Ai-Adoption

A 29-year-old bright consultant walks in with a 180-day plan: AI automate these workflows, reorganize these roles. The head of internal systems (sitting on that presentation) hearing that isn’t thinking about the roadmap. He’s thinking: I still have to pay the mortgage in six months time. Call it augmentation, human-in-the-loop, operating-model redesign — the lady consultant title doesn’t matter. If your income depends on that role on that slide, uncertainty about the role is uncertainty about your life. ...

LLM can lead to the Second-System Effect The classic Second-System Effect. Concept was articulated by Fred Brooks in The Mythical Man-Month (1975): Fred Brooks: The second system a designer builds is the most dangerous. What it means First system → constrained, pragmatic, minimal. Second system → “now we know better” → feature accumulation → abstraction layers → generalization → complexity explosion. The image captures that perfectly: Left: pipeline, bounded, coherent. Right: graph-theory nightmare. LLMs are complex and resource-heavy. Should that be avoided from the start? Let’s analyze precisely. ...