Hi! I'm Tim Tyler, and this is a video about Universal Agents.
I will also be covering the concepts of Universal Sensation,
Universal Action, Universal Computation and Universal
A brief history of universality
Long ago, John von-Neumann introduced the ideas of universal
computation and universal construction - in the context of
Universal computation turned out to be essentially equivalent to Turing
completeness. It became a very popular and important concept. Computation
universality eventually became widely shortened to universality, in cases
where there are enough context cues to understand the abbreviation.
By contrast universal construction suffered from problems. It wasn't
terribly obvious what it referred to in the case of irreversible automata, and
it turned out not to map neatly onto the concept of being able to support
self-reproducing creatures - as was illustrated by Chris Langford
with his self-reproducing loop.
Today, I will be continuing in the grand tradition initiated by von-Neumann.
However, I won't be working with cellular automata today. Instead we will be
looking at cybernetic systems.
I will be introducing several new universal concepts.
In digital cybernetics, there's the concept of an agent.
Agents repeatedly accept digital sensory inputs, and simultaneously
produce digital motor outputs at discrete time steps.
Note that in this type of cybernetics, things like battery life, resource and
storage limits, error detection and error correction are abstracted away and
Universal Sensation refers to the idea that agents can
potentially experience and endure any finite sequence of sensory input
symbols. They can enter states where aren't any specific sequences that cause
them to explode, shut down, turn their sensors off, unplug themselves - or
otherwise cease witnessing. The agents should be able to attend for unlimited
periods of time.
Universal Action refers to the idea that agents can issue arbitrary
finite sequences of motor outputs. There is no sequence of motor output
actions that they cannot perform. The agents can't bash their own brains in. They
can't turn themselves off, sabotage their motor outputs, or do anything that
might interfere with their motor outputs being generated. Maybe they can chop
their own actuators off - but there must still be some level at which their
motor outputs can still be detected.
Agents can also exhibit Universal Computation, which means what it
There's also the idea of Universal Memory - which is the ability to remember
any finite sequence of symbols.
Prerequisites / dependencies
Some of these concepts depend on other ones. The dependencies are as follows:
Universal Computation depends on Universal Memory;
Universal Action also depends on Universal Memory;
So, those are the basic definitions. Why might one be interested in these
Universal Action affects whether an agent can perform destructive
brain surgery on itself. Agents that can't do this tend to be immune from
certain theoretical problems that plague intelligent machines - such as
the wirehead problem.
Then there's the issue of whether agents can learn arbitrary action sequences
in response to arbitrary sense data - and so become Universal Agents.
The capabilities of Universal Computation, Universal
Memory, Universal Sensation and Universal Action
appear to be prerequisites for this type of Universal Learning.
I hope these concepts prove useful in thinking about the possibilities for