What people mean by AGI
Everyone argues about whether AGI is close. Almost all of that argument is really an argument about what the letters mean.
In 60 seconds
What people mean by AGI
Everyone argues about whether AGI is close. Almost all of that argument is really an argument about what the letters mean.
- Brilliant inside its training distribution.
- Falls apart just outside it.
- Cannot pick its own goals.
- Does not learn from today's experience unless retrained.
- Chess engines, spam filters, image models, and yes — today's LLMs.
- Learns a genuinely new skill from few examples.
- Transfers what it knows to unfamiliar problems.
- Sets its own sub-goals to reach a big one.
- Improves from its own experience, continuously.
- Handles the messy real world without a handler.
Six definitions people actually use
| Definition | What it demands | Trouble with it |
|---|---|---|
| Human-level at most jobs | Match a competent adult across the board | "Most jobs" is doing enormous unstated work |
| Passes as human in conversation | The Turing test | Arguably passed, and it clearly was not the finish line |
| Economically valuable work | Do what people are paid to do | Depends on the economy, not the mind |
| Learns anything a human can | Full generality of learning | No way to test it exhaustively |
| Self-improving | Can make itself better | A capability claim, not an intelligence one |
| Conscious and self-aware | Inner experience | We cannot test this even in each other |
A more useful question
- 1
What can it do that it could not do last year?
Measurable. Track capability, not labels. This is the question that predicts your next twelve months. - 2
What can it do without a human checking?
This is the safety-relevant one, and it is the whole of Track B. Autonomy, not intelligence, is what creates consequences. - 3
Where does it still fail, and does the failure pattern change?
Failures shrinking steadily is a very different world from failures shrinking then plateauing.
Two words you will hear alongside it
- ASI — artificial superintelligence. Better than the best humans at essentially everything. A step beyond AGI, and the subject of most of the scary conversations.
- Transformative AI — a deliberately capability-free term meaning "AI that changes society as much as the industrial revolution did." It sidesteps the definition fight by asking about effect instead of nature.
Watch and read more
Lab
A definition of AGI you can actually defend.
The problem
You are done when
Hard questions
Try to answer before you reveal. If you can answer these, you understood the lesson.
Q1Someone claims their system is AGI because it passes a broad benchmark suite. Give the strongest counterargument that is not 'benchmarks are contaminated'.Reveal
Questions people ask
Are current LLMs AGI?
Under most definitions, no. They are startlingly broad — they handle a huge range of text tasks — but they do not learn continuously, they lack reliable grounding in the physical world, and their failure modes are unlike human failure modes. Under weak definitions, some people say yes. That disagreement is about vocabulary more than about facts.
Why do experts disagree so wildly on timing?
Different definitions, different weight on current trends continuing, and honestly, different temperaments. Someone who thinks the missing pieces are engineering says a decade; someone who thinks they are unsolved science says many decades or never.
Is AGI inevitable?
Nothing is. It requires continued investment, energy, research breakthroughs and a society that keeps choosing to build it. Any of those can change.
Would AGI be conscious?
Unknown, and possibly unanswerable. Intelligence and consciousness may be entirely separate things. A system could plan brilliantly with nothing it is like to be it — or not. We have no test.
Lesson test
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