AI is shifting software from a world of measurement to a world of judgment. For decades, we built systems that optimized for consistency because it could be tested and measured. But AI produces qualitative outputs that cannot be fully asserted, forcing teams to reintroduce human evaluation and rethink testing itself.
Why does modern clothing feel like it has lost its beauty? For most of history, clothing united appearance and function, where what looked right was usually right. Garments had to provide warmth, protection, and durability, and their aesthetics carried real meaning because they were grounded in quality. As modern systems removed the need for clothing to prove itself through use, beauty detached from provision and became easier to manufacture, scale, and discard. What followed was a shift from quality to quantity, where appearance no longer reliably reflects reality.
Better AI agents don’t do more. They do one thing well, within a clear hierarchy of responsibility.
How truth depends on the subject coming before the object — meaning before measurement.
During the 2024 election, Minnesotans voted on a state constitutional amendment called the Minnesota Continue to Provide Lottery Revenue to Environment and Natural Resources Fund Amendment. Its purpose is to extend the dedication of at least 40 percent of state lottery proceeds to the Environment and Natural Resources Trust Fund through December 31, 2050. The … Continue reading Minnesota’s Environmental Amendment: Harming the System with Good Intentions
Every module within a complex system has to have a responsibility. In order to fulfill its responsibility, the module needs to have the freedom to fulfill it. These freedoms are scoped to what is needed to accomplish its responsibility.
Debt is a process of consuming resources (sacrifices) from a system that hinders the system from fulfilling its responsibilities. If not removed, the debt will lead to the destruction of the system.
Due to Adam and Eve eating the apple from the Tree of Knowledge of Good and Evil, we humans will forever inherit a sin. One aspect of this sin is that, through our good intentions, we inadvertently use oppression and subversion to solve problems or help others.
A sacrifice is when an entity converts and/or gives up time and energy for consumption in order to produce a new quality. This is fundamental to our reality and is happening everywhere around you and in you. This is why sacrifices were so important to our ancient ancestors and should still be important to us today.
Power is relative change within a complex system. There are two types of power: Influencing change through responsibilities or forcing change through the usurping of responsibilities. The first leads to new qualities while the other leads to destruction.
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