Public Health, Safety, and Welfare—Driverless/Autonomous Vehicle
Case 165
Source
Document Structure
4
Sections4/4
With Embeddings100%
Coverage384D
Dimensions
Embeddings use 384D local model for precedent matching
Document Sections
Content Length
858 chars
HTML Length
858 chars
Plain Text Length
858 chars
Embedding Dimension
384
Compatible
Created
2026-02-13 21:36
Updated
2026-02-13 21:36
Content Preview
Engineer A has a responsibility to fully and actively participate as a member of the engineering risk management team, clearly and unambiguously express any and all concerns he has regarding the safety of the proposed autonomous vehicle operation system, and explore additional potential technical options that could mitigate the risks identified in the proposed system. In light of the fact that engineers should strive to do no harm in the performance of their professional services, if necessary, Engineer A should propose that further study be undertaken by the company before the autonomous vehicle operating system is utilized. That being said, to address the specific question posed in the case, Engineer A has an obligation to state that the prime ethical obligation of the vehicle operation is to minimize harm to affect the least number of persons.
Content Length
5816 chars
HTML Length
6428 chars
Plain Text Length
5815 chars
Embedding Dimension
384
Compatible
Created
2026-02-13 21:36
Updated
2026-03-02 23:20
Content Preview
Over the years, the NSPE Board of Ethical Review has sought to examine and address emerging engineering issues and their ethical implications and consequences. New engineering breakthroughs frequently introduce different ways of thinking about engineering ethics.
One example of this was BER Case 96-4, which involved software design testing. In that case, Engineer A was employed by a software company and was involved in the design of specialized software in connection with the operations of facilities affecting the public health and safety (i.e., nuclear, air quality control, water quality control). As part of the design of a particular software system, Engineer A conducted extensive testing. Although the tests demonstrated that the software was safe to use under existing standards, Engineer A was aware of new draft standards that were about to be released by a standard setting organization—standards that the newly designed software might not meet. Testing was extremely costly and the company’s clients were eager to move forward. The software company was eager to satisfy its clients; but, at the same time, management wanted to be sure that the software was safe to use. A series of tests proposed by Engineer A would likely result in a decision whether to move forward with the use of the software. The tests were expensive and would delay the use of the software for at least six months, which would put the client company at a competitive disadvantage and cost it a significant amount of money. Also, delaying implementation would mean the state’s public service commission utility rates would rise significantly during this time. The software company requested Engineer A’s recommendation on the need for additional testing.
In deciding that Engineer A had a professional obligation under the Code of Ethics to explain why additional testing was required and to recommend to his company that it be undertaken, the Board noted that if he did so, the company could make an informe...
Content Length
1137 chars
HTML Length
1137 chars
Plain Text Length
1137 chars
Embedding Dimension
384
Compatible
Created
2026-02-13 21:36
Updated
2026-02-13 21:36
Content Preview
Engineer A is a professional engineer working as a consultant to an automobile manufacturer that is considering the development of a driverless/autonomous vehicle operating system. Engineer A is assigned to an engineering risk assessment team whose members are being asked to make a recommendation relating to potential situations that could arise in connection with the operation of driverless/autonomous vehicles. The following scenario is among the situations that are being considered by the engineering risk assessment team: In the event of an unavoidable crash, does the vehicle’s system choose the outcome that will likely result in the greatest potential for safety for the vehicle’s passengers or does the vehicle’s software system instead choose an option in which the least amount of potential harm is done to any of those involved in an accident, such as having the car crash into a stationary object (e.g., telephone pole, etc.) with the probability of causing some passengers serious but non-life-threatening injuries instead of striking and potentially causing a fatal injury to a pedestrian, cyclist, or motorcycle rider?
Content Length
42 chars
HTML Length
42 chars
Plain Text Length
42 chars
Embedding Dimension
384
Compatible
Created
2026-02-13 21:36
Updated
2026-02-13 21:36
Content Preview
What are Engineer A’s ethical obligations?
Similar Cases
By discussion section embedding (cosine similarity)
65%
59%
D-tuple Component Breakdown
143
Total Entities9/9
Components Populated9/9
With EmbeddingsCombined Embedding
Roles
R
w=0.12
384D
Engineer A Autonomous Vehicle Risk Assessment Team Engineer
Engineer A is a professional engineer serving as a consultant to an automobile manufacturer and assigned to an...
Automobile Manufacturer Autonomous Vehicle Developer
The automobile manufacturer retains Engineer A as a consultant and has assembled an engineering risk assessment team...
Engineer A Safety-Critical Software Design Engineer (Case 96-4)
Designed specialized software for public-safety-critical facilities, conducted extensive testing, became aware of...
Software Company Employer
A software company that employs Engineer A to design safety-critical software, faces financial and client pressure...
Automobile Manufacturer Autonomous Vehicle Developer Client (Present Case)
The automobile manufacturer in the present case that employs or retains Engineer A as part of an engineering risk...
Autonomous Vehicle Risk Assessment Team Engineer
A licensed professional engineering role in which an engineer serves as a member of a formal engineering risk...
Automobile Manufacturer Autonomous Vehicle Developer Client
A private automobile manufacturing company stakeholder role that retains or employs engineering consultants to...
Safety-Critical Software Design Engineer
A licensed professional engineering role in which an engineer is employed by a software company to design...
8 entities
Principles
P
w=0.2
384D
Third-Party Non-Client Welfare Consideration Invoked in Autonomous Vehicle Design
The risk assessment scenario explicitly juxtaposes passenger welfare against the welfare of pedestrians, cyclists,...
Regulatory Gap Safety Escalation Obligation Invoked in Software Testing Case
In BER Case 96-4, Engineer A's awareness of new draft standards that the software might not meet - standards not yet...
Algorithmic Harm Distribution Ethics in Autonomous Systems
Domain-specific principle requiring engineers designing autonomous decision-making systems - particularly those...
Third-Party Non-Client Welfare Consideration in Autonomous System Design
Domain-specific principle requiring engineers designing autonomous systems that operate in shared public...
Autonomous System Moral Framework Transparency Obligation
Professional principle requiring engineers and firms that develop autonomous decision-making systems to publicly...
Public Welfare Paramount Invoked in Autonomous Vehicle Crash Algorithm Design
Engineer A's risk assessment team must evaluate whether the autonomous vehicle's crash-avoidance algorithm should...
Completeness and Non-Selectivity in Advisory Opinions Invoked by Engineer A Risk Assessment Team
Engineer A's risk assessment team must present both harm-distribution frameworks - passenger-protective and...
Competing Public Goods Balancing Invoked in Passenger vs. Third-Party Safety Trade-Off
Engineer A's risk assessment team faces a genuine conflict between two legitimate public goods - passenger safety...
Autonomous System Moral Framework Transparency Obligation Invoked in AV Design
Engineer A's risk assessment team bears an obligation to ensure that the moral framework embedded in the autonomous...
Faithful Agent Obligation Within Ethical Limits Invoked for Engineer A Consultant Role
Engineer A, as a consultant to the automobile manufacturer, bears a faithful agent obligation to provide the...
Professional Competence in Risk Assessment Invoked for Autonomous Vehicle Scenario
Engineer A's risk assessment team must apply specialized professional competence to identify, assess, and...
Informed Decision-Making Enablement Obligation Invoked for Automobile Manufacturer Client
Engineer A's risk assessment team must ensure that the automobile manufacturer - as the non-engineer decision-making...
Active Risk Assessment Team Participation Obligation Invoked by Engineer A
Engineer A must fully and actively participate in the automobile manufacturer's engineering risk management team,...
Technical Recommendation Independence from Business Considerations Invoked in Software Testing Case
In BER Case 96-4, Engineer A's recommendation about additional software testing was required to be based solely on...
Do No Harm Obligation in Professional Engineering Services
Professional principle requiring engineers, in seeking to fulfill their ethical obligations, to strive to avoid...
Active Risk Assessment Team Participation Obligation
Professional principle requiring engineers serving as members of engineering risk assessment or risk management...
Technical Recommendation Independence from Business Considerations
Professional principle requiring engineers who are asked to make technical recommendations - including...
Public Welfare Paramount Invoked in Autonomous Vehicle Risk Assessment
Engineer A's overriding ethical responsibility as a member of the autonomous vehicle risk assessment team is to hold...
Do No Harm Obligation Invoked by Engineer A in Software Testing Case
In BER Case 96-4, Engineer A's ethical obligation to recommend additional software testing was grounded in the...
Do No Harm Obligation Invoked by Engineer A in Autonomous Vehicle Case
Engineer A's obligation to propose further study of the autonomous vehicle operating system before deployment is...
Informed Decision-Making Enablement Obligation Invoked in Software Testing Case
Engineer A's obligation in BER Case 96-4 was to prepare a technical report explaining current testing results and...
Algorithmic Harm Distribution Ethics Invoked in Autonomous Vehicle Case
Engineer A's participation in the autonomous vehicle risk assessment team requires explicit analysis of how the...
Good Faith Safety Concern Threshold Invoked in Software Testing Case
In BER Case 96-4, Engineer A's awareness of new draft standards that the software might not meet - even without...
Graduated Internal Escalation Before External Reporting Invoked in Software Testing Case
In BER Case 96-4, Engineer A's ethical obligation was to first exhaust internal escalation - recommending additional...
Third-Party Non-Client Welfare Consideration Invoked in Autonomous Vehicle Case
Engineer A's risk assessment obligations extend to the welfare of pedestrians, bystanders, and other third parties...
25 entities
Obligations
O
w=0.15
384D
Engineer A Autonomous Vehicle Further Study Recommendation Obligation
Engineer A is obligated, if necessary after active participation and expression of concerns, to propose that further...
Engineer A AV Risk Assessment Team Harm Minimization Participation Obligation
Engineer A, as a member of the automobile manufacturer's engineering risk assessment team, was obligated to fully...
Engineer A AV Further Study Recommendation Before Deployment Obligation
Engineer A, as a member of the automobile manufacturer's engineering risk assessment team, was obligated to...
Engineer A BER 96-4 Technical Report Preparation Obligation
Engineer A was obligated to prepare a technical report explaining current testing analysis and results, and...
Engineer A Autonomous Vehicle Risk Assessment Active Participation Obligation
Engineer A is obligated to fully and actively participate as a member of the automobile manufacturer's engineering...
Autonomous Vehicle Harm Minimization Algorithm Completeness Disclosure Obligation
Duty of a licensed professional engineer serving on an autonomous vehicle risk assessment team to ensure that all...
Engineer A AV Moral Framework Public Transparency Recommendation Obligation
Engineer A, as a member of the automobile manufacturer's engineering risk assessment team, was obligated to...
Autonomous Vehicle Third-Party Harm Minimization Safety Consideration Obligation
Duty of a licensed professional engineer serving on an autonomous vehicle risk assessment team to ensure that the...
Autonomous Vehicle Moral Framework Public Transparency Disclosure Obligation
Duty of a licensed professional engineer serving on an autonomous vehicle risk assessment team to recommend that the...
Autonomous Vehicle Further Study Recommendation Before Deployment Obligation
Duty of a licensed professional engineer serving on an autonomous vehicle risk assessment team who has identified...
Engineer A AV Risk Assessment Third-Party Safety Consideration Obligation
Engineer A, as a member of the automobile manufacturer's engineering risk assessment team, was obligated to...
Engineer A AV Faithful Agent Informed Decision Enablement Obligation
Engineer A, as a consultant to the automobile manufacturer, was obligated to act as a faithful agent by providing...
Technical Recommendation Business Pressure Non-Subordination Obligation
Duty of a licensed professional engineer who has been asked to make a technical recommendation - including a...
Safety-Critical Software Informed Employer Decision Enablement Obligation
Duty of a licensed professional engineer employed by a software company to design safety-critical software -...
New Draft Standard Awareness Additional Testing Recommendation Obligation
Duty of a licensed professional engineer who has designed safety-critical software that passes existing standards...
Autonomous Vehicle Risk Assessment Active Participation and Concern Expression Obligation
Duty of a licensed professional engineer serving as a consultant on an autonomous vehicle engineering risk...
Engineer A BER 96-4 Additional Testing Recommendation Obligation
Engineer A was obligated to recommend to the software company that additional testing be undertaken, explaining why...
Engineer A BER 96-4 Business Pressure Non-Subordination Obligation
Engineer A was obligated to make his recommendation about additional testing based solely on technical findings,...
Engineer A Autonomous Vehicle Do No Harm Obligation
Engineer A is obligated, in seeking to fulfill his ethical obligations as a member of the autonomous vehicle risk...
Engineer A BER 96-4 Public Welfare Paramount Safety-Critical Software Obligation
Engineer A was obligated to hold paramount the safety, health, and welfare of the public in making his...
20 entities
States
S
w=0.1
384D
Present Case Client-Interest vs Third-Party Safety Algorithmic Pre-Commitment
Engineer A's obligation to recommend autonomous vehicle decision logic balancing passenger and third-party safety
Autonomous Vehicle Harm Allocation Design Assignment
Engineer A's assignment to evaluate and recommend harm-allocation decision logic for autonomous vehicle operating system
Autonomous Vehicle Ethics Regulatory Standards Vacuum
Absence of applicable regulatory or industry standards governing autonomous vehicle harm-allocation decision logic
Passenger Safety vs. Third-Party Harm Minimization Algorithm Conflict
Structural conflict between automobile manufacturer's commercial interest in passenger-protective algorithms and...
BER Case 96-4 Emerging Software Standard Pre-Adoption Gap
Engineer A's awareness of forthcoming draft testing standards for safety-critical software
BER Case 96-4 Multi-Factor Business-Safety Balancing
Engineer A's obligation to formulate a technical recommendation amid significant financial pressures
Present Case Autonomous Vehicle Do No Harm Design Obligation
Engineer A's obligation to apply 'do no harm' principle in autonomous vehicle operating system design
Present Case Regulatory Standards Vacuum for Autonomous Vehicle Ethics
Absence of established national or industry standards governing autonomous vehicle harm allocation ethics
Present Case Autonomous System Harm Allocation Design
Engineer A's design of autonomous vehicle operating system decision logic pre-committing harm allocation
BER Case 96-4 Completed Safety Testing with Residual Concern
Engineer A's residual concern about forthcoming standards after software passed existing standard testing
BER Case 96-4 Public Safety at Risk from Safety-Critical Software
Public health and safety risk from potential deployment of software not meeting forthcoming standards in nuclear,...
Engineer A Ethical Dilemma - Harm Allocation Recommendation
Engineer A's obligation to recommend between two morally distinct algorithmic approaches, each of which causes harm...
Public Safety at Risk - Autonomous Vehicle Third-Party Harm
Risk of fatal or serious injury to pedestrians, cyclists, and motorcycle riders arising from autonomous vehicle...
Competing Duties - Passenger Safety vs. Aggregate Harm Minimization
Engineer A's competing professional duties: duty as consultant to client (automobile manufacturer seeking...
Client Relationship - Engineer A and Automobile Manufacturer
Active consulting relationship between Engineer A and automobile manufacturer, with associated obligations of...
Autonomous System Harm Allocation Design State
State in which a professional engineer is engaged in designing or evaluating the decision logic of an autonomous...
Emerging Standard Pre-Adoption Safety Gap State
State in which a professional engineer is aware that a new draft safety standard - not yet formally adopted - has...
Regulatory Standards Vacuum for Autonomous Vehicle Ethics State
State in which a professional engineer is tasked with making recommendations about the ethical decision logic of an...
Client-Interest vs. Third-Party Safety Algorithmic Pre-Commitment State
State in which a professional engineer must recommend a design specification - specifically an algorithmic decision...
Multi-Factor Business-Safety Balancing Obligation State
State in which a professional engineer must formulate a technical recommendation in a context where significant and...
Do No Harm Autonomous System Design Obligation State
State in which a professional engineer engaged in designing or evaluating an autonomous system - particularly one...
21 entities
Resources
Rs
w=0.1
384D
Autonomous Vehicle Ethical Decision Framework
A structured framework or methodology for analyzing the ethical trade-offs embedded in autonomous vehicle software...
Autonomous Vehicle Safety Standard
Technical standards, professional norms, and regulatory requirements governing the safety design, risk assessment,...
NSPE Code of Ethics
Primary normative authority governing Engineer A's professional obligations as a consultant to an automobile...
ISO 26262 Automotive Functional Safety Standard
Technical standard governing functional safety requirements for automotive electrical and electronic systems,...
Qualitative Risk Assessment Methodology for Autonomous Vehicle Crash Scenarios
Structured professional methodology for estimating and communicating the likelihood and magnitude of potential harm...
Autonomous Vehicle Operating System Safety Standard
Technical standards and professional norms governing the design of autonomous vehicle operating systems, including...
Consumer Product Safety Testing Standard for Autonomous Vehicles
General product safety testing standards and policies governing the safety evaluation of autonomous vehicle systems...
NSPE_Code_of_Ethics_Sections_III6b_II4a
Cited by the Board of Ethical Review as the basis for Engineer A's obligation to prepare a technical report...
BER_Case_96-4
Cited as the primary analogical precedent for the present autonomous vehicle case, establishing the principle that...
Draft_AV_Safety_Testing_Standard
Represents the emerging technical standard that the autonomous vehicle operating system may not meet, triggering...
Software_Safety_Testing_Standard_BER96-4_Context
The existence of a new draft standard that existing software might not meet was the triggering condition for...
11 entities
Actions
A
w=0.1
384D
Recommend Additional Safety Testing
Prepare Transparent Technical Report
Actively Participate in Risk Assessment
Unambiguously Express Safety Concerns
Explore Additional Technical Mitigation Options
Propose Further Study Before Deployment
6 entities
Events
E
w=0.08
384D
Safety-Critical Software Identified
Draft Safety Standards Emerge
Financial Pressure on Testing
Autonomous Vehicle AV OS Development Initiated
Unavoidable Crash Scenario Identified
Precedent Case Principles Activated
Algorithmic Ethics Gap Recognized
7 entities
Capabilities
Ca
w=0.07
384D
Engineer A AV Public Transparency Advocacy Capability
Engineer A possessed the capability to recognize that the moral framework encoded in the autonomous vehicle's harm...
Engineer A Safety-Critical Software Informed Employer Decision Enablement Capability
Engineer A possessed the capability to prepare a technical report explaining current testing analysis and results,...
Engineer A Autonomous Vehicle Do No Harm Novel Technology Application Capability
Engineer A possessed the capability to recognize and apply the do-no-harm principle to the autonomous vehicle...
Engineer A AV Risk Assessment Active Participation Capability
Engineer A possessed the capability to fully and actively participate in the automobile manufacturer's engineering...
Engineer A Faithful Agent Informed Decision Enablement Capability
Engineer A, as a consultant to the automobile manufacturer, possessed the capability to structure and present...
Safety-Critical Software New Draft Standard Ethical Balancing Capability
Capability of a licensed professional engineer employed in safety-critical software design to recognize when...
Autonomous Vehicle Harm Minimization Algorithm Ethical Framework Selection Capability
Capability of a licensed professional engineer serving on an autonomous vehicle risk assessment team to identify,...
Third-Party Stakeholder Harm Weighting in Safety-Critical Algorithm Design Capability
Capability of a licensed professional engineer involved in the design or evaluation of safety-critical autonomous or...
Autonomous Vehicle Moral Algorithm Public Transparency Advocacy Capability
Capability of a licensed professional engineer serving on an autonomous vehicle risk assessment team to recognize...
Unavoidable Crash Scenario Technical Safety Analysis Capability
Technical capability of a licensed professional engineer to analyze specific unavoidable crash scenarios in...
Engineer A AV Ethical Framework Selection Capability
Engineer A, as a professional engineer and consultant to the automobile manufacturer assigned to the engineering...
Engineer A AV Third-Party Harm Weighting Capability
Engineer A possessed the capability to explicitly identify, assess, and present the welfare interests of third...
Engineer A AV Crash Scenario Technical Safety Analysis Capability
Engineer A possessed the technical capability to analyze the specific unavoidable crash scenarios presented to the...
Engineer A AV Harm Minimization Risk Management Participation
Engineer A, as a member of the automobile manufacturer's engineering risk assessment team, possessed the capability...
Engineer A AV Further Study Recommendation Capability
Engineer A possessed the capability to recognize when unresolved safety concerns about the autonomous vehicle...
Do No Harm Principle Application in Novel Technology Risk Assessment Capability
Capability of a licensed professional engineer participating in risk assessment for novel technologies - including...
Cross-Case Ethical Precedent Analogical Transfer Capability
Capability of a licensed professional engineer or ethics reviewing body to recognize when the ethical principles...
Engineer A Cross-Case Analogical Transfer BER 96-4 to AV Case Capability
The NSPE Board of Ethical Review demonstrated the capability to recognize that the ethical principles established in...
Engineer A Public Welfare Paramountcy Safety-Critical Software Capability
Engineer A possessed the capability to recognize that the industries using the safety-critical software - water,...
Engineer A Regulatory Gap Safety Escalation Software Standards Capability
Engineer A possessed the capability to recognize that the existence of a new draft testing standard - not yet...
20 entities
Constraints
Cs
w=0.08
384D
Engineer A AV Good Faith Safety Concern Objective Testimony Constraint
Engineer A was constrained, in the absence of established regulatory or industry standards governing autonomous...
Engineer A AV Regulatory Standards Vacuum Heightened Disclosure Constraint
Engineer A was constrained by the absence of applicable regulatory or industry standards governing autonomous...
Engineer A AV Informed Employer Decision Enablement Constraint
Engineer A was constrained from withholding or obscuring material safety information from the automobile...
Engineer A BER 96-4 Emerging Standard Technical Report Disclosure Constraint
Engineer A was constrained from remaining silent about the new draft testing standards recently reported in...
Engineer A AV Do No Harm Deployment Constraint
Engineer A was constrained by the 'do no harm' principle from recommending deployment of the autonomous vehicle...
Engineer A AV Risk Mitigation Option Exploration Constraint
Engineer A was constrained from recommending deployment of the autonomous vehicle operating system without first...
Engineer A AV Active Participation Concern Expression Constraint
Engineer A was constrained from passive participation or silence about identified safety concerns in the autonomous...
Engineer A AV Further Study Recommendation Constraint
Engineer A was constrained from remaining silent about the need for further study when identified safety concerns...
Engineer A AV Harm Allocation Moral Framework Non-Deception Public Disclosure Constraint
Engineer A was constrained from permitting the autonomous vehicle operating system to be deployed with an...
Engineer A AV Do No Harm Design Obligation Safety Constraint
Engineer A was constrained by the 'do no harm' principle in autonomous system design - requiring that the...
Engineer A BER 96-4 Business Pressure Technical Separation Constraint
Engineer A was constrained from incorporating financial pressures - including costs to the software company, its...
Engineer A BER 96-4 Public Safety Paramount Safety-Critical Software Constraint
Engineer A was constrained by the paramount public safety obligation from proceeding with a recommendation that...
Autonomous Vehicle Harm Allocation Algorithmic Pre-Commitment Ethical Constraint
Ethical and professional constraint arising when a licensed professional engineer is tasked with recommending the...
Autonomous Vehicle Third-Party Fatal Harm Passenger Priority Non-Subordination Constraint
Ethical and safety constraint prohibiting a licensed professional engineer serving on an autonomous vehicle risk...
Autonomous Vehicle Moral Framework Undisclosed Pre-Commitment Non-Deception Constraint
Ethical constraint establishing that a licensed professional engineer serving on an autonomous vehicle risk...
Engineer A AV Risk Assessment Active Participation Constraint
Engineer A, as a member of the automobile manufacturer's engineering risk assessment team, was constrained to fully...
Engineer A AV Passenger Priority Algorithm Third-Party Fatal Harm Non-Subordination Constraint
Engineer A was constrained from recommending or acquiescing in a harm-allocation algorithm that categorically...
Engineer A AV Further Study Before Deployment Constraint
Engineer A was constrained to recommend that further study be conducted before the autonomous vehicle operating...
Engineer A AV Regulatory Standards Vacuum Escalation Permissibility Constraint
Engineer A was constrained by the absence of applicable governmental or industry standards governing autonomous...
Engineer A AV Client Interest Third-Party Safety Priority Constraint
Engineer A was constrained by the priority rule establishing that when obligations to the automobile manufacturer...
Engineer A AV Harm Allocation Algorithm Completeness Disclosure Constraint
Engineer A was constrained from recommending a harm-allocation algorithm for the autonomous vehicle operating system...
Do No Harm Professional Services Constraint
Ethical constraint arising from the principle that engineers should strive to do no harm in the performance of their...
Business Pressure Technical Recommendation Separation Constraint
Ethical and professional constraint requiring that a licensed professional engineer who is asked to make a technical...
Emerging Standard Awareness Technical Report Disclosure Constraint
Ethical and professional constraint requiring that a licensed professional engineer who is aware of a new draft...
Risk Mitigation Option Exploration Before Deployment Recommendation Constraint
Ethical and professional constraint requiring that a licensed professional engineer serving on an engineering risk...
25 entities
Embeddings: all-MiniLM-L6-v2 (384D, local) | Storage: pgvector (PostgreSQL) | Used for section and component similarity matching