Resolving AI to Become AGI

AGI is usually framed as a future machine that will solve humanity’s biggest problems. Climate, health, energy, logistics, discovery. Yet the more I think about it, the real gateway to AGI may well lie somewhere far more ordinary: helping us resolve our problems with each other.

Conflict-of-Interest Cause Conflicts, Maybe

I think the root of most micro-conflicts or minor spats start with a simple reality: everyone carries their own level of conflict-of-interest into every discussion, no exceptions. Not financial interests, but personal ones. Opinions, priorities, preferences and especially the ego’s instinctive drive to be right.

Competing Interests Vs Conflicts of Interest

I don't believe in 'healthy conflict". In my book, every workplace micro-conflict, conflict, or global conflict is unhealthy and needs to be resolved and dissipated as quickly as possible. Let’s tighten the wording while keeping our point sharp and neutral: Let’s get the lexicon clear...

SpatzAI Documents Your Spats

In-team workplace conflicts rarely explode out of nowhere. They build from small lapses in tone, timing, or behavior that go unaddressed until they harden into something larger. Most teams rely on goodwill or leaders to manage these moments, but so much time and effort can be taken up if managers need to intervene in every minor issue.

Fight, Flight, Freeze, Now We can Flag

Most of us were taught that when uncomfortable friction arises during a disagreement, we have only three responses to consider: Fight Push back using a tit-for-tat reaction. Flight Step away. Avoiding the moment, and sweeping it under the carpet. Freeze Get stuck. Go silent. Ignoring the situation and shutting down.

There’s a Fraction Too Much Friction

I was in a discussion on LinkedIn the other day about disagreement in conversation. The point he raised was that disagreement is a form of friction, and that some amount of friction is necessary for a healthy discussion. I think there is something slightly off in that framing.

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