Monday, October 12, 2026

Creating Trust - New AI LLMs and the Process That Governs Both - John Cachat

 


Establishing reliability in artificial intelligence requires a structured framework because large language models lack human characteristics like personal accountability, stable behavior, and continuous learning from mistakes.

While organizations frequently compare onboarding an AI model to hiring a new employee, they typically fail to provide artificial systems with adequate training, orientation, and probation periods. To prevent costly errors caused by an AIs jagged competence and confident-sounding mistakes, organizations must implement calibrated trust grounded in strict verification and process controls.

The Integrated Process Excellence℠ framework offers a solution by applying a standardized, six-step methodology that defines, documents, and measures workflows for both human workers and artificial intelligence.

By managing AI as a controlled process measurement system or at least as much as a human colleague, enterprises can accurately evaluate specific tasks, monitor for performance drift, and safely scale digital capabilities.

For the video: 

https://youtu.be/95Ql6Fb6e6M


For the article:

https://drive.google.com/file/d/1ChF3O-pVgXha_YlT5g35a1CZSiQGHcrK/view

 

John Cachat

johncachat@ipe.services

www.ipe.services

 

 

Reference Material

Books on Amazon

https://www.amazon.com/stores/John-Cachat/author/B0G4NB66MD

LinkedIn Articles        

https://www.linkedin.com/in/johncachat/recent-activity/articles/

YouTube Videos

https://www.youtube.com/@ipeservices/videos

 

 


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