AI Names “Best” Reliability Engineers
Kirk and Fred discuss AI-generated judgments about reliability experts and the bias that can enter those answers.
Verified Accendo Reliability episodes featuring Kirk Gray, primarily in discussion with Fred Schenkelberg. Links open the original Accendo episode pages.
Kirk and Fred discuss AI-generated judgments about reliability experts and the bias that can enter those answers.
Maintaining reliability through supplier, component, and manufacturing changes.
Kirk and Fred discuss common objections to HALT and its value even late in product development.
How independent failure analysis can improve discussions with component and subsystem suppliers.
Using thermal HALT to discover marginal signal integrity and intermittent digital-system issues.
Reliability implications of continuing product changes during development.
Reliability risks associated with rework, touch-up, and additional human handling.
How a reliability engineer can learn the organization, failure history, culture, and decision-making priorities in a new role.
A discussion of reliability allocation and the limits of prediction-driven methods.
When reliability engineering should enter the product-development process.
Standard environmental tests versus discovery-focused accelerated stress testing.
Why HALT planning must focus on what to stress, what to monitor, what defines failure, and how weaknesses will be improved.
Kirk and Fred discuss early uses and limitations of AI for reliability engineering guidance.
Tradeoffs between redundancy, backup systems, robustness, cost, and rare conditions.
How engineers learn failure mechanisms and why many failures involve interacting physical causes.
Why field data and automation should support—not replace—physical failure analysis.
A reliability discussion applied to degradation and preservation of fruit and vegetables.
Connecting reliability engineering activity to field failures, cost, business objectives, and management support.
Challenges working with subsystem and component suppliers when investigating reliability failures.