Part I: The Origin of AIFC
24. The Human Capability Reserve
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A concrete real-world risk sharpened this idea.
Developers used AI to help implement code.
A simple function was completed quickly.
The next day, similar simple functions were not completed because the developer said AI tokens had run out.
This was a warning sign.
The company had not gained intelligence.
It had lost resilience.
This produced one of the strongest AIFC sentences:
If token outage stops simple routine work, the company has not gained intelligence. It has lost resilience.
The idea of Human Capability Reserve emerged.
A community must preserve enough human capability to:
- understand critical workflows,
- review AI output,
- continue during AI outage,
- onboard juniors,
- maintain craft,
- recover from vendor failure,
- operate in reduced-AI mode,
- prevent skill erosion.
One practical idea was:
Keep a defined portion of work, for example 10%, performed without AI across all task types.
This is similar to backup recovery testing.
A company tests whether it can recover from IT outage.
An AI-first company should test whether it can recover from AI outage.