►
From YouTube: GItHub Presente con Pamela Bustamante y Manuel Zapata
Description
Hola Comunidad!
Esperamos que todos estén bien.
Este mes estamos muy contentos de recibir 2 excelentes ponentes que nos traerán 2 charlas muy interesantes como de costumbre.
Primer ponente:
Manuel Zapata, https://twitter.com/ManuelZapata
Arquitecto de Software
Manuel es un arquitecto de software motivado por apoyar a las organizaciones y personas a crear y diseñar software altamente mantenible y escalable. Tiene más de 13 años de experiencia en la industria, tanto a nivel nacional como internacional. Durante esos años, el enfoque ha sido arquitectura de software junto con el desarrollo de software en .NET y tecnologías web.
Manuel, Es un desarrollador apasionado por la arquitectura de software y la creación de contenido y en esta ocasión nos trae una charla titulada "Tendencias de arquitectura y desarrollo de software en 2022"
Segunda Ponente:
Pamela Bustamante, https://twitter.com/pambusf
Estudiante de Doctorado en Ciencias de la Ingeniería
Pamela, es estudiante de la Pontificia Universidad Católica de Chile, asociada al Departamento de Ingeniería Industrial y de Sistemas, su tesis de doctorado se enfoca en Teoría de juegos y Optimización. Especificamente trabaja con juegos de Stackelberg en contextos de seguridad.
Pamela, nos trae una charla titulada "Teoría de Juegos en la vida cotidiana"
Como siempre, muchas gracias a nuestros distinguidos ponentes, síguelos en sus redes sociales y no te olvides de compartir esta página con tus amigos.
¡Nos vemos pronto!
A
B
A
B
According
to
me,
knows
me
many
days,
others
already
hate
me.
No
h,
oh,
but
don't
hate
me
like
that.
That's
how
fame
is
made,
but
well
you
already
know
the
fashion
I'm,
a
system,
administrator
and
I
work
to
remove
it.
I've
been
here
for
several
years.
An
old
hover
tells
me,
since
I
reached
the
age
of
three
who
being
a
kitten
As,
we
say
out
there,
as
a
team,.
A
Who
am
I,
Pérez,,
I
live.
in
montreal?
I
am
a
software
quality
analyst
and
for
some
time
processing
here
in
kit
or
helping
with
the
organization
of
some
events
voluntarily
towards
the
server.
He
has
collaborated,
collaborate,
different
ways
in
various
communities
of
developers,
mainly
payton
and
super
fan
of
the
payton
community,
I'm
from
the
Dominican
Republic,
of
course,
and
seeing
around
here
I
like
the
cold
from
time
to
time.
That's
why
I
came
to
live
here.
I
have
three
children
and
good
for
a
mome
nto
relaxed
for
me.
A
B
B
A
B
Ok,
we
start
with
a
charm.
It's
come
it's
not.
Even
people
are
good.
The
first
conference
in
technology
bars
latin
ex
current
sign
up
for
your
free
tickets.
There
with
the
code.
Please,
if
you
register
and
share,
give
us
more
resources,
we
need
to
be
able
to
make
a
super
event.
We
ask
for
your
support.
P
But
well,
there,
it
is,
there
it
is,
for
the
free
registration,,
our
second
one,.
What
are
we
going
to
do?
Then?
B
B
The
leader
and
then
what
else
do
we
have
if
I
remember
correctly,
all
of
them-
and
it
is
true-
ok
Kirchhoff
bichi
thought
that
they
already
know
that
many
of
us
like
games,
I,
am
from
working
in
this
area
right
now,
I'm
playing
a
lot
of
ence
games
on
this
day,
the
group
bike,
because
the
net
is
cheap
and
I
just
grab
my
xbox
controller
and
start
playing
well
in
the
same
way.
Here
you
can
complain
you
can
this
segment
for
several
things.
What
do
you
do
on?
Github?
B
Dotcom
participation
comes
first.
Obviously
we
need
your
participation
in
open
projects
to
make
them
the
best
possible.
So
now,
They
can
have
one
more
way
to
check
how
I
am
doing,,
which
I
am
also
helping
in
certain
parts,
and
it
is
a
bit
fun,.
The
graphics
have
been,,
they
receive
a
little
more
graphics
on
their
profile
and
well,.
It
helps
to
make
the
little
job
a
little
more
fun.
No,
no.
No,
it
doesn't
take
away
the
monotony
of
work.
Sometimes
we
don't
have
here
it
's.
True
that
came
out
about
a
couple
of
weeks
ago.
B
We
have
extended.
We
have
more
more
countries
in
which
we
are
supporting
open
source
projects.
Now
we
are
in
colombia
as
argentina,
chile,
bolivia,
says,
costa
rica,
dominican
republic,
my
friend
in
and
clear
paraguay,
peru,
uruguay,
trinidad
and
tobago,
and
we
continue
to
grow
again.
If
you
know,
or
if
you
have
a
project
of
someone
or
one
of
you
who
wants
to
need
or
needs
these
resources,
please
go
to
the
link,
check
the
details
and
enter
the
more
we
support
each
other,
the
more
we
grow
as
a
community
wade,
the
quads.
B
B
If
you
are
a
beginner
or
if
you
are
already
super
prodec-
and
you
already
know
it,
resources
of
any
mind
will
help
you
again.
There
are
more
resources
that
you
can
have
at
your
hand
at
your
hands.
With
this
experience,
leave
catons
in
the
light
led
to
students
of
their
these
tools,
especially
to
students
who
are
starting
and
what
else
efe
in
the
news
for
you
and
well.
B
If
the
latest
pays
a
star,
if
you
know
someone
who
is
super
cool
and
has
a
project
that
the
net
is
fine
excuse,
my
term
super
cool
here
we
have
the
perfect
opportunity
to
nominate
people
their
profile.
We
have
here.
As
you
see
the
photos
we
have
friends
who
have
been
in
said
present,
then
one
more
way
to
support
and
grow
our
latin
ex
am
latin
community
in
the
field
of
technology,
clear
and
good.
The
balance
event
a
little
fast
excuse
me.
A
B
A
A
Pamela,
let's
see
if
it
works
out
I'm.
Looking
for
the
description
good.
For
me,
the
family
is
a
student
at
the
pontifical
catholic
university
of
chile,
a
social
associated
with
the
department
of
industrial
and
systems
engineering.
Her
doctoral
thesis
focuses
on
game
theory
and
optimization
specifically.
For
me,
it
works
with
stalker
berg
games
and
in
security
contexts.
Well
then,
pamela
tell
us
about
your
talk.
A
C
But
then
hello,
everyone,
my
name,
is
also
the
bustamante,
as
they
introduced.
Me,
I
am
a
doctoral
student
at
the
Pontifical
Catholic
University
of
Chile,
and
today
I
am
going
to
present
a
talk
called
theory
of
everyday
life,,
but
then
a
little
more
about
me,
I
am
in
my
fourth
year
of
doctorate
and
that
It
means
that
I
am
in
the
last
year
of
my
doctorate
and
that
I
have
already
taken
my
intermediate
exam,.
C
So
I
am
already
a
doctoral
candidate
in
science
and
engineering,,
but
previously
I
studied
for
a
master's
degree
in
industrial
engineering
and
industrial
engineering
at
the
university
of
Bío
Bío
and
also
in
Chile..
I
am
currently
doing
a
research
internship
at
a
center
called
india
that
was
in
lille
in
france,
and
here
I
am
working
on
things
from
my
thesis,
doctorate
and
in
other
research
topics,
but
always
associated
with
my
thesis.
C
So
here
I
leave
my
contact
networks,
my
personal
website,
miguel,
javi
and
also
my
email
in
case.
You
want
to
contact
me
in
case.
You
want
any
questions
or
something
about
the
presentation
totally
invited
to
talk
in
reality,
as
they
are
important,
but
then
I
really
like
python.
It
is
what
I
use
for
my
doctoral
thesis
but
I
still
like
it
a
lot
juliá
and
also
before
I
used
it
a
lot
more
more
more
like
this,
that
these
three
languages
that
I
have
a
lot
of
affection,
for,
in
parti
ular
in
julia.
C
C
I
was
the
to
the
main
translator,
so
I
'm
still
super
excited
and
perhaps
proud
of
the
work
we
did
together.
So
if
you
have
any
time,
you
want
to
get
to
know
a
little
more
about
rain
and
you
can
start
with
this
one
remember
if
it
existed.
Well,
then,
the
presentation
of
the
day
about
with
this
is
what
to
see
and
I
have
a
repository
that
is
based
on
paypal
and
that
you
can't
find
on
github,
and
there
are
a
couple
of
game
theory
codes
there,
and
this
presentation
is
fine.
C
So
if
you
want
to
see
it,
there
is
the
repository
so
upload
the
super
software
available
to
you
good
then
start
by
defining
what
game
history
good,
then
to
define
game
theory,
we
need
a
concept
first,
which
is
operations,
research,
because
good,
because
we
are
going
to
study
game
theory
from
the
perspective
of
operations.
Research
already,
then,
now
as
that,
the
question
is:
what
do
these
concepts
mean?
So
that
is
what
we
are
going
to
explore
r
today
and
I
hope
that
it
is
more
or
less
clear.
C
So
in
short,
operations,
research
helps
us
solve
problems
where
resources
are
scarce
and
we
we
want
to
make
better
use
of
these
resources.
When
we
then
see
an
example,
perhaps
more
concrete.
For
example,
let's
assume
that
I
am
part
of
a
company
that
sells
certain
products
and
I
want
to
deliver
a
product
or
certain
products
to
different
clients.
So
let's
say
that
each
client
is
like
a
red
dot
and
I
go
here
in
my
car
super
supe
r
new.
C
C
So
that
would
be
our
objective
and
we
could
mentally
say
I'm
going
to
go
down
this
street
and
then
I'm
going
to
visit
this
person
first
and
then
another
person
first
and
the
one
who
speaks
and
I
eat
that
in
my
mind,
I
could
think
that
and
I
could
come
up
with
a
solution.
Well,
let's
say
not
necessarily
the
best,
but
a
solution
well,
but
there
are
better
ways
to
do
this
than
just
thinking
in
my
head.
C
There
are
better
ways
to
do
it
and
there
are
optimal
ways
to
do
it.
Then
this
example
that
an
example,
maybe
simple
or
maybe
like
we
can
find
it
day
by
day.
This
can
be
done
in
a
very
good
way:
anera
with
operations.
Research.
Well,
then,
how
to
do
operations,
research
in
the
end.
What
you
need
is
three
elements
that
are
objective
variables
and
constraints.
So
this
big
problem
that
we
have
in
real
life.
C
We
want
to
put
it
on
paper,
let's
say
so:
we
want
to
try
t
define
this
reality
in
such
a
way
that
we
can
summarize
all
these
things
in
a
couple
of
mathematical
equations.
So
now
that
we
obviously
want
to
define
all
of
reality
in
a
couple
of
mathematical
equations,
it
is
always
kind
of
difficult
and
I
would
say
that
in
about
99%
of
the
cases,
it
is
impossible
for
one
to
cover
all
that
complexity.
C
That
is
present
in
reality,
but
we
try
to
model
reality
in
the
best
possible
way,
and
we
do
that
with
mathematical
equations
of
operations.
Research
and
this
equation
is
that
it
enters
the
event
that
they
are
super.
Important
first
thing
is
decision
variable,
which
are
what
we
want
to
maximize
or
minimize
in
this
case.
If
we
want
to
minimize
the
time
that
I
am
there
en
route
in
the
decision
variable,
it
would
be
the
time.
C
Yes,
if
I
want
to
minimize
the
distance
traveled
the
decision
variable
of
the
distance,
then
it
is
what
we
want
minimize
or
maximize,
depending
on
the
case.
Another
thing
that
we
also
need
in
an
operations.
Research
model
is
the
objective
to
know
the
objective
in
reality.
In
this
case,
our
objective
is
to
minimize
the
distance
or
minimize
the
time.
Then,
when
we
want,
and
as
the
last
thing
also
the
model
or
reality
always
has
restrictions,
so,
for
example,
in
this
case,
our
perception
was
that
we
have
to
visit
all
the
clients.
C
It
is
some
limitation,
a
restriction
I
did
visit,
not
at
30,
but
at
20
it
does
not
work
for
me.
I
want
visit
everyone.
Then
they
are
perfection.
Then
those
three
things
we
are
going
to
inc
orporate
into
an
operations-
research
mathematical
model,
so
how
to
make
this
model?
This
model
can
be
seen
in
different
ways,
but
usually
it
can
be
seen
as
a
sheet
with
different
equations,
and
now
that
we
have
our
equations
and
everything
super
ready.
We
need
to
solve
it
because
here
having
the
equation,
there
is
of
no
use
to
us.
C
So
to
solve
it,
we
are
going
to
take
an
approach
to
solve
it
manually,
which
means
that
I
take
the
equations
and
start
to
solve
it
by
hand,
doing
an
infinite
amount
of
calculations
that
would
go
like
it
doesn't
make
sense.
The
other
way
in
which
I
draw
this
problem,
and
you
solve
it
and
in
a
hurry
with
the
naked
eye
that
it
wasn't
possible
either
because
later,
for
example,,
if
we
work
with
two
dimensions
and
draw
something
it's
possible,
but
with
five
dimensions:
six
dimensions
like
you
already
drawing
it's
starting
to
get
difficult.
C
So
it's
like
at
vi
level
Secondly,.
It
is
almost
impossible
to
solve
more
complex
problems,.
So
what
we
are
going
to
do
is
not
to
solve
these
problems
manually,
at
least
not
in
all
cases,
generally,
we
use
solvers
and
a
solver
is
a
tool
that
allows
us
to
solve
these
mathematical
equations
in
a
super
easy
way.
We
write
the
equations
and
these
solvers
solve
it
as
simple
as
that.
C
So
this
particular
solvers
can
be
used
as
well
as
on
its
own,
and
the
other
option
is
how
we
use
it
to
use
it
as
in
libraries
or
as
modules,
for
example,
of
a
particular
programming.
Language
I
am
going
to
focus
on
python
and
important
libraries
to
solve
or
solve
if
important
are
simple
skip
and
burobin.
Obviously,
there
are
many
more
and
obviously
these
three
tools
do
not
allow
us
to
solve
all
the
problems
in
the
world,
but
they
are
super
famous
super
well-known
tools
and
that
allow
us
they
solve.
C
At
least
the
problems
that
are
the
best
known
in
particular
I,
usually
use
is
that
it
gives
me
the
impression-
or
in
fact,
I
have
a
lot
of
affection
for
it,
because,
and
you
can't
get
into
the
code
to
change
things
in
the
background,
that
is,,
it's
not
like
a
box
black.
That
one
does
not
know
what
is
happening
behind,
but
one
can
get
into
changing
things
in
the
base
code,
which
cannot
be
done
in
simple
or
angle.
C
Well,
if
you
want
that,
at
least
for
me
as
the
best
option,
I
always
recommend
it,
although
it
is
the
least
used,
but
if
it
is
that
it
has
it,
but
then
that
is
those
are
the
exact
ways
to
solve.
Problems
say
that
I
have
my
problem
and
I
want
to
solve
it
in
the
best
way
possible.
Then
I
use
solvers
and
there
it
is
super
vacant
super
good,
but
if
they
are
complex,
problems
solve
these
problems
optimally
and
that
is
to
say
in
the
best
possible
way
it
starts
to
get
super
super
difficult.
C
So
in
this
case,
what
we
are
going
to
use
are
heuristics
and
artistic
are
approximate
solutions,
so,
for
example,
if
I
in
the
previous
case
of
the
optimal
route,
if
I
say
like
this
I'm
going
to
go
down
this
street,
like
I'm,
going
to
visit
Canito
Primero
del
Para,
Pedro
and
blablabla
I
am
making
a
criticism
in
my
mind
because
an
approximate
solution,
then,
of
course
novels,
can
be
as
thought
only
or
they
can
also
be
programmed.
So
there
are
these
two
options:
heuristics
are
for
approximate
solutions
and
solver
are
usually
for
exact
solutions.
C
Well,
then,
all
this
great
introduction
was
maybe
a
bit
strange,
but
it
was
needed
to
see
what
we
are
going
to
see
the
good
history
of
games.
Then
what
game
theory
is
and
how
it
relates
to
operations.
Research
game
theory
is
a
h
tool
that
studies
through
mathematical
models
the
competition
and
cooperation
between
rational
agents.
Well
then,
what
does
that
mean
with
game
theory?
We
can
use
mathematical
models
that
are
the
models
that
come
from
operations.
C
Research
and
these
mathematical
models
help
us
to
represent
the
relationship
that
exists
between
two
people
or
two
companies
or
institutions,
and
these
relationships
are
always
one
of
two
cases
or
competition
or
cooperation.
So
with
game
theory,
we
can
represent
the
competition
and
cooperation
between
different,
intelligent
or
rational
agents,
but
then
an
example
as
well
as
super
classic
is
the
prisoner's
dilemma
then,
in
the
prisoner's
dilemma,
the
situation
is
as
follows:
for
example,
let's
assume
that
there
are
two
people
who
committed
a
crime.
C
Then
these
two
people
are
taken
to
the
police
station
and
at
the
police
station
they
begin
to
interrogate
them
separately.
Then,
here
it
is
several
as
possible.
Results
a
possible
result,
for
example,
that
one
person
betrays
the
other,
that
is
to
say
that
I
criminal
betrayed
my
criminal
partner,
and
in
that
case,
for
example,
if
only
I
of
the
also
partner,
my
partner
does
not
leave
me.
Also.
That
is
like
a
betrayal
only
betrayal,
and
in
that
case
they
put
my
partner
in
jail
and
I
did
n't
go
to
pay.
C
Then
there
is
also
the
other
case
where
my
partner
betrays
me
and
he
goes
to
fame
and
I
would
stay
in
jail,
but
Other
cases
are
also
more
extreme,
in
which,
for
example,
I
did
not
give
my
partner
away,.
My
partner
does
not
give
me
away,
and
both
of
us
say
that
we
have
a
good
out
with
a
good
out
with
a
good
result,
and
in
In
this
case,.
It
seems
that
we
both
went
free
or
perhaps
with
our
very
low
sentence
and
the
other
option.
That
is
like
the
worst
case
scenario
for
criminals.
C
Is
that
I
ratted
out
my
partner,,
my
partner
ratted
me
out
and,
of
course,
where
we
are
going
to
prison
and
with
a
super
super
big
sentence,.
So
these
types
of
cases
are
what
we
study
in
game
theory
and
what
we
try
to
do
with
game
theory
is
how
to
try
to
see
what
is
the
best
scenario
or
the
optimal
scenario
in
this
type
of
situations.
C
Well
then,
this
classic
example
and
a
classic
example
of
theory
nobody's
game
theory.
In
general,
we
study
two
types
of
games,
sea
games
and
games
of
this
card.
So
this
was
a
frame
where
the
actions,
the
players
or
the
participants
act
simultaneously,,
that
is
to
say
that
the
two
criminals
were
being
interrogated
at
the
same
time,,
that
is
to
say
that
the
two
betrayed
one
of
the
cans
or
the
two
cooperate
with
each
other,.
C
But
those
two
things
happen
at
the
same
time,,
but
there
are
also
games
like
this
to
see
where
the
Players
act
sequentially,,
that
is
to
say
that
I
make
a
decision
later,.
The
other
person
answers
me,
later,
I
can
answer
then
in
sequence.
Then,
for
example,
a
game
like
this.
That
albert
could
be
next.
Let's
assume
that
I
have
a
company
and
that
I
set
myself
up
I
want
to
locate
myself
in
a
place
in
the
city.
So,
for
example,
let's
assume
that
I
am
located
in
aníbal
I
paint
with
maipú.
C
Well
then,
this
decision
I
take
it
not
only
thinking
that
this
is
the
point
at
which
it
covered
all
possible
clients,,
but
that
I
should
also
consider
that
another
company
will
arrive
in
the
future
and
that
it
will
possibly
try
to
take
my
clients
away
from
me,.
So
let's
say
this
company
that
the
pink
dot
then
me
in
the
present.
C
It
may
be
that
this
other
company
has
not
yet
arrived,
but
I
should,
if
I
am
aware,
I
should
take
into
account
that
in
the
future,
another
competing
company
will
arrive,
another
attacker
in
quotes
and
that,
therefore,
my
decisions
should
take
taking
into
account
the
decision
of
the
other
company,.
Then
it
is
that
seeing
the
game
is
something
that
allows
us
to
take
into
account,
not
only
what
is
optimal
for
me
í,
rather,
what
is
optimal
for
the
rest
and
therefore
that
also
affects
my
decision.
Well
then,
I
study
in
my
simple
study,
game
theories.
C
That
is
when
I
stand
out
to
see
in
particular
but
in
security
contexts.
But
then
what
does
that
mean?
For
example,
when
highlighting
in
security?
They
are
used
in
many
places,,
for
example,
in
airports,
where
we
need
to
locate
canine
units,
that
is,
as
puppies
for
example,.
Those
canine
units
are
not
located
randomly
or
should
not
be
isolated
randomly
but
should
be
associated
with
For
example,.
The
probability
of
encountering,
I,
don't
know,
traffic
in
illicit
substances.,
For
example,,
since
it
is
a
particular
door,,
it
is
very
likely
that
there
is
traffic
in
illicit
substances,.
C
More
probably
also,
for
example,
in
other
types
of
things,
for
example,
in
poaching,
security
theory
can
also
be
used
,
for
example,.
If
we
want
to
avoid
poaching,
me,
the
same
I
can
put
money
from
animals
as
a
security
resource
in
certain
places
where
there
is
more
likely
to
be
illegal
housing,,
but
it
can
also
be
taken
to
the
context
of
the
city,
for
example,.
C
If
I
need
to
protect,
for
example,
I,
don't
know
any
server
or
there
is
a
server
or
some
element
that
is
like
super
super
subject
or
possibly
subject
to
attack
as
cybernetic
I
should
protect
it
and
should
take
into
account
what
you
are
thinking
as
a
mini
attacker
or
my
hacker
in
this
case.
Well,
then,
a
j.
Then
it
stands
out
in
vencio
very
well.
What
it
does
is
that,
and
it
will
consider
two
participants,
a
defender
and
an
attacker.
C
The
defender
protects
the
attacker,
tries
to
attack
what
is
protected
and
both
parties
try
to
optimize
its
usefulness,
that
is
to
say
that
I
try
to
defend
everything
possible
and
the
attacker
tries
to
attack
where
it
hurts
the
most,
well
then,
for
example,.
If
we
have
a
classic
example
of
a
city,
for
example,,
it
is
when
we
have
a
territory
that
is
subdivided
into
certain
zones,.
Let's
say
that
in
this
case,
for
example,
I
have
two
resources:
security
and
that
I
want
to
protect
this
territory
that
has
five
sub-
territory
and
clearly
22
security.
C
C
This
is
a
possible
combination.
But,
as
you
can
see,,
there
are
many
other
possible
combinations
and
when
we
are
working
with
few
territories
or
with
few
security
resources,
listing
all
the
possible
combinations
is
super
easy,.
But
if
we
start
to
increase
the
amount
of
territory
to
protect
and
increase
the
amount
of
security
resources
that
we
are
considering,,
the
problem
is
already
beginning
to
escalate
a
lot,,
in
fact,
with
teeth
security
resources
and
with
100
places
to
protect.
We
have
more
than
100
thousand
possible
combinations,,
then
at
most
a
very
large
number,.
C
So
clearly
we
cannot
list
all
the
possible
combinations,
and
that
is
like
an
extra
difficulty
of
this
type
of
problems
that
we
have
to
face
in
some
way.
The
other
thing
that
we
must
face
is
that,
for
example,
if
we
protect
a
place
always
the
same
place,
clearly
our
attacker
is
going
to
realize
that
we
are
protecting
the
same
thing.
I
was
always
going
to
attack
at
another
point,
that
is,
how
our
attacker
is
just
as
intelligent,
and
that
is
why
what
we
are
going
to
do
is
how
to
be
random,.
C
We
do
not
want
to
be
predictable,
so
for
example,.
Instead
of
saying
that
I
am
always
going
to
protect
the
same
place,
I
am
going
to
say,
like
on
Monday
I,
protect
up
to
this
place
on
Tuesday
than
another
place.
So,
for
example,
here
in
this
image,
we
say
that
20%
of
the
time
I
am
going
to
choose
this
strategy.
15
percent
of
the
time
I
am
going
to
choose
this
strategy
and
so
on
So.
This
type
of
situation
works
much
better
if
we
start
to
incorporate
randomization
and
we
call
this
a
mixed
strategy.
C
So
our
attacker
is
always
not
looking
and
is
going
to
make
the
best
decision
for
him
or
her,
and
in
this
case,
for
example,
what
it
is
more
convenient
for
him,,
let's
say,,
to
attack
the
territory,.
So
here
we
always
have
to
consider
that
both
attacker
and
defender
are
super
intelligent
and
that
they
will
always
try
to
maximize
their
utility
and
that
the
first
participant
who
is
the
defender
should
consider
that
the
attacker
is
intelligent
and
should
therefore
consider
the
attacker's
decision
or
possible
decision.
C
Well,
then,
we
already
have
this
type
of
models.
We
have
like
the
context
and
everything,
then
what
do
we
want
to
do
or
what
is
the
result
of
this
type
of
model?
What
we
want
to
find
is
an
optimal
defense
strategy,
considering
that
the
attacker
is
intelligent
and
that
he
will
try
to
optimize
his
utility
anyway.
This
is
what
we
want.
C
We
want
to
know
what
the
strategy
is,
the
best
defense
strategy,,
also
considering
what
our
counterpart
is
going
to
do,
our
attacker
in
this
case,
and
us,
to
this
type
of
situation
or
analyzing
situations,,
but
to
this
type
of
solution..
We
call
it
a
balance,
because
both
attacker
and
defender
are
like,
let's
say
with
form
with
the
decision
or
the
decision
that
they
have
made.
Then
this
is
a
balance
in
it
and
in
this
particular
case
we
are
not
entering
into
a
strong
balance.
C
The
view
stands
out
and
it
is
like
a
particular
type
of
balance,
but
it
is
a
classic
balance.
When
then,
I
previously
showed
the
example
that
we
had
five
areas
of
a
territory
and
that
each
seville
resource
could
protect
two
territories
to
its
territory
at
the
same
time
and
clearly,
this
is
not
the
only
way
to
protect
a
territory,
so
we
focused
on
different
ways
to
protect
the
territories
assuming
different
things.
So,
for
example,
we
can
assume
that
each
security
resource,
for
example,
each
police,
protects
an
area
of
the
territory
at
the
same
ime.
C
B
C
Like
the
whole
defense
strategy,
so
in
this
case
we
are
di
Saying
that
we
are
protecting
a
specific
point,
because
each
police
officer
is
protecting
a
specific
point
and
we
call
that
everyone,
because
we
are
protecting
points
as
__
].
But
we
also
have
the
case.
We
see
from
the
case
in
which
each
police
officer,
for
example,
can
defend
a
point
in
specific
or
a
set
of
two
points.
At
the
same
time,
then
we
call
that
in
less
or
matches
and
machines
because
keys
as
a
kind
of
combination
between
two
security
resources
or
two
points.
C
If
we
want
to
apply
Putting
security
resources
in
specific
places,,
possibly,
we
would
also
like
to
incorporate
as
a
measure
at
least
one
of
justice,.
So
what
do
I
mean
by
that?
For
example,?
If
we
are
defending
communes
of
a
region,,
possibly
I
would
like
the
communes
to
feel
like
equally
valued,
and
therefore
perhaps
I
would
like
to
allocate
security
resources
in
an
amount
that
is
more
or
less
balanced
in
three
as
many
as
an
account
in
this
city,.
C
So
we
incorporate
that
as
a
measure
of
justice
or
when
we
call
it
fairness,,
then
firm
in
In
this
case,.
In
addition
to
considering
that
we
have
to
apply
security
resources,,
we
also
consider
that
these
security
resources
have
to
be
applied
in
a
fair
measure
or
in
a
fair
manner
for
all
those
involved,
and
lastly,.
We
also
focus
on
situations
in
which,
for
example,.
We
have
to
protect,
for
example,
a
resource,
the
distribution
of
a
resource
that
is
super
important,
for
example.
C
Let's
say
it
could
be
water,
then
let's
say
there
is
a
kind
of
pipe
and
this
pipe
plus
different
houses,
and,
let's
assume
that
we
are
in
a
condition
like
I,
don't
know,,
it
could
be
war
or
some
situation
in
which
our
pipes
or
our
water
supply
may
be
under
threat.
In
this
type
of
situation,
we
would
be
interested
in
protecting
this
entire
supply
chain,
and
we
call
this
trip
because
we
have
a
kind
of
central
trunk
and
we
have
a
distribution
from
different
houses,
for
example,
a
train
will
never,
I
mean,.
C
It
will
not
always
look
like
this,,
but
in
general
it
looks
like
this,
and
this
is
like
this
is
like
a
tool
that
would
help
us
to
protect
a
super
precious
resource
in
situations
of
threat,.
So
this
guy
of
all
these
as
structures
that
we
study
have
examples
or
have
applications
super
super
important,
but
In
addition,
mathematically.
C
They
meet
a
condition.
That
is
what
we
call
them,,
that
they
are
perfect
formulations,,
that
is,
they
meet
certain
conditions
that
make
these
problems
beautiful
to
solve,.
So
at
a
mathematical
level,
it
is
still
very
relevant
and
we
focus
on
applications
and
in
mathematical
theory,
then
that
has
been
my
presentation.
I
hope
you
liked
it.
If
you
have
any
questions
doubt
you
can
ask.
B
B
Questions
from
the
chat,
please
friends,
I
have
many,
but
obviously
they
will
leave
us
friends
la
daniel
pamela,
well,
2
above
daniel
daniel
diaz
giraldo.
There
are
some
heuristics
to
help
find
a
good
point
of
divergence
or
game
theory
itself.
It
is
a
financial
heuristic
goal,
the
video
sorry,
if
confused
term
s.
C
The
questions
and
how
do
you
wait?
Sorry,
for
example,
when
we
do
game
theory
when
we
do
game
theory
model.
In
reality,
we
are
always
like,
assuming
that
we
have
certain
information,
and
this
information
is
not
always
complete,,
that
is
to
say
that
we
do
not
necessarily
know
everything
and
therefore
our
model
will
never
represent
our
reality.
One
hundred
percent,
and
in
that
context
we
could
say
that
in
reality,
game
theory
or
any
mathematical
model
in
reality
is
like
a
boristic
in
the
sense
that
our
solutions
are
always
approximate
to
the
real
world.
C
Let's
say,
but
we
don't
go
as
in
that
as
it
is
as
a
philosophical
current,
but
we
assume
that
a
verification
is
simply
something
that
allows
us
to
obtain
an
approximate
solution
from
this
incomplete
information
we
have.
Then
we
have
this
incomplete
information
and
we
assume
that
it
is
all
we
have.
Then
we
assume
that
we
are
fine
with
that
and
we
call
boristics
something
that
we
can
or
actually
we
call
heuristics
the
approximate
solution.
Considering
that
incomplete
information,
then
that
is
like
In
relation
to
heuristics
and
point
of
divergence,.
C
The
truth
is
that
I
don't
really
know
what
it
refers,
to,,
but
the
point
of
divergence,
for
example,,
assuming
that
it
is
like
equilibrium,,
let's
say,
equilibrium,
always
or
well,,
not
always,,
but
there
are
different
types
of
equilibrium
,,
that
is
to
say
that
there
are
different
types
of
possible
solutions
and
we
have
to
assume
what
is
the
balance
that
we
are
looking
for.
So
there
are
strong
balances,
there
are
weak
balances
and
we
have
to
assume
what
is
the
solution
that
we
want
and
in
reality
that
is
super
arbitrary.
It
is
not
like
that.
C
I
say
to
this
balance:
it
is
better
for
such
and
such
a
thing
in
Dalian,
or
something
like
that.
Some
simply
like
a
samsung
as
a
condition
that
we
assume-
and
that
is
why
we
assume
it
as
valid,
but
it
does
not
mean
that
one
is
better
than
the
other,
that
is,
there
are
no
balances
that
are
better
than
another,
and
assuming
that
to
that
he
refers
to
a
whole
fun.
C
C
C
For
example,
I
have
not
seen
this
as
applied,
but
I
imagine
it
could
work.
It
is
game
theory,
it
is
also
involved
or
something
as
well
as
a
super
concept
seemed
like
auction
theory
and
in
particular,
like
here,
I
think
that
game
theory
could
be
used
in
co,
Complement
of
shares,
for
example,.
If
I
were
to
assume
that
I,,
the
buyer,
buys
shares
and
the
other
seller
sells
shares,.
C
What
we
want
between
the
two
is
to
reach
an
agreement
that
I
already
have
a
buy,
price,
I
take
it,,
I,
sell
it
at
a
price
and
that
price
has
to
to
be
at
some
point
has
to
coincide,
or
it
is
like
between
the
two.
It
would
have
to
be
achieved
for
this
sale
to
really
take
place
that,
in
the
end,
it
is
a
balance.
C
It
is
a
balance
it
can
be
highlighted,
but
another
type
of
balance,
and
we
I
think
we
could
kind
of
way
to
include
game
theory
in
action
things
or
as
complements,
I.
Think
that
this
aspect
is
like
super
crazy
in
the
sense
that
it
is
like
something
that
is
not
used
much,.
It
is
like
an
area
that
could
possibly
generate
a
lot
of
money,,
so
yes,
both
of
you
always
kind
of
think
about
those
ideas
that
maybe
are
crazy,.
They
sound
crazy,
but
yes,,
just
as
a
realist,
god,
then
hehe.
B
C
I
al
least
I
have
found
plenty
of
job
offers
related
to
this
subject.
Suddenly,
companies
do
not
know
that
they
are
looking
for
game
theory,
but
if
it
is
that
they
are
looking
for,
then
an
anti
always
has
to
be
like
when
two
contain
open
and
I
do
not
know
if
I
am
the
question,
but
yes,
yes,
yes,
yes,
always
I
believe
that
in
the
world
of
the
industry,
everything
can
be
seen
as
game
theory.
C
C
Then,
and
as
in
the
end,
everything
I
believe
that
all
interactions-
have,,
let's
say,
a
benefit
or
a
penalty
for
both
people-
possible
So,
really,
yes,,
it's
super
interesting,.
The
applications
are
super
diverse,.
The
action
industry
is
looking
for
this
kind
of
thing,,
even
though
it
doesn't
know
it,.
B
C
C
So
read
articles,
for
example,
watch
videos
as
well
as
little
ones
or
talks
of
this
type
Topic
one.
At
the
end,
how
the
information
is
quickly
incorporated-
or
at
least
as
in
theory,
it
is
more
or
less
clear
to
one
and
then
when
one
begins
to
read
something
a
little
more
dense,
as
it
says
as
soon
as
there
is.
This
is
for
this,
and
it
makes
sense,
then,
I
think
that
starting
with
small
articles,,
either
research
articles
or
articles,,
as
well
as
web
pages
or
small
videos,
small
talks
that
one
finds
go
on
youtube.
C
C
C
A
B
Our
dear
Manuel
Zapata
is
the
next
speaker,
welcome
Manuel
to
this,,
which
is
your
personal
space.
Actually.
They
saved
an
introduction
or
brother,
but
hey
manuel
is
a
shafer
architect,
motivated
by
supporting
organizations
and
people
to
create
and
design
highly
maintainable
and
scalable
software.
Of
course,
they
have
more
than
three
years
of
experience
at
germaneau
we
almost
entered
the
industry.
B
At
the
same
time
there,
the
focus
his
focus
has
been
software
architecture,
together
with
software
development
where
typologies
web
is
a
developer,
passionate
about
software
architecture
and
content
creation,
and
he
is
going
to
give
us
a
talk
entitled
trends
in
architecture
and
software
development
in
the
2022
yes,
gentlemen,.
We
are
already
one
of
our
1022,.
It
is
super
interesting
and
especially
for
those
who
are
entering
today
who
want
to
know
where
I
am
going,.
This
is
carlos
for
you,,
in
which
a
little
manuel,
welcome,
that
is
false,
brother,
well,.
Thank.
B
D
Him
thanks,
I
think
I
have
that
for
you
there,.
Thank
you
very
much,,
good
afternoon,
everyone,.
There
are
already
27
people
connected
here,,
which
is
more
and
more
there,.
We
are
connecting
more
to
chat
a
little
in
this
late-night
and
well,
I'm,
going
to
be
talking
about
trends
in
architecture
and
software
development
trends.
I
think
this
is
an
interesting
topic
to
keep
on
the
radar
before
I
quickly
introduce
myself.
D
My
name
is
manuel
vivo,
cali/colombia
I'm,
a
systems
engineer
As
a
telematics
engineer,
I,
currently
work
in
a
company
called
Maker
Watch,
where
we
do
technology
for
everything
that
is
marketing
of
influencers
of
content,
creators,
the
same
thing,
because
I
have
a
YouTube
channel
and
well,
I.
Do
it
around
the
sides
not
very
actively,
but
but
for
this
we
do
some
things
and
that's
how
they
find
me
on
networks
on
facebook,
on
youtube
on
twitter
and
well.
We
started
the
talk
and
the
reason
why
I
like
to
do
this
kind
of
talks.
D
Sometimes
I
usually
do
them
every
year
when
I
can
is
that
we
always
have
like
that
that
pressure
that
sometimes
the
industry
puts
on
us
of
having
to
be
up
to
date
and
having
to
be
as
up-
to-date
day.
And
then
we
heard
that
a
new
framework
came
out
and
a
new
language
came
out
these
days.
Google
came
out
with
a
new
language,
and
then
how
is
it
going
to
have
an
impact?
D
And
then
the
other
framework
came
out
isabel
rolán,
and
there
are
a
lot
of
tools
that
are
emerging
all
the
time,
but
he
doesn't
know
what
to
do.
That's
why
he
doesn't
say
well,
it
may
be
that
I
look
at
it.
It
may
be
that
I
ignore
it.
It
may
be
that
maybe
I'll
stay
on
my
own
and
that's
it
and
good
luck
with
everything.
But
it's
certainly
something
that
you
have
to
have
as
venerate
that
you
have
to
know.
D
At
least
I
have
always
said
that
one
does
not
necessarily
have
to
be
an
expert
in
everything,,
but
accidentally
one
has
to
try
to
keep
an
open
mind,
like
that.
Eye,
Miranda
will
know
what
is
going
on.
Do
in
the
industry
and
well
know
what
opportunities
there
may
eventually
be
to
learn
something
that
can
help
you
in
your
career
for
a
project.
You
are
doing
for
a
new
job
opportunity
or
whatever
is
true,
then
that
talk
is
just
about.
D
Update
of
topics
that
we
are
talking
about
in
2022,,
some
of
them,
because
there
are
many
and
that
will
surely
continue
in
2023
2024
so,.
This
talk
in
the
words
of
arbona.
We
are
going
to
talk
about
everything
and
nothing
at
the
same
time
about
everything
and
a
little
bit
of
each
one,
because
there
are
many
trends
and
that
is
why,
mainly,.
D
Nobody
focuses
on
software
architecture,
in
particular
on
this
type
of
topic,,
which
in
the
long
run,
ends
up
affecting
how
we
teach
our
applications,,
which
is
where
absolutely
everything
we
do
derives
from,,
so
focus
on
it,
as
mainly
that
line
where
these
trends
were
basically
two
sources
that
I
like
and
that
I
recommend
ndondo
a
lot
is
a
do.
The
technological
software
radar
that
is
very
good
is
one
of
the
largest
construction
companies,
perhaps
more
relevant.
D
There
works
martín,
führer
deranged,
nothing,
major
eminences
of
the
industry,
along
with
other
people
like
a
report
like
rebeca
steps
and
they
more
or
less
every
six
months.
They
take
out
a
technological
radar
and
divide
it
into
several
areas
and
well,,
particularly
here.
It
is
going
to
focus
only
on
one,
which
is
the
part
of
the
techniques
of
how
this
type
of
applications
or
methodologies
and
ways
of
working
to
organize
things
propose
the
code
that
is
gaining
strength
and
what
they
do
is
that
the
cnc
classifies
them
as
in
four
areas.
D
One
is
to
adopt
that
it
is
like
that
it
is
already
jumping
headlong
into
that
trend.
That
is
going
well.
That
is
stable.
It
works,
then
a
stage
also
called
as
one
part
of
evaluating
another
part
of
proving
that
these
are
like
stages
of
greater
caution,
because
what
goes
up
is
what
happens
many
times
with
that
The
trends.
Is
that
sometimes
we
get
into
it,
but
it
turns
out
that
the
trend
is
not
but
and
if
the
trend
did
not
take
off,
it
means
that
soon
that
technology
even
stopped
providing
maintenance,.
D
Maybe
you
can
not
find
people
who
know
the
tool
and
it
simply
dies
in
time,
and
it
also
has
a
hold
section
as
well
as
a
resistance
section,
and
it
is
when
those
tendencies
that
seem
to
be
good.
What
seems
to
be
interesting?
We
discover
that
it
is
a
bad
practice
or
that
it
is
something
that,
after
having
applied
it,
we
realized
that
it
was
not
so
good.
Many
tenures
happen
like
this
from
jim.
There
are
things
that
were
tenures
of
20
years.
That
today
can
be
bad
practices,
it
seems
to
them.
D
D
They
also
do
a
very,,
very
good
trend
report
and
they
handle
it
with
a
let's
say,
with
this
representation
that
you
are
seeing
here,
and
that
representation
has
a
crucial
point,
and
it
is
this
strip
in
the
middle
that
is
like
the
like.
The
chat
are
like
him
like
the
abyss,
so
the
issue
here
is
that,
with
all
these
trends
and
not
only
happens
in
technology,
it
also
happens
in
marketing.
D
It
also
happens
in
mass
consumption
products
in
technologies
that
reach
other
types
of
areas
is
that
you
have
to
go
as
a
as
a
barrier,
and
once
this
technology
passes
the
barrier,
it
means
that
trump
is
going
to
become
massive,.
Yes,
and
if
it
is
going
to
become
massive,,
then
without
level,,
which
is
a
technology
that
we
can
surely
rely
on,.
But
it
happens
with
many
that
are
not
going
to
cross
the
abyss.
They
are
going
to
stay
there
to
come
up
with
ideas.
No
one
implemented
them,
no
one
liked
them.
D
Some
Serbian
doctors
are
going
to
arrive.
Who
are
those
people
that
ok,
that's
cool,
it's
taking
off
I'm,
going
to
get
into
one
it's
not
approved,
but
but
we're
going
to
enter
it
and
then,
if
it
passes
the
curve
it
gives
an
option.
Then
already
there
It
is
beginning
to
be
seen
how
this
normal
distribution,
where
there
is
already
an
early
majority
and
a
slight
late
majority,
with
everyone
with
many
technology
products
,.
This
behavior
is
not
only
happening
with
the
software,.
D
D
We
are
going
to
look
mainly
in
the
first
two
quadrants
in
the
part
of
the
innovators
and
the
part
of
the
servers.
That
is
where
we
say
that
they
are
like
the
things
that
are,.
Let's
say
that
they
are
gaining
strength
because
what
they
already
achieve
cross
the
abyss
like
that
case,
because
they
are
already
let's
say
that
technologies
that
are
already
proven
work.
D
Then,
for
info
editors
than
for
those
who
prepared
the
report,
trends
like
microservices
is
already
in
the
late
majority.
Trends
like
ideas
as
distinctive
in
design
like
design
already
or
by
the
domain,
is
already
getting
bigger
and
I
think
it
means
we
already
tried
it.
We
already
saw
that
it
works.
We
know
when,
yes,
when
not-
and
people
have
already
adopted
it
and
people
are
using
it.
D
D
We
know
that
there
are
courses
that
have
online
information
for
me
to
start
studying
and
start
getting
involved,
and
I
can
rest
assured
that
it
is
something
in
which
you
can
work
without
any
problem,
and
it
is
not
something
that
is
necessarily
obsolete,,
obviously
the
technologies
and
the
concepts
and
the
tendencies
eventually,
and
they
come
out
eventually
they
lag
behind.
But
let's
say
that
at
this
point
and
surely
for
several
years.
This
is
to
apply,
and
here
are
several
things
that
we
could
look
at,
for
example,
graftiaux.
D
He
is
already
in
the
early
majority
and
has
already
overcome
the
abyss,
all
the
part
of
serving
them
of
all
those
ideas
of
being
able
to
run
code
in
the
cloud
without
having
a
physical
server
reactive
programming,
functional
programming,
event-oriented
architectures
in
modular
monoliths,
which
is
a
topic
that
people
have
liked.
A
lot
on
my
channel
and
which
is
very
booming,
are
ideas
in
which
I
already
You,
almost
discovered,
for
example,,
that
you
want
to
be
a
modular
monolith,,
calm,
down,,
that's
no
problem,
and,
as
I
was
saying,,
we're
going
to
focus
more
on.
D
What's
coming,,
so
we're
going
to
give
you
a
combination
of
seven
trends,,
some
of
those
you're
seeing
here
and
others.
That
is,
that
softworks
report
are
only
some
that
I
consider
striking.
That
I
consider
interesting
enough
to
take
a
look
at,
but
indeed
there
are
many
more
I
recommend
that
you
read
the
report
that
you
read
both
reports
to
see.
Well
everything
that
is
in
that
in
that
ecosystem.
D
Let's
say
that
you
have
is
a
person
evaluated
under
the
group
for
a
group
of
people
who
are
mindful
of
the
industry
who
talk
to
many
people
who
know
what
the
companies
are
doing,,
but
at
the
end
of
the
day,,
let's
say
that
it
is
a
perception
you
introduce,.
You
are
going
to
find
trends
that
you
are
going
to
say
no,
but
being
for
years,
and
it
may
be
that
it
is
so,
but
sometimes
it
is
their
possession
report.
They
tend
to
be
a
little.
What
is
it
called?
B
D
Good
point
of
reference
when
one
does
not
know
exactly,
well,
yes,,
to
enter
it
by
overtaking
it
there
An
interesting
example
of
this
could
be
blogging
the
blockchain,
they
have
had
it
here
for
a
long
time
in
the
innovation
part,
and
they
do
not
move
it,.
So
someone
who
comes
from
a
context
of
this
type
of
applications
in
the
crypto
world,
in
the
world
of
decentralized
finance,
could
say
no
to
manuel,
but
you're
crazy.
D
We
talked
about
it
well,
we
already
know
that
it
works
and
that
has
been
going
on
for
many
years
and
that's
already
there,
but
suddenly
what
the
people
who
after
the
report
see,
is
that
at
the
level
of
business
applications
well,
this
is
suddenly
not
so
clear
that
we
don't
know
that
it
is
going
to
work
very
well.
We
do
not
know
and
beyond
the
crypto
world,
this
is
really
going
to
make
a
technology
in
which
many
people
are
going
to
ride.
D
The
first
of
the
ones
I
wanted
to
comment
on
is
something
called
capi,
like
cupid
in
Spanish,,
and
it
is
an
alternative
to
son
principles,,
and
it
is
one
that
is
a
set
of
practices,.
A
cult
of
very
common
principles,
and
Pérez
works
very
well.
that
somehow
this
kupini
trend
as
such
has
been
spread
very
well
,.
It
is
in
the
evaluation
stage,
that
is,
we
are
seeing
if
this
makes
sense
or
not,.
The
curious
thing
is
that
it
competes
in
particular,.
D
It
does
not
talk
about
the
principles,
but
rather
talks
about
some
properties
and
proposed
them
del
norte
unit,
the
software
and
what
he
says
is
that
the
solid
principles
can
be
both
the
principles.
There
are
like
rules
that
in
some
way
it
is
not
always
so
easy
to
apply
them.
Sometimes
they
can
be
a
little
more
general
or
a
little
more
philosophical.
If
they
are
wants
and
our
clear,
then
what
he
says
is
that
those
solid
principles
can
feel
like
strict
rules
like.
D
If
you
don't
do
this,
you
are
doing
it
wrong,
so
he
is
or
he
says
that
it
is
better
to
talk
about
properties,
then
to
talk
about
properties
as
characteristics
that
the
code
should
have.
If
from
the
perspective
of
the
programmer,
then
he
talks
a
lot
about
that
idea.
That
one
writes
code
for
a
machine.
That
is
true,
but
the
other
great
user
of
your
code
are
other
programmers
and
today,
I
write
code
is
the
code
someday
will
maintain
it,
for
example,
frederic
who
is
in
the
chat
to
give
an
example?
D
So
I
am
not
writing
code
just
to
meet
the
requirements,
but
rather
writing
for
another
person,
true,,
and
the
idea
is
that
that
other
person,
well,
simply
how
to
put
it,?
What
is
another
person,,
because
I
have
a
good
experience
using
my
code
and
that
when
I
am
programming,
well,,
it
is
also
a
good
experience,.
So
he
talks
as
if
it
should
be.
D
One
can
do
in
a
way
that
they
enjoy
what
becomes
a
martyrdom
I,
do
not
know
if
someone
has
touched
him
at
some
point
moment
arrive
and
have
to
maintain
and
have
to
modify
the
property
that
someone
else
did
and
that
code
was
facchetti.
It
was
confusing
and
it
was
super
horrible
to
try
it
needing
to
be
done.
Well,
it
happens
to
me
what
has
happened
there.
D
It
happened
to
me
a
couple
of
times
and
well,
one
does
not
always
enjoy
it
and
not
the
one
who
made
real
serious
from
scratch,
but
it
is
not
always
possible,
then,
to
give
direction
in
these
projects
of
their
own,
as
your
system
works.
That
idea
that
it
is
a
stable
experience
and
he
says
that
you
should
not
think
of
the
code
from
the
perspective
of
the
program
from
something
that
someone
else
has
used
with
a
little
super.
Quick
review
of
the
solid
principles
are
5
to
the
student
of
sole
responsibility.
D
1
open
closed
the
substitution,
substitution
of
the
discount
segregation
dependency,
inversion
interfaces,
all
the
ideas
very
interesting,
but
the
projects,
the
upyd
properties
are
different.
So
the
first
thing
they
talk
about
is
making
code
that
is
compatible
to
follow
the
philosophy
of
unics
that
it
be
predictable,
that
it
be
idiomatic
and
that
it
be
based
on
the
domain.
Then
those
are
more
specific
and
more
specific
recommendations
and
let's
look
at
each
one
of
these
quickly.
That
is
when.
D
About
composable
code,
basically
it
is
that
they
are
software
that
it
be
easy
to
use
many
times
if
I
mean
that
I
made
a
code,
I
can
use
it
for
this
scenario
that
I
have
today,
but
if
tomorrow,
someone
will
also
use
it
and
another
person
can
use
it
and
that
it
be
very
easy
to
do
and
in
the
store
recommendations
for
being
able
to
achieve
another
philosophy
and
onyx.
This
comes
a
lot
from
the
context
of
the
creator
of
those
properties
and
says
that
he
wanted
to.
A
D
A
D
It
well
and
then
talk
a
little
bit
about
the
philosophy
behind
the
unics
about
how
there
were
certain
design
assumptions
like
practically
everything
was
a
file,
and
since
there
were
certain
assumptions
in
how
well
it
was
designed
that
made
it
all
very
cl
Aro
if
he
was
connected
a
lot
and
derived
to
do
a
single
thing.
That
long
well
done
another
important
issue
that
the
code
should
be
deterministic
and
make
observables
of
the
mini
psycho.
D
D
It
is
true
that
if
we
are
in
a
programming
language
that
has
super
clear
rules
of
what
the
notations
are
that,
if
it
is
a
class,
it
leads
to
this
nomenclature.
If
it
is
a
variable,
leads
to
another.
If
it
is
a
constant,
it
is
done
so
that
one
sticks
to
these
nomenclatures
and
if
eventually,
you
realize
that
the
language
is
not
very
strict,
then
at
least
in
the
team.
D
There
is
such
an
agreement
and
that
agreement
is
respect
super
important
and,
lastly,
that
it
is
oriented
to
the
domain
and
oriented
to
the
domain
means
that
we
use
the
terms
of
the
true
problem,
that
is,.
When
one
enters
the
code
of
the
classes,
one
can
begin
to
understand
and
all
the
things
are
named
according
to
the
problem
that
I
am
trying
true
what
I
start
to
use
strange
names
of
design
patterns
and
things
over
there
and
in
the
end,
people
do
not
understand
that
as
it
is
connected
with
the
ego.
A
D
Trend
that
there
are
many
dozens
I
wanted
to
bring
another
interesting
topic,
sustainability.
That
is
a
relatively
new
tribe
of
quality.
It
is
in
the
innovation
stage,
that
is
to
say
that
it
is
early
again,
but
it
has
been
taking
a
lot
of
force
and
the
problem
that
sustainability
is
emerging
from
is
that
it
is
the
software.
Let's
say
that
as
such,
and
when
we
talk
about
sustainability,
we
are
basically
talking
in
terms
of
the
environment.
The
new
software
is
something
logical.
D
It
is
not
something
physical,
but
the
software
runs
about
machines,
true,
and
those
machines,
well,.
They
are
physical
machines,.
They
are
machines
that
consume
energy,.
They
are
machines
that
require
refrigeration,
that
require
maintenance,,
and
that
is
where
the
issue
of
sustainability
comes
from
dairy
studies.
That
say
that
by
2040,
more
or
less
14%
of
the
carbon
footprint
at
the
ICT
sector,
level
of
the
entire
telecommunications
IT
part,
or
that
is
going
to
produce
14
percent
of
the
footprint.
So
what
examples
are
there?
D
There
I
think
the
clearest
could
be
the
crypto
world,
but
in
the
Christ
world
they
have
already
been
working.
A
lot
on
that
issue
of
energy
efficiency
but,
for
example,
some
studies
more
covers
in
I
think
last
year
of
this
year
they
talked
about
asia,
for
example,
I,
don't
know
if
you
want
the
bitcoin
network
at
that
time
and
they
wanted
the
study
consumed
more
energy
than
all
of
Argentina
in
a
year.
Yes,
then
imagine
the
amounts
of
cheese.
D
It
can
consume
the
same
period
of
time
equivalent
to
that
of
a
country,
and
it
has
been
increasing
because
another
interesting
example
can
be
the
number
of
artificial
intelligence
in
artificial
intelligence
that
the
more
processes,
the
more
precision
these
models,
have,,
the
more
energy
record
value
to
consume.
They
will
require
more
processing
and
so
on.
So
what
is
the
solution
here
and
in
the
trend
that
we
are
seeing
few
start
to
consider
the
support
nibility
as
a
quality
attribute
and
basically
that
it
is
a
quality
attribute?
D
D
Since
we
are
seeing
that
the
planet
is
pulling
us
to
say
hey,
it
is
very
cool.
It
is
very
cool
that
you
think
that
the
application
is
fast,
that
it
is
available
with
6-9
availability,
that
it
is
safe,
that
it
is
scalable
that
it
has
been
maintained.
That
is
very
good,
but
we
have
to
think
about
sustainability
as
well
as
we
make
software
that
is
sustainable
and
that
makes
good
use
of
resources
and
that
reduces
the
impact
on
the
environment.
So
it
is
another
super
relevant
trend.
D
It
seems
to
me-
and
obviously
then
it
is
a
very
broad
topic
that
all
the
others
that
I
am
going
to
mention
to
you
is
a
small
world
here.
I
only
bring
something
very
punctual,
and
some
tactics,
for
example,
is
to
deploy
in
green
data
centers
on
green
day.
That
centers
is
a
trend
that
has
been
taking
cloud
platforms
have
been
carrying
out
studies
of
what
impact
the
carbon
footprint
and
how
they
do
to
reduce
emissions
such
as
making
cooling
more
efficient,
such
as
they
use
hardware
with
certain
characteristics.
D
D
D
Make
the
code
work
for
me
and
I
have
to
think
that
being
energetic
enough,
because
it
is
not
easy,
but
they
will
reach
certain
points
where
for
certain
types
of
applications,
it
may
also
be
necessary
to
measure
the
consumption
energy,
the
algorithms
that
can
be
done.
This
is
something
that
I
feel
is
still
in
a
very
early
stage.
D
This
quality
attribute
that
is
in
early
adoption
and
is
that
of
observe
skill.
Another
superior
attribute
has
gained
strength
and
is
basically
skill
of
the
system
is
to
be
able
to
measure
the
current
state
of
the
system.
If
that
is
another
super
broad
topic
and
basically
to
observe-
and
there
are
like
three
large
areas-
one
of
the
metrics
in
the
traces
and
another
in
the
blogs
in
the
metrics-
it
refers
to
being
able
to
have
an
application.
D
True
deployed
in
production
and
I
can
have
numbers
of
what
is
happening
with
that
system
have,
as
a
dashboard,
have
a
kind
of
graph
where
I
can
see,
for
example,
how
our
services
are
consuming
oil,,
where
I
can
see,
for
example,
how
many
users
there
are
at
this
moment,
how
many
recurring
ones
there
are,?
How
many
connections
to
the
database,
yes,
so
I
can
give
all
that
information,
because
I
can
also
begin
to
know
things
about
my
system.
I
could
know,
for
example,
that
my
largest
number
of
users
arrive
at.
D
6
in
the
afternoon,
so
I
could
take
measures
to
say
well.
The
system
is
getting
slow
at
6
because
it
is
when
more
users
connect.
Then
we
could,
I,
don't
know,
put
another
server,.
We
could
scale
a
little
more
and
so
on,,
so
the
metrics
are
a
super
important
part
to
be
able
to
get
them
very
easily
or
as
if
I
had
to
go,
do
a
lot
of
queries,
but
that
I
can
even
see
it
visually
and
even
that
I
can
start
pasting
business
metrics
and
connecting
them
with
those
other
metrics
techniques.
D
Another
important
part
is
the
phrases,
and
the
traces
or
trading
is
a
very
cool
respect,
because
it
is
to
start
doing
what
is
called
instrumenting
the
code
and
it
is
instrumentation
of
the
code.
It
allows
you
to
analyze
problems
in
more
detail,
so
it
allows
you
to
say,
for
example,
that
you
are
going
to
execute
a
process
that
is
for
a
user
to
register
and
that
process
of
registering
the
user
requires.
I,
don't
know
five
steps,
so
one
can
add
traces
in
the
code
to
see
how
each
of
those
five
steps
is
executed.
D
If
you
have
an
application
deployed
in
USB
talk,
for
example,,
there
are
some
ws
services
to
do
observability
with
infrastructure
of
them,
for
example,,
but
also
and
platforms,.
So
we
are
going
to
call
ourselves
eta
grade,,
which
is
called
time
flies,,
where
one
can
create
an
account
on
those
platforms
and
those
platforms
have
mechanisms
to
be
able
to
somehow
connect
the
infrastructure
and
start
doing
a
basic
monitoring.
D
Obviously,
in
that
monitoring
that
observation
varies
depending
on
the
level
of
detail
you
need
and
the
platforms
will
provide
the
options
and
so
on,
or
you
basically
install
your
own
service
observability.
That
is
to
say,
you
install
your
installation,
you
don't
bother,
for
example,
installed
in
your
own
infrastructure
and
does
its
own
monitoring
of
turre
wasserman
ability
without
any
problem
and
all
the
flavors
there
are
to
choose.
D
Another
trend
that
I
liked
a
lot
and
that
I
wanted
to
attract
is
inclusive
design
and
it
is
in
an
evaluation
stage
by
the
ford
words
people.
I
basically
talk
about
accessibility,
and
that
is
that
accessibility
is
a
first-class
quality
attribute
and
not
many
know,
but
accessibility
is
ideally
also
dealt
with
from
the
software
architecture
of
how
we
make
software
accessible.
If
there
are
decisions
that
one
can
make
as
an
architect
as
a
software
designer
in
order
to
make
it
more
accessible,
then
the.
D
Is
precisely
that,
because
what
happens
in
practice
is
that
the
accessibility
of
those
things
that
one
does
later,
like,
well,
production
is
ready,,
you
came
out
and
then
suddenly
they
came
up
with
an
audit
in
a
process,.
So
we
implemented
it
because
already
at
that
moment,
well,
let's
say
that
it
was
required,.
D
D
Another
trend
that
is
very
new,
but
that
is
also
very
cool,
is
what
is
called
architecture
in
iraq,
and
it
is
in
that
concept
that
that
idea
that
we
have
been
bringing
that
normally
the
architecture
of
a
system
goes
on
one
side
and
the
data
goes
on
the
other.
True,
then,
in
the
end,
the
issue
of
data,
or
at
least
in
my
production
experience
andrés
de
mi
bias
perez
from
my
experience.
The
data
will
be
luis,
laberge
like
that
good,
and
where
are
the
data
not
on
those
ftp
servers?
D
There
is
a
text
file
to
read
the
data
from
there
or
where
you
have
to
generate
it,
no,,
then
go
and
put
a
file
next
to
it.
If
this
is
the
database
and
it's
over,
what
this
trend
is
telling
us
is
that
there
is
a
stronger
motivation
to
be
more
aware
of
the
data
and
how
to
ensure
that
the
data
is
treated
well
is
generated.
D
How
can
we
consider
that,?
How
do
we
make
these
models,
for
example,
have
the
data
where
it
is
needed??
How
did
you
take
that
data
to
asia
that
place
where
they
are
going
to
be
processed
and
how
do
I
make
them
be
handled
correctly?
That
task
is
going
to
involve
better
collaboration
between
ideas,
architects.
That
role
is
data
science
in
the
team,
also
with
data
scientists,
so
how
to
start
to
generate
a
better
synergy
so
that
the
data
is
not
simply
like
there
is
the
file
or
there
is
the
model
it
already
generates.
D
D
This
is
a
very
interesting
one
where
what
they
are
doing
is
that
the
nation
initiative
to
think
has
been
going
on
for
a
little
while
and
has
been
gaining
strength
little
by
little,
where
what
is
being
done
is
in
some
way
to
improve
the
way
in
which
one
works
with
event-oriented
architectures
soon.
For
those
who
are
familiar
with
these
architectures
oriented
to
events,
well,.
That
concept,
where
I
have
some,
I,
have
like
some
little
boxes,
true,
I
have
some
applications
that
are
like
event.
D
Let's
say
that
they
simplify
in
a
very
very
simplified
way,
because
that
is
what
one
does,
what
it
does
as
a
broker
and
an
event
list
architecture.
If,
then,
what
the
friends
of
is
in
game
are
doing
is
starting
to
create
a
annotation
where
one
can
do
several
things,.
The
strongest
they
have
at
this
moment
is
to
document
these
architectures,
very
similar
to
what
one
does
with
a
stone,.
So
for
example,
here
they
are
documenting
an
app
and
asynchronous,
true,,
where
what
is
done
is
that
there
is
a
channel,
and
the
channel
can
be
this.
D
This
cylinder
here
that
we
are
giving
them
a
public
message,
and
the
message
is
a
hello
and
something
else,,
for
example,
where
there
is
an
event
called
museums.
There
is
nothing
because
one
knows
that
from
here
to
record,
and
what
I
do
is
that
I
am
going
to
trigger
an
event
and
that
event
is
going
to
have.
It
is
going
to
be
an
object,
the
pei
achievements
to
what
the
event
is
going
to
have.
D
It
is
going
to
be
an
object
that
is
going
to
have
the
full
name,
stay
and
n
the
email
and
that
it
will
be
a
hundred
years,
old,,
look
at
it
as
documentation
and
they
make
a
very
cool
parallel
between
beney
via
or
schwager
and
them,
and
it
is
a
very
similar
annotation,
because
what
they
are
doing
is
creating
everything,
a
whole
language,
an
annotation,
to
be
able
to
document
this
type
of
apis.
Because
before
this,
let's
say
that
there
was
not
such
a
clear
option
to
do
it.
D
And
the
other
trend
that
brought
them
was
this
one
of
low
cotino
coat.
So
all
the
knockout
ecosystem
and
I
know.
Sometimes
we
change
topics
very,
very
drastically,
but
they
are
like
trends
that
have
a
great
impact,
and
that
is
a
very
interesting
topic,
because
in
recent
years
there
has
been
a
very
strong
movement
of
already
having
tools
ready
to
be
able
to
make
prototypes
quickly.
Then
there
are
applications,
for
example,
that
you
breed
little
boxes
and
they
make
you
a
web
application
or
generates
a
mobile
application
for
you.
Then
people
who
they
are
not.
D
They
do
not
know
how
to
program
or
they
have
basic
knowledge.
They
can
make
prototypes
with
this
type
of
applications.
They
are
crazy
if
there
is
very
little
code
to
write
no
with
yes.
Rather,
you
have
to
do
nothing,
although
well
in
my
experience.
Sometimes
you
have
to
do
something
you
have
to
do
this
What.
This.
D
This
can
be
taken
a
step
further,
where
the
crazy,
really
crazy
is
not
only
for
people
who
don't
know
how
to
program,,
but
also
for
developers,
technology
people,,
who
can
also
benefit
from
this,
that
is,.
How
can
you
do
voice
to
move
faster
and
deliver
value
faster?
You
can
make
a
much
better
prototype
supported
by
these
tools.
D
In
this
specific
field,
to
develop
here,
I
put
some,
for
example,
stich
and
for
the
classroom.
They
are
applications
to
move
data,
that
is,
a
lot
of
data
in
mass.
True,
imagine
that
you
have
to
move
data
from
the
shopping
file
and
all
your
data
has
to
be
taken
to
a
database
in
desserts
so,
for
example,.
D
You
don't
wear
yourself
out
doing
the
integration
with
copyright,
but
a
tool
automatically
pushes
the
data
to
you
from
time
to
time
and
the
data
is
already
there
and
it
happens
asterisk,
and
there
is
the
sim
and
other
applications,
for
example,
as
internal
the
me
like
apps
that
are
for
making
applications
that
are
attached
to
a
database,
they
were
attached
on
foot,
it
is
of
applications.
You
can
explain
them,
you
can
version
them
and
it
must
be
said
that
they
are
quite
interesting.
D
Another
interesting
example
is
to
provide
assistance
where
you
cannot
have
all
the
security
issue,
the
users
directly
in
the
application
there
ready,
obviously
that
stretched
a
little
bit
of
code,
but
it
respects
with
its
zoom
system
from
scratch,
because
it
is
wonderful,
another
interesting
option.
Your
country,
your
country,
is
a
tool
in
which
you
give
a
base
of
data
and
money
to
an
api
from
that
base
of
having
an
api
with
security
and
auditing,
and
a
lot
of
files
is
another
tool
that.
A
D
Trend
that
it
had
and
really
thank
you
very
much
to
iu
for
your
time,
and
if
you
have
time
for
a
little
publicity,
it
happens
to
be
through
my
youtube
channel.
You
find
me
with
a
raise
there
that
type
of
e
of
software
architecture
and
also
then,
if
you
like
it,
if
you
want
problems
on
that
topic,
you
can
go
through
the
channel
and
subscribe.
Yes,
yes,
more
thanks.
D
D
But
I
think
that
I
think
that
those
systems-
and
we
are
talking
specifically
about
systems
like
me-
for
convenience
or
with
hard
uri
ability
observability
systems,
because
that
is
what
they
are
really
designed.
For,
yes,
that
is,
to
host
the
typical
metrics
of
cpu
ram
memory,
users,
databases
all
that
and
a
part
can
put
custom
metrics
and
they
are
super
scalable
models
for
ra,
then
I
think
that
works
very
well
and
I
can't
think
of
a
reason
to
say:
I
have
to
separate
them
unless
I
may
have
encountered
a
problem.
B
B
D
D
Extra
chat
there
you
have
it
and
that
will
make
it
easier
for
you
I'm
very
much
in
the
configuration
I
would
start
there
the
same.
If
you
are
idle
the
same.
If
you
are
in
the
work
cloud
in
any
way,
but
apart
from
the
one
I
already
came
And
going
to
what
is
a
very
good
option,,
it
seems
to
me
that
it
is
affordable,.
A
B
Said
my
name
at
the
beginning,
because
we
have
come
to
situations
where
I
forgot
to
say
my
name
and
kristen,
the
guy
from
eight'.
Everything
in
the
conversation
and
omar
has
a
question
for
us
sister
with
you
with
two
years
of
experience.
Seeing
technology
go
up
and
down
with
which
one
do
you
remember
with
the
greatest
disappointment.
D
Is
good?
There
have
been
several
I
think
it
was
a
disappointment.
Interest
was
a
big
exception
about
all
for
those
who
worked
on
large
projects
of
insurance
banks
on
all
those
sectors,
courses
of
being
an
old
imals
of
server
monsters,
200
consultants
set
up
there
and
now
the
mini
cabrio
project
thought
this
was
a
scam
they
had
given
up
their
systems
in
the
long
run.
Nothing
is
dead
yet
out
there,
but
this
is
one
of
the
ones
that
I
perhaps
remember
the
most.
You
know.
B
D
A
A
B
A
B
A
B
D
B
A
A
A
In
the
last
step,
you
will
find
an
eastern
ex
and
the
people
who
find
him
will
be
the
fifth
participating
in
the
draw
we
will
see
from
where
they
were
not
seeing
today
jaime
and
while
people
register
he
returns
from
jim
colombia
and
this
month
for
94
bucaramanga
colombia
or
colombia
in
manuel's
house
enough
people
to
sleeve
yourself
on
this
cable.
Now,
a
man
from
caleño.
B
A
B
C
A
Go
those
who
have
already
registered
can
say
I'm
ready,
we're
going
to
put
are
two
or
three
steps
and
they
are
registered.
You
know
why
we
need
them
to
register,
because
we
can
have
the
list
of
people
who
are
going
to
attend.
We
have
the
amount
of
gift
that
we
are
going
to
have
no,
but
it
is
very
rare
that
they
register
you,
because
they
can
already
keep
track
of
eight
cats
on
twitter,
and
here
they
may
have
come
to
see
all
the
publicity
that
we
are
doing.
A
B
About
talks
always
always
remember
if
they
have
a
talk
or
want
to
talk
about
something
that
they
are
super
interested
in
and
want
to
start
practicing
who
better
place
you
choose
present,
you
want
to
be
a
speaker.
Let
us
know
we
will
help
you
if
you
want
to
make
your
talk,
and
you
already
know
that
we
support
you.
It
is
what
you
need.
A
Great,
if
we
put
there
in
the
chat
that
beginners
are
welcome.
Well,
we
had
Pamela
there.
She
is
a
speaker.
She
has
spoken
in
quite
a
few
conferences
out
there,
but
that
student
do
not
think
that
we
need
here.
We
no
longer
need
apes
and
that
anything
you
are
learning
an
interesting
topic
here.
Are
those
open
to
receive
their
proposals
so
which
ones
they
found.
A
D
A
B
A
B
B
A
A
A
A
A
A
A
Well,
so
as
not
to
prolong
the
streaming
any
longer
we
have,
we
are
leaving,
I
am
taking
over.
Here
we
have
all
the
records
and
we
are
going
to
be
answering
them
by
email.
Also
follow
the
cat
car
account
here.
I
am
going
to
put
on
twitter,
and
here
we
are
going
to
be
naming
today's
winners
in
a
moment,
15
minutes
there
in
the
chat
is
auto.
Cats
is
the
boss
of
twitter.
If
they
don't
have
twitter,
we
can't
fly.
There
are
measures
to
include
on
my
twitter,
it's
from
pérez
18.