Exploring the Relationship Between the Psychological and Thermodynamic Arrows of Time

undefined
 
 
On the relation
between the
psychological and
thermodynamic
arrows of time
Todd A. Brun and
Leonard Mlodinow
 
 
Time Flies Like An Arrow...
(...fruit flies, by contrast, like a banana...)
One of the most obvious observations about the world is that
there is something called Time, and that this something is
constantly moving; or perhaps, everything in the world is
constantly moving through time.  Time is separated into two
very different regions:  the Past, and the Future, divided by an
infinitesimal moment of Now.  Moreover, this motion through
Time only proceeds in one direction—from the Past to the
Future—and never the other way around.
Indeed, this observation is so obvious that for almost all of
history it was never even questioned.
 
 
Newtonian Time
This began to change when “motion through time”—that is,
dynamics—began to be formulated mathematically.  Isaac
Newton described the behavior of particles by laws of motion
(what we would now call differential equations).  These
motions were determined by the state of the particles (their
positions and velocities) and the forces between them (the
laws of motion).  Time is a global parameter 
t
 that constantly
advances, at a uniform rate, throughout the universe.
Evolution from Newton’s laws is deterministic, and complete
knowledge of particle positions and velocities at any time
determines their motion at all times.
 
 
“We may regard the present state of the universe as
the effect of its past and the cause of its future.
An intellect which at a certain moment would
know all forces that set nature in motion, and all
positions of all items of which nature is composed,
if this intellect were also vast enough to submit
these data to analysis, it would embrace in a
single formula the movements of the greatest
bodies of the universe and those of the tiniest
atom; for such an intellect nothing would be
uncertain and the future just like the past would
be present before its eyes.”
--Pierre-Simon Laplace, 
A Philosophical Essay on Probabilities
Laplace
 
 
This picture seems to put time on a more rigorous footing.  But it
opens two very puzzling questions.
1.
The mathematical description of time evolution doesn’t single
out a moment of ‘Now’: all times are on an equal footing.
2.
Newton’s laws are 
reversible
:  if we make a movie of two
particles interacting by Newtonian forces, and run the movie
backwards, both evolutions obey the laws of motion.  Nothing
in the laws of motion distinguishes past from future.
But in our experience this is not the case.  Eggs break when we
drop them, but they rarely fly together again.  Moreover, we
have a strong perception that the past is fixed but the future is
not.  How can we reconcile this with reversible laws?
 
 
Thermodynamics and the arrow of time
During the 19
th
 century the answer to
some of these questions was
discovered.  In studying the
properties of heat, scientists were
forced to postulate a mysterious
quantity called 
entropy
, which is
constantly increasing.  Indeed, this
constant increase is the second law
of thermodynamics.  The symmetry
between future and past is broken.
The direction of increasing entropy is the 
thermodynamic
arrow of time
.
Rudolf Clausius
 
 
Boltzmann realized that entropy
was, in a sense, a measure of
the disorder of a system.  As
time evolves, systems tend to
evolve from more orderly
arrangements to less orderly
arrangements.  In a state of
maximum entropy, a system is
as disorderly as possible.  (Like
my office.)
Ludwig Boltzmann
 
 
Probabilities
Boltzmann realized that the second law of thermodynamics was
essentially just a consequence of probability theory.  There are
many more disorderly arrangements than orderly ones.
Therefore, almost all orderly arrangements will tend to evolve
into less orderly ones.  There are a few arrangements that will
become more orderly, but they are much less likely.
The power of this insight is that it does not require any ability to
track the motions of the untold numbers of particles making
up macroscopic systems.  Moreover, it reconciles the
irreversible evolution of thermodynamics with the reversible
evolution of Newton’s laws of motion.
 
 
There is a hitch in this argument.  Suppose we are now in a highly
orderly state.  Then we expect to evolve to a more disordered
state as time goes forward.  But if we run Newton’s laws
backwards, we will almost certainly 
also
 evolve to more
disordered state!
Sean Carroll, “From Eternity to Here”
 
 
In other words—reasoning purely by probability—an orderly state
is much more likely to have evolved as a spontaneous
fluctuation from a less-orderly state than to have evolved from
a more orderly state.  This, also, does not agree with our
experience, where disorder constantly increases.  To avoid this
paradox, we must assume that our universe 
started
 in a very
orderly state, and this leads to the universal arrow of time.
The initial state of the universe is one of the biggest problems in
the field of cosmology.
 
 
Coarse-graining
This puzzle is closely related to the idea of 
coarse-graining
.  In
describing a complex, many-body system, like a volume of gas,
we do not try to describe the positions and velocities of every
molecule.  Rather, we use collective quantities:  density,
pressure, temperature, momentum density.  This description
throws away most of the information about the gas, but the
coarse-grained description is self-contained.
This fails if we run the film backwards.  Almost all microscopic
states corresponding to a given coarse-grained state will
increase in entropy in 
either
 direction of time.  So clearly the
microstates of our world are 
not
 generic.
The independence of the coarse-grained description corresponds
to invariance under small perturbations.  We’ll use this later.
 
 
The psychological arrow of time
What about the idea of “Now?”  Why do we feel as though we are
moving through time from the past to the future?  Why are our
perceptions of the past—fixed and immutable—so different
from our perceptions of the future—unknown and in constant
flux?  This perception is the 
psychological arrow of time
.
The answer to this question seems to boil down to a simple
asymmetry:  we remember the past, but we 
don’t
 remember
the future.  At each time 
t
, we have memories of events prior
to 
t
, but no memories of future events.
This leads to a new puzzle.  Why does the psychological arrow of
time line up with the thermodynamic arrow?
 
 
Thanks for the memories
Our intuition may suggest that this question is nonsense.  Of
course we remember the past and not the future.  That’s what
“remember” means.  But the remarks of Laplace show that this
is not quite so straightforward.  Given enough knowledge of
the world at the present time, we can know its state at any
time.  So why shouldn’t we be able to remember the future?
The answer seems to be that “enough knowledge” is far more
knowledge than any person could conceivably have; and even
given the knowledge, the ability to solve the equations of
motion is far beyond any conceivable reason.  Even in a
deterministic universe (which ours is not, in reality), chaos will
quickly render any prediction inaccurate.
 
 
In fact, the entire discipline of thermodynamics reflects this
inability.  Rather than trying to track the myriad degrees of
freedom of the world, we construct an effective, highly coarse-
grained description, and treat the unknown microscopic state
of the system probabilistically.
Given these difficulties, it is kind of remarkable that we can even
remember the past, let alone the future.
So, what does it mean for a physical system to act as a memory?
And why does the psychological arrow always line up with the
thermodynamic arrow?
 
 
Irreversible memories
A natural conjecture is that the asymmetry of memories follows
from the thermodynamic arrow of time itself.  This is exactly
what we expect if memories are irreversible systems.
What does a memory do?  Here is a description (Wolpert 1992):
1.
The memory begins in an initial “blank” state.
2.
The memory physically interacts (directly or indirectly) with
the system to be recorded.  The state of the memory is
changed by this interaction, and is correlated with the system.
3.
At a later time, the record can be retrieved by observing the
memory and extracting from its state information about the
system at the earlier time.
 
 
Landauer’s principle
So, what in this description requires a memory to irreversible?
The answer is step 1:  initializing the memory must be an
irreversible process.  This is due to a physical effect called
Landauer’s principle.
Landauer’s principle states that processing information can, in
principle, be done reversibly, so long as no information is lost;
but 
erasure
 of information must inevitably produce an increase
in entropy.  In other words, logical irreversibility implies
physical irreversibility.
Erasing one bit of information consumes energy 
E
 = 
k
B
T 
ln(2).
 
 
Initializing a memory—preparing the “blank” state—is clearly an
irreversible process, because whatever state the memory had
beforehand is erased.  (The interactions with the system could
also
 be dissipative, but they need not be.)
Most familiar systems that can serve as memories certainly do
operate irreversibly, so this assumption seems natural enough.
But is it really necessary?
 
 
A reversible paradigm
Consider the system below.  Particles can pass through the gap
between the two chambers.  If one chamber starts with
significantly more particles than the other, this system will
exhibit a thermodynamic arrow of time.
The rotor revolves one slot each time a particle passes
through.  This rotation can be made to act reversibly.
 
 
This rotor can serve at time 
t
f
 as a memory of the (net) number of
particles to pass from left to right since time 
t
1
:
 
where 
r
(
t
) is the position of the rotor, 
M
 is the number of slots,
and 
r
ref
 = 
r
(
t
1
).  So the rotor operates reversibly, and it does
not require an irreversible preparation—only knowledge of its
state at the initial time.
But here is a more remarkable possibility:  can the rotor serve as
a memory at time 
t
1
 of the net number of particles that 
will
cross by time 
t
f
?  Can it be a memory of the future?
 
 
What is a memory?
In practice, we cannot use the rotor as a memory of the future in
this way, because we do not know the value of 
r
ref
’ = 
r(t
f
)
ahead of time.  But as Laplace pointed out, in principle that
value is determined ahead of time.  Why can we not think of
the rotor as recording, not the number of crosses that 
have
happened, but the number of crosses that 
will
 happen?
This interpretation seems to violate our notion of what a memory
is.  We would be treating the rotor as encoding information
about the particles before it ever interacted with them.  Are
there reasonable requirements on the definition of a memory
that would rule out such an interpretation?
 
 
Requirements of a memory
The state of the memory and of the system (i.e., the rest of the
world) are determined by their states (
s
0
,
r
0
) at some reference
time 
T
.  (But 
T
 need not be an 
initial
 time.)
We proposed the following properties for a physical system to be
considered a memory (or record) of another system:
1.
We can define two functions 
f
R
(
r
(
t
)) (the 
read-out function
) on
the memory system and 
f
S
({
s
(
t
)},
t
1
t
t
2
) (the 
coarse-
graining function
) on the system to be recorded.
2.
At some time 
t
read
 we have 
f
R
(
r
(
t
read
))=
f
S
({
s
(
t
)},
t
1
t
t
2
) .
 
 
3.
Consider solving the equations of motion for the system and
memory starting from a 
different
 reference state 
s
0
.  Then
there is some nontrivial set of such states for which condition
2 is still satisfied.  The functions 
f
R
(
r
(
t
)) and 
f
S
({
s
(
t
)},
t
1
t
t
2
)
are also not constant over this set.  We call this condition
Generality
.
4.
Both the read-out and coarse-graining functions are robust
against small changes to (
s
0
,
r
0
) at the reference time 
T
.  This
condition is 
Thermodynamic Robustness
.
We argue that these requirements rule out the possibility of a
memory of the future for systems with a well-defined
thermodynamic arrow of time.
 
 
Back to the future?
Consider our paradigmatic system again.  There are two ways
that it could be interpreted as a memory of the future.  First,
we could have 
T
 be an initial condition, and have our read-out
function depend on the position of the rotor at the final time 
t
f
.
This type of interpretation violates generality.  The read-out
function has to be “fine tuned” to the particular state of the
system being recorded.  If the system were not in the right
state, the memory would be wrong.
(This is like a stopped clock being right twice per day—if you look
at it at the right time, it can seem surprisingly accurate.)
 
 
The other possibility is that the reference time 
T
 could be a future
condition, rather than an initial condition.  (This would be a
strange-looking description, but it’s logically possible.)  In this
case, the state of a memory at a given time could easily be
correlated with the state of a system at a later time.
However!  Remember that almost all low-entropy states will
increase in disorder in 
both
 time directions.  The state of the
memory would have to be very carefully fine-tuned to avoid
disrupting the thermodynamic arrow of time.  So in this case,
the memory lacks thermodynamic robustness.
 
 
The curious thing is that this conclusion does not require the
memory itself to be irreversible.  But to embed such a memory
into a universe with a thermodynamic arrow of time, without
either disrupting this arrow or violating our sense of what it
means to be a memory, the memory system can only record
the past, not the future.
 
 
What are memories?
This definition of a memory are quite broad, and include many
systems that (in principle) record information, although (in
practice) we may be unable to retrieve it.  This would include,
e.g., waves emitted by falling stones and tracks left by decay
products in mica, as well as human brains, computer
memories, written notes, and other such familiar systems.
We call these in-principle-retrievable memories 
generalized
records
.  In fact, most of the events on earth have left no
lasting record here.  Charles Bennett of IBM estimates that the
overwhelming majority of data about past events on earth
have escaped with the soft infrared emissions from the planet.
Only rare events have left a more enduring record.
 
 
Memory vs. anticipation
It is still possible for one physical system to be correlated with
the future state of another.  We can think of these as
predictions
 or 
anticipations
 of future events.  However, such
correlations behave quite differently from memories.  For one
thing, such correlations tend to fall off extremely rapidly.  Our
ability to accurately predict is extraordinarily limited.
Records of the past, however—while in general very incomplete—
can endure for very long times with little degradation.  We
have detailed knowledge of certain human events from
thousands of years ago, and fossils from billions of years ago.
 
 
Now...and now...and now...
So, in a sense, the feeling of moving through time is an illusion.
At any given time, we remember the events that have gone
before, and can only guess at the events that are to come.
And what is more, we remember our past selves, and their
ignorance of the events that have since come to pass.
But at any time, we will always have the sense of Now:  a unique
moment, on the cusp of the past, and poised on the brink of
tomorrow.  We will never visit this moment again.  So I hope it
was a good one.
THANK YOU FOR YOUR ATTENTION!
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Time, as a fundamental concept, exhibits a unidirectional flow from past to future, captured in both psychological and thermodynamic contexts. This article delves into the intriguing interplay between Newtonian dynamics and our intuitive perception of time's arrow, highlighting the challenges in reconciling reversible laws with irreversible experiences.

  • Time
  • Psychology
  • Thermodynamics
  • Newtonian Dynamics
  • Arrow of Time

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  1. On the relation between the psychological and thermodynamic arrows of time Todd A. Brun and Leonard Mlodinow

  2. Time Flies Like An Arrow... (...fruit flies, by contrast, like a banana...) One of the most obvious observations about the world is that there is something called Time, and that this something is constantly moving; or perhaps, everything in the world is constantly moving through time. Time is separated into two very different regions: the Past, and the Future, divided by an infinitesimal moment of Now. Moreover, this motion through Time only proceeds in one direction from the Past to the Future and never the other way around. Indeed, this observation is so obvious that for almost all of history it was never even questioned.

  3. Newtonian Time This began to change when motion through time that is, dynamics began to be formulated mathematically. Isaac Newton described the behavior of particles by laws of motion (what we would now call differential equations). These motions were determined by the state of the particles (their positions and velocities) and the forces between them (the laws of motion). Time is a global parameter t that constantly advances, at a uniform rate, throughout the universe. Evolution from Newton s laws is deterministic, and complete knowledge of particle positions and velocities at any time determines their motion at all times.

  4. We may regard the present state of the universe as the effect of its past and the cause of its future. An intellect which at a certain moment would know all forces that set nature in motion, and all positions of all items of which nature is composed, if this intellect were also vast enough to submit these data to analysis, it would embrace in a single formula the movements of the greatest bodies of the universe and those of the tiniest atom; for such an intellect nothing would be uncertain and the future just like the past would be present before its eyes. Laplace --Pierre-Simon Laplace, A Philosophical Essay on Probabilities

  5. This picture seems to put time on a more rigorous footing. But it opens two very puzzling questions. 1. The mathematical description of time evolution doesn t single out a moment of Now : all times are on an equal footing. 2. Newton s laws are reversible: if we make a movie of two particles interacting by Newtonian forces, and run the movie backwards, both evolutions obey the laws of motion. Nothing in the laws of motion distinguishes past from future. But in our experience this is not the case. Eggs break when we drop them, but they rarely fly together again. Moreover, we have a strong perception that the past is fixed but the future is not. How can we reconcile this with reversible laws?

  6. Thermodynamics and the arrow of time During the 19th century the answer to some of these questions was discovered. In studying the properties of heat, scientists were forced to postulate a mysterious quantity called entropy, which is constantly increasing. Indeed, this constant increase is the second law of thermodynamics. The symmetry between future and past is broken. Rudolf Clausius The direction of increasing entropy is the thermodynamic arrow of time.

  7. Boltzmann realized that entropy was, in a sense, a measure of the disorder of a system. As time evolves, systems tend to evolve from more orderly arrangements to less orderly arrangements. In a state of maximum entropy, a system is as disorderly as possible. (Like my office.) Ludwig Boltzmann

  8. Probabilities Boltzmann realized that the second law of thermodynamics was essentially just a consequence of probability theory. There are many more disorderly arrangements than orderly ones. Therefore, almost all orderly arrangements will tend to evolve into less orderly ones. There are a few arrangements that will become more orderly, but they are much less likely. The power of this insight is that it does not require any ability to track the motions of the untold numbers of particles making up macroscopic systems. Moreover, it reconciles the irreversible evolution of thermodynamics with the reversible evolution of Newton s laws of motion.

  9. There is a hitch in this argument. Suppose we are now in a highly orderly state. Then we expect to evolve to a more disordered state as time goes forward. But if we run Newton s laws backwards, we will almost certainly also evolve to more disordered state! Sean Carroll, From Eternity to Here

  10. In other wordsreasoning purely by probabilityan orderly state is much more likely to have evolved as a spontaneous fluctuation from a less-orderly state than to have evolved from a more orderly state. This, also, does not agree with our experience, where disorder constantly increases. To avoid this paradox, we must assume that our universe started in a very orderly state, and this leads to the universal arrow of time. The initial state of the universe is one of the biggest problems in the field of cosmology.

  11. Coarse-graining This puzzle is closely related to the idea of coarse-graining. In describing a complex, many-body system, like a volume of gas, we do not try to describe the positions and velocities of every molecule. Rather, we use collective quantities: density, pressure, temperature, momentum density. This description throws away most of the information about the gas, but the coarse-grained description is self-contained. This fails if we run the film backwards. Almost all microscopic states corresponding to a given coarse-grained state will increase in entropy in either direction of time. So clearly the microstates of our world are not generic. The independence of the coarse-grained description corresponds to invariance under small perturbations. We ll use this later.

  12. The psychological arrow of time What about the idea of Now? Why do we feel as though we are moving through time from the past to the future? Why are our perceptions of the past fixed and immutable so different from our perceptions of the future unknown and in constant flux? This perception is the psychological arrow of time. The answer to this question seems to boil down to a simple asymmetry: we remember the past, but we don t remember the future. At each time t, we have memories of events prior to t, but no memories of future events. This leads to a new puzzle. Why does the psychological arrow of time line up with the thermodynamic arrow?

  13. Thanks for the memories Our intuition may suggest that this question is nonsense. Of course we remember the past and not the future. That s what remember means. But the remarks of Laplace show that this is not quite so straightforward. Given enough knowledge of the world at the present time, we can know its state at any time. So why shouldn t we be able to remember the future? The answer seems to be that enough knowledge is far more knowledge than any person could conceivably have; and even given the knowledge, the ability to solve the equations of motion is far beyond any conceivable reason. Even in a deterministic universe (which ours is not, in reality), chaos will quickly render any prediction inaccurate.

  14. In fact, the entire discipline of thermodynamics reflects this inability. Rather than trying to track the myriad degrees of freedom of the world, we construct an effective, highly coarse- grained description, and treat the unknown microscopic state of the system probabilistically. Given these difficulties, it is kind of remarkable that we can even remember the past, let alone the future. So, what does it mean for a physical system to act as a memory? And why does the psychological arrow always line up with the thermodynamic arrow?

  15. Irreversible memories A natural conjecture is that the asymmetry of memories follows from the thermodynamic arrow of time itself. This is exactly what we expect if memories are irreversible systems. What does a memory do? Here is a description (Wolpert 1992): 1. The memory begins in an initial blank state. 2. The memory physically interacts (directly or indirectly) with the system to be recorded. The state of the memory is changed by this interaction, and is correlated with the system. 3. At a later time, the record can be retrieved by observing the memory and extracting from its state information about the system at the earlier time.

  16. Landauers principle So, what in this description requires a memory to irreversible? The answer is step 1: initializing the memory must be an irreversible process. This is due to a physical effect called Landauer s principle. Landauer s principle states that processing information can, in principle, be done reversibly, so long as no information is lost; but erasure of information must inevitably produce an increase in entropy. In other words, logical irreversibility implies physical irreversibility. Erasing one bit of information consumes energy E = kBT ln(2).

  17. Initializing a memorypreparing the blank stateis clearly an irreversible process, because whatever state the memory had beforehand is erased. (The interactions with the system could also be dissipative, but they need not be.) Most familiar systems that can serve as memories certainly do operate irreversibly, so this assumption seems natural enough. But is it really necessary?

  18. A reversible paradigm Consider the system below. Particles can pass through the gap between the two chambers. If one chamber starts with significantly more particles than the other, this system will exhibit a thermodynamic arrow of time. The rotor revolves one slot each time a particle passes through. This rotation can be made to act reversibly.

  19. This rotor can serve at time tf as a memory of the (net) number of particles to pass from left to right since time t1: where r(t) is the position of the rotor, M is the number of slots, and rref = r(t1). So the rotor operates reversibly, and it does not require an irreversible preparation only knowledge of its state at the initial time. But here is a more remarkable possibility: can the rotor serve as a memory at time t1 of the net number of particles that will cross by time tf? Can it be a memory of the future?

  20. What is a memory? In practice, we cannot use the rotor as a memory of the future in this way, because we do not know the value of rref = r(tf) ahead of time. But as Laplace pointed out, in principle that value is determined ahead of time. Why can we not think of the rotor as recording, not the number of crosses that have happened, but the number of crosses that will happen? This interpretation seems to violate our notion of what a memory is. We would be treating the rotor as encoding information about the particles before it ever interacted with them. Are there reasonable requirements on the definition of a memory that would rule out such an interpretation?

  21. Requirements of a memory The state of the memory and of the system (i.e., the rest of the world) are determined by their states (s0,r0) at some reference time T. (But T need not be an initial time.) We proposed the following properties for a physical system to be considered a memory (or record) of another system: 1. We can define two functions fR(r(t)) (the read-out function) on the memory system and fS({s(t)},t1 t t2) (the coarse- graining function) on the system to be recorded. 2. At some time tread we have fR(r(tread))=fS({s(t)},t1 t t2) .

  22. 3. Consider solving the equations of motion for the system and memory starting from a different reference state s0. Then there is some nontrivial set of such states for which condition 2 is still satisfied. The functions fR(r(t)) and fS({s(t)},t1 t t2) are also not constant over this set. We call this condition Generality. 4. Both the read-out and coarse-graining functions are robust against small changes to (s0,r0) at the reference time T. This condition is Thermodynamic Robustness. We argue that these requirements rule out the possibility of a memory of the future for systems with a well-defined thermodynamic arrow of time.

  23. Back to the future? Consider our paradigmatic system again. There are two ways that it could be interpreted as a memory of the future. First, we could have T be an initial condition, and have our read-out function depend on the position of the rotor at the final time tf. This type of interpretation violates generality. The read-out function has to be fine tuned to the particular state of the system being recorded. If the system were not in the right state, the memory would be wrong. (This is like a stopped clock being right twice per day if you look at it at the right time, it can seem surprisingly accurate.)

  24. The other possibility is that the reference time T could be a future condition, rather than an initial condition. (This would be a strange-looking description, but it s logically possible.) In this case, the state of a memory at a given time could easily be correlated with the state of a system at a later time. However! Remember that almost all low-entropy states will increase in disorder in both time directions. The state of the memory would have to be very carefully fine-tuned to avoid disrupting the thermodynamic arrow of time. So in this case, the memory lacks thermodynamic robustness.

  25. The curious thing is that this conclusion does not require the memory itself to be irreversible. But to embed such a memory into a universe with a thermodynamic arrow of time, without either disrupting this arrow or violating our sense of what it means to be a memory, the memory system can only record the past, not the future.

  26. What are memories? This definition of a memory are quite broad, and include many systems that (in principle) record information, although (in practice) we may be unable to retrieve it. This would include, e.g., waves emitted by falling stones and tracks left by decay products in mica, as well as human brains, computer memories, written notes, and other such familiar systems. We call these in-principle-retrievable memories generalized records. In fact, most of the events on earth have left no lasting record here. Charles Bennett of IBM estimates that the overwhelming majority of data about past events on earth have escaped with the soft infrared emissions from the planet. Only rare events have left a more enduring record.

  27. Memory vs. anticipation It is still possible for one physical system to be correlated with the future state of another. We can think of these as predictions or anticipations of future events. However, such correlations behave quite differently from memories. For one thing, such correlations tend to fall off extremely rapidly. Our ability to accurately predict is extraordinarily limited. Records of the past, however while in general very incomplete can endure for very long times with little degradation. We have detailed knowledge of certain human events from thousands of years ago, and fossils from billions of years ago.

  28. Now...and now...and now... So, in a sense, the feeling of moving through time is an illusion. At any given time, we remember the events that have gone before, and can only guess at the events that are to come. And what is more, we remember our past selves, and their ignorance of the events that have since come to pass. But at any time, we will always have the sense of Now: a unique moment, on the cusp of the past, and poised on the brink of tomorrow. We will never visit this moment again. So I hope it was a good one. THANK YOU FOR YOUR ATTENTION!

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