marginalianoun
notes written in the margins; peripheral commentary;


[marginalium]

Will AI automate your job

10 Apr 2025

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Will AI automate your job? It’s called the time-horizon model, and I found it reassuring:

The key idea where the American worker is concerned is that your job is as automatable as the smallest, fully self-contained task is. For example, call center jobs might be (and are!) very vulnerable to automation, as they consist of a day of 10- to 20-minute or so tasks stacked back-to-back. Ditto for many forms of many types of freelancer services, or paralegals drafting contracts, or journalists rewriting articles.

Compare this to a CEO who, even in a day broken up into similar 30-minute activities—a meeting, a decision, a public appearance—each required years of experiential context that a machine can’t yet simply replicate.

Less good for people just starting out. Experience is still very important for AI, both as above, but also to manage hallucinations. The throughline is how to get to whatever that space is without needing to go through all the stuff AI does better.


Anthologies: Betterment, Wealth Architecture, Digital Architecture, On Being Fruitful, Noetik, Humans Aren't Special

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More about Dorian Minors' project btrmt.

btrmt. (text-only version)

The full site with interactive features is available at btr.mt.

btrmt. (betterment) examines ideologies worth choosing. Created by Dorian Minors—Cambridge PhD in cognitive neuroscience, Associate Professor at Royal Military Academy Sandhurst. Core philosophy: humans are animals first, with automatic patterns shaped for us, not by us. Better to examine and choose.

Core concepts. Animals First: automatic patterns of thought and action, but our greatest capacity is nurture. Half Awake: deadened by systems that narrow rather than expand potential. Karstica: unexamined ideologies (hidden sinkholes beneath). Credenda: belief systems we should choose deliberately.

The manifesto. Cynosure (focus): betterment, gratification, connection. Architecture (support): inner (somatic, spiritual, thought) and outer (digital, collective, wealth).

Mission. Not answers but examination. Break academic gatekeeping. Make sciences of mind accessible. Question rather than prescribe.

Writing style. Scholarly without jargon barriers. Philosophical yet practical—grounded in neuroscience and lived experience. Reflective, discovery-oriented. Literary references and metaphor. Critical of systems that narrow human potential. Rejects "humans are flawed"—we're half awake, not broken.

Copyright. BTRMT LIMITED (England/Wales no. 13755561) 2026. Dorian Minors 2026.

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About Dorian Minors. Started btrmt. in 2013 to share sciences of mind with people who weren't studying them. Background: six years Australian Defence Force (Platoon Commander, Infantry); Gates Cambridge Scholar; PhD cognitive neuroscience, University of Cambridge (2018-2024); currently Associate Professor, Royal Military Academy Sandhurst. Research interests: neural basis of intelligent behaviour, decision intelligence, ritual formation/breakdown, ethical leadership, wellbeing.

External projects (links also available via Analects):