Category Archives: Decision Making

Smart orgs don’t chase models.They build decision systems.

Posted on July 10, 2025 by decisionmanagementcommunity

This is a quote from Adam DeJans Jr. It is right to the point and should be shown completely: “Most AI systems can tell you what happened. Very few can tell you why. And almost none can tell you what … Continue reading →

Posted in Artificial Intelligence, Decision Intelligence, Decision Making | Leave a comment

Decision-Making Under Uncertainty

Posted on July 6, 2025 by decisionmanagementcommunity

Uncertainty is the environment in which our decision models frequently operate. What drives real decisions under real uncertainty? Adam DeJans Jr. unpacks why most “optimization” efforts fail under real-world uncertainty in the 5-part mini-series: Optimization under uncertainty needs to be … Continue reading →

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“Decision-making is not prediction. It is structure.”

Posted on June 12, 2025 by decisionmanagementcommunity

Adam DeJans Jr. posted on LinkedIn: We have never had more data, more compute, or more machine learning. But most systems still fail to make good decisions. Why? Most “AI” systems today forecast something and hand it off to a … Continue reading →

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AI Yes-Men

Posted on June 3, 2025 by decisionmanagementcommunity

Pieter van Schalkwyk posted on LinkedIn “When AI Agents Tell You What You Want to Hear: The Sycophancy Problem“. In particular, he says: “Modern AI models learn to maximize user satisfaction metrics. This training creates a fundamental bias toward telling … Continue reading →

Posted in Artificial Intelligence, Decision Making, Human-Machine Interaction | Leave a comment

Explaining Solutions of Combinatorial Optimization

Posted on April 30, 2025 by decisionmanagementcommunity

DecisionBrain is actively investigating the topic of explaining Combinatorial Optimization results. Drawing from principles in both Social Sciences and Artificial Intelligence, they highlighted two key types of explanations, contrastive and counterfactual explanations, and discussed their relevance in decision-support systems. Link

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“Expert Systems Will Lead the Next Chapter of AI”

Posted on April 18, 2025 by decisionmanagementcommunity

Clive Spenser pointed to a very interesting Oct-2024 article by Martin Milani that makes the case for coupling deep learning with expert systems. “In the next generation of AI, advanced expert systems will serve as the core “intelligence,” acting as … Continue reading →

Posted in Artificial Intelligence, Business Logic, Decision Making, Expert Systems, Human-Machine Interaction, Machine Learning | Leave a comment

Decision-making under uncertainty

Posted on March 2, 2025 by decisionmanagementcommunity

Meinolf Sellman: “The key to efficiency and smooth, low-cost, and low-surprise operations is to make better decisions. And that has always been the objective of AI. Not the silly chatbot AI that you see being hyped. Not the expensive AI … Continue reading →

Posted in Decision Making, Decision Optimization, Optimization, Uncertainty | Leave a comment

Combining AI and OR/MS for Better Trustworthy Decision Making

Posted on January 3, 2025 by decisionmanagementcommunity

An interesting event “Bridge: AI+ORMS” will occur on February 25-26, 2025 as a part of the 39th Annual AAAI Conference on Artificial Intelligence in Philadelphia USA. “The goal of this bridge program is to unite AI and OR/MS practitioners and … Continue reading →

Posted in Artificial Intelligence, Constraint Programming, Decision Making, Optimization | 1 Comment

Agentic AI for Decision-Making

Posted on December 31, 2024 by decisionmanagementcommunity

“To build truly impactful AI, we must embrace Augmented Intelligence—keeping the Human in the Loop to ensure explainability, trust, and accountability.One critical step: creating intermediate, human-consumable artifacts (think: models) that can be validated and verified. These are essential milestones on … Continue reading →

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Peter Voss: “AI has lost its way”

Posted on September 26, 2024 by decisionmanagementcommunity

A few days ago at DecisionCAMP-2024 Peter Voss presented “The Third Wave of AI: From rules, to statistics, to cognition” explaining why LLMs are not on the path towards Cognitive AI [AGI]. Today Peter published even a stronger article titled … Continue reading →

Posted in Artificial Intelligence, Decision Intelligence, Decision Making, Knowledge Representation, Reasoning | Leave a comment