
AI-Generated Work Product Disclosure Constraint
Ethical and professional constraint requiring that engineers disclose to clients, employers, and relevant...
Confidential Client Data Input Constraint
Constraint prohibiting engineers from inputting confidential client information into open-source, publicly...
AI Tool Competence Boundary Constraint Engineer A Novel Drafting Software
Engineer A's lack of prior experience with the newly marketed open-source AI drafting software constrained the...
Safety Constraint Engineer A AI-Generated Design Document Omissions
Engineer A was constrained from submitting engineering design documents that omitted key safety features required by...
AI Attribution and Credit Disclosure Constraint
Ethical and professional constraint requiring that engineers provide appropriate attribution and citation when AI...
AI Attribution Citation Constraint Engineer A Design Documents
Engineer A was constrained to acknowledge the AI-assisted drafting tool's substantial contribution to the...
Confidential Client Data Input Constraint Engineer A Open Source AI
Engineer A was constrained from uploading Client W's private project information into the open-source AI interface...
32 entities
Embeddings: all-MiniLM-L6-v2 (384D, local) | Storage: pgvector (PostgreSQL) | Used for section and component similarity matching