Tagged articles

AI decision-making

3 articles · Page 1 of 1

AI Large-Model Wave and Transformation Guide

Sep 9, 2026 · Artificial Intelligence

Why LLMs Fail at Critical Decisions: Ontologies Provide the Missing World Model

The author details how LLMs failed in underwater battlefield simulations despite trying prompts, agents, RAG, and knowledge graphs, and explains why ontologies — formal, reasoning-capable world models — are essential for trustworthy AI decisions, illustrating with a concrete case and a six-step ontology engineering process.

AI decision-makingLLM limitationsOntoL

0 likes · 12 min read

Why LLMs Fail at Critical Decisions: Ontologies Provide the Missing World Model

Smart Workplace Lab

Jun 6, 2026 · Operations

When Executives Blindly Approve AI Plans, How Black‑Box Decision Penetration Reveals Strategic Pitfalls

The article explains why unquestioned AI‑generated growth models can hide critical risks, introduces a black‑box decision‑penetration framework that forces counter‑factual pressure testing, and provides concrete prompts, checklists, and routing rules that cut trial‑and‑error costs by up to 75% while improving decision certainty.

AI decision-makingcounterfactual analysisdecision governance

0 likes · 6 min read

When Executives Blindly Approve AI Plans, How Black‑Box Decision Penetration Reveals Strategic Pitfalls

Smart Workplace Lab

May 30, 2026 · Artificial Intelligence

Why Too Many AI “Perfect” Options Paralyze Decisions—and a 3‑Step Constraint Framework to Fix It

The article explains how an overload of AI‑generated options overwhelms human working memory, then presents a three‑step framework—hard‑constraint prompts, decision‑protection checklist, and overdue‑circuit‑breaker routing—that narrows choices, speeds decisions from days to hours, and improves execution certainty.

AI decision-makingDecision AutomationLLM

0 likes · 6 min read

Why Too Many AI “Perfect” Options Paralyze Decisions—and a 3‑Step Constraint Framework to Fix It