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A
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CC B
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SA
li
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se
.
C
o
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r
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s
p
o
nd
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A
uth
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r
:
I
b
r
ah
i
m
A
to
u
m
Dep
ar
t
m
en
t o
f
A
r
tific
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I
n
tel
l
ig
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ce
,
Fac
u
lt
y
o
f
Scien
ce
a
n
d
I
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f
o
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m
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T
ec
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n
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lo
g
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Al
-
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a
y
to
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Un
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v
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o
f
J
o
r
d
an
Am
m
an
,
J
o
r
d
an
E
m
ail: i.
ato
u
m
@
z
u
j
.
ed
u
.
j
o
1.
I
NT
RO
D
UCT
I
O
N
Go
v
er
n
a
n
ce
is
a
f
u
n
d
a
m
en
t
al
f
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a
m
e
w
o
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k
t
h
at
en
co
m
p
a
s
s
es
r
u
les,
p
r
o
ce
s
s
es,
s
tr
u
ct
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r
es,
an
d
in
ter
ac
tio
n
s
to
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m
ak
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n
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d
ali
g
n
ac
tio
n
s
w
i
th
s
ta
k
e
h
o
ld
er
in
ter
est
s
[
1
]
–
[
3
]
.
I
t
in
v
o
lv
e
s
t
h
e
d
is
tr
ib
u
tio
n
o
f
p
o
w
er
,
ac
co
u
n
tab
ilit
y
,
an
d
s
ta
k
eh
o
ld
er
p
ar
ticip
atio
n
[
4
]
,
[
5
]
.
I
n
th
e
co
n
tex
t
o
f
ar
tif
icia
l
in
telli
g
e
n
ce
(
AI
)
,
A
I
g
o
v
er
n
a
n
ce
r
e
f
er
s
to
t
h
e
f
r
a
m
e
w
o
r
k
s
p
ec
if
icall
y
d
esi
g
n
ed
to
m
an
a
g
e
th
e
eth
ical,
le
g
al,
an
d
s
o
cieta
l
i
m
p
lica
tio
n
s
o
f
A
I
tec
h
n
o
lo
g
ies.
T
h
e
r
ap
id
ev
o
lu
tio
n
o
f
tec
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n
o
lo
g
y
n
ec
ess
ita
te
s
r
o
b
u
s
t
A
I
g
o
v
er
n
a
n
ce
s
tr
u
ct
u
r
es
to
ef
f
e
ctiv
el
y
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te
g
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ate
i
n
n
o
v
atio
n
w
it
h
s
a
f
et
y
,
eth
ic
s
,
an
d
s
o
ci
etal
w
ell
-
b
ei
n
g
[
6
]
.
Giv
e
n
t
h
e
p
ac
e
o
f
A
I
ad
v
a
n
ce
m
en
ts
,
it
is
cr
u
c
ial
t
h
at
g
o
v
er
n
an
ce
f
r
a
m
e
w
o
r
k
s
ar
e
r
o
b
u
s
t
b
u
t
also
f
le
x
ib
le
an
d
ad
ap
tiv
e,
allo
w
i
n
g
f
o
r
q
u
ick
r
esp
o
n
s
es
to
e
m
er
g
in
g
c
h
alle
n
g
e
s
an
d
o
p
p
o
r
t
u
n
ities
.
T
h
is
ad
ap
tab
ilit
y
e
n
s
u
r
es
Evaluation Warning : The document was created with Spire.PDF for Python.
I
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2
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8938
I
n
t J
A
r
ti
f
I
n
tell
,
Vo
l.
14
,
No
.
4
,
A
u
g
u
s
t
20
25
:
2
6
5
5
-
2666
2656
th
at
r
e
g
u
la
tio
n
s
ca
n
k
ee
p
p
ac
e
w
ith
tec
h
n
o
lo
g
ical
c
h
an
g
es
w
h
ile
e
f
f
ec
ti
v
el
y
ad
d
r
ess
i
n
g
e
th
ical
a
n
d
s
o
cieta
l
i
m
p
licatio
n
s
.
E
f
f
ec
tiv
e
g
o
v
er
n
a
n
ce
is
cr
u
ci
al
at
all
lev
els,
f
r
o
m
in
d
i
v
id
u
als
m
a
n
ag
in
g
p
er
s
o
n
al
li
v
es
t
o
n
atio
n
s
estab
lis
h
in
g
la
w
s
a
n
d
p
o
licies.
I
t
r
eq
u
ir
es
tr
an
s
p
ar
en
c
y
,
a
cc
o
u
n
tab
ilit
y
,
an
d
s
tr
u
ct
u
r
es
tailo
r
ed
to
s
p
ec
if
ic
is
s
u
es.
A
I
'
s
tr
an
s
f
o
r
m
ati
v
e
p
o
w
er
p
r
esen
t
s
b
o
th
o
p
p
o
r
tu
n
itie
s
an
d
r
is
k
s
,
in
cl
u
d
in
g
p
r
iv
ac
y
co
n
ce
r
n
s
,
b
ias,
an
d
m
is
u
s
e
[
7
]
.
T
h
er
ef
o
r
e,
a
s
tr
o
n
g
g
o
v
er
n
an
ce
f
r
a
m
e
w
o
r
k
is
e
s
s
e
n
tial
to
h
ar
n
es
s
A
I
'
s
b
en
e
f
i
ts
w
h
ile
m
iti
g
ati
n
g
th
ese
r
is
k
s
an
d
en
s
u
r
i
n
g
r
esp
o
n
s
ib
le
d
ev
elo
p
m
en
t a
n
d
d
ep
lo
y
m
e
n
t.
T
o
ac
h
iev
e
e
f
f
ec
t
iv
e
A
I
g
o
v
er
n
an
ce
,
a
co
m
p
r
eh
e
n
s
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e
f
r
a
m
e
w
o
r
k
m
u
s
t
ad
d
r
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s
r
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k
s
t
h
r
o
u
g
h
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t
t
h
e
A
I
li
f
ec
y
cle,
e
m
p
h
as
izin
g
et
h
ical
co
n
s
id
er
atio
n
s
,
s
ta
k
e
h
o
ld
er
in
v
o
l
v
e
m
en
t,
a
n
d
d
ata
q
u
al
it
y
.
Ke
y
p
r
in
cip
le
s
s
u
c
h
as
tr
a
n
s
p
ar
en
c
y
,
ac
co
u
n
tab
ilit
y
,
an
d
h
u
m
a
n
r
ig
h
ts
m
u
s
t
b
e
u
p
h
eld
[
1
]
,
[
2
].
Div
er
s
e
s
ta
k
e
h
o
ld
er
s
in
cl
u
d
in
g
g
o
v
er
n
m
e
n
t
s
,
i
n
ter
n
atio
n
al
o
r
g
a
n
izatio
n
s
,
a
n
d
civ
il
s
o
ciet
y
s
h
o
u
ld
co
llab
o
r
ate
to
tack
le
th
e
ch
alle
n
g
e
s
p
o
s
ed
b
y
r
ap
id
tech
n
o
lo
g
ical
ch
a
n
g
e.
B
est
p
r
ac
tices
in
v
o
lv
e
ad
ap
ti
v
e
g
o
v
er
n
a
n
ce
,
tech
n
ica
l
ex
p
er
tis
e,
an
d
h
ar
m
o
n
ized
i
n
t
e
r
n
atio
n
al
r
eg
u
lat
io
n
s
to
b
alan
c
e
p
u
b
lic
tr
u
s
t
w
it
h
i
n
n
o
v
atio
n
.
C
r
itical
r
eg
u
lato
r
y
co
n
tr
o
ls
with
i
n
A
I
g
o
v
er
n
an
ce
f
r
a
m
e
w
o
r
k
s
ar
e
v
ital
f
o
r
estab
lis
h
in
g
s
af
eg
u
ar
d
s
an
d
o
v
er
s
i
g
h
t
m
ec
h
a
n
i
s
m
s
.
T
h
is
s
t
u
d
y
w
i
ll
e
x
p
lo
r
e
ess
e
n
ti
al
co
n
tr
o
ls
i
n
te
g
r
al
to
ef
f
ec
ti
v
e
A
I
g
o
v
er
n
a
n
ce
,
in
cl
u
d
in
g
d
ata
g
o
v
er
n
a
n
ce
,
r
i
s
k
m
a
n
a
g
e
m
e
n
t,
an
d
h
u
m
a
n
o
v
er
s
ig
h
t.
Un
d
er
s
ta
n
d
in
g
v
ar
i
o
u
s
A
I
g
o
v
er
n
a
n
ce
ap
p
r
o
ac
h
es
b
ased
o
n
d
r
iv
in
g
f
o
r
ce
s
r
ev
ea
ls
d
i
f
f
er
i
n
g
m
o
ti
v
atio
n
s
b
eh
i
n
d
r
eg
u
l
ato
r
y
f
r
a
m
e
w
o
r
k
s
.
Ma
r
k
et
-
d
r
i
v
en
ap
p
r
o
ac
h
es
p
r
io
r
itize
in
n
o
v
atio
n
,
w
h
ile
s
tate
-
d
r
iv
e
n
ap
p
r
o
ac
h
es
e
m
p
h
asize
co
n
tr
o
l
a
n
d
s
tab
ilit
y
,
a
n
d
r
ig
h
t
s
-
d
r
i
v
en
a
p
p
r
o
ac
h
es
f
o
cu
s
o
n
p
r
o
tectin
g
in
d
i
v
id
u
al
s
.
Fo
r
in
s
ta
n
ce
,
th
e
U
n
ited
State
s
e
m
p
h
a
s
izes
m
ar
k
et
-
d
r
iv
en
i
n
n
o
v
atio
n
[
8
]
,
w
h
ile
C
h
i
n
a
p
r
io
r
itizes
s
tate
co
n
tr
o
l
[
9
]
.
S
in
g
ap
o
r
e
p
r
o
m
o
tes
f
air
n
e
s
s
[
1
0
]
,
I
n
d
ia
e
m
p
h
a
s
iz
es
eth
ica
l
ad
o
p
tio
n
[
1
1
]
,
an
d
th
e
E
u
r
o
p
ea
n
Un
io
n
(
E
U)
lead
s
w
i
th
a
r
ig
h
t
s
-
d
r
iv
en
f
r
a
m
e
w
o
r
k
,
n
o
t
ab
ly
t
h
e
A
I
a
ct
[
1
2
]
.
E
ac
h
a
p
p
r
o
ac
h
h
as
d
is
tin
ct
s
tr
e
n
g
th
s
an
d
w
ea
k
n
ess
e
s
,
r
ein
f
o
r
ci
n
g
t
h
e
n
ee
d
f
o
r
a
b
ala
n
ce
d
g
o
v
er
n
an
ce
m
o
d
el
th
at
e
n
co
u
r
ag
e
s
in
n
o
v
a
tio
n
w
h
ile
s
a
f
eg
u
ar
d
in
g
s
o
cieta
l
in
ter
est
s
.
W
h
ile
e
x
is
t
in
g
r
esear
c
h
h
as
ex
a
m
i
n
ed
n
u
m
er
o
u
s
asp
ec
t
s
o
f
A
I
g
o
v
er
n
a
n
ce
s
u
c
h
as
g
lo
b
al
f
r
a
m
e
w
o
r
k
s
[
1
3
]
,
[
1
4
]
,
eth
ical
co
n
s
id
er
atio
n
s
[
1
5
]
–
[
1
9
]
,
r
eg
u
lato
r
y
f
r
a
m
e
w
o
r
k
s
a
n
d
b
est
p
r
ac
tices
[
2
0
]
–
[
2
3
]
,
an
d
is
s
u
es
o
f
tr
an
s
p
ar
en
c
y
a
n
d
ac
co
u
n
tab
ilit
y
[
1
3
]
,
[
1
7
]
al
o
n
g
s
id
e
h
u
m
an
r
i
g
h
t
s
[
1
3
]
,
[
2
4
]
s
ev
er
al
i
m
p
o
r
tan
t
co
n
ce
p
ts
r
e
m
ai
n
u
n
d
er
ex
p
lo
r
ed
.
No
tab
ly
,
t
h
ese
s
t
u
d
ies
lac
k
a
th
o
r
o
u
g
h
a
n
al
y
s
i
s
o
f
th
e
AI
s
y
s
te
m
li
f
ec
y
cle
an
d
d
o
n
o
t
p
r
o
v
id
e
a
c
o
m
p
r
eh
en
s
i
v
e
f
r
a
m
e
w
o
r
k
t
h
at
ali
g
n
s
r
eg
u
la
to
r
y
m
ea
s
u
r
e
s
w
it
h
its
d
i
s
tin
c
t
p
h
ase
s
.
T
h
e
y
also
f
ail
to
in
v
es
tig
a
te
th
e
r
o
les
o
f
s
tak
e
h
o
ld
er
s
i
n
s
h
ap
in
g
AI
g
o
v
er
n
a
n
ce
f
r
a
m
e
w
o
r
k
s
.
A
d
d
itio
n
all
y
,
th
er
e
i
s
li
m
ited
d
is
c
u
s
s
io
n
o
n
h
o
w
d
r
i
v
in
g
f
o
r
ce
s
,
s
u
ch
a
s
tech
n
o
lo
g
ical
ad
v
an
ce
m
e
n
ts
a
n
d
s
o
cieta
l
co
n
ce
r
n
s
,
i
m
p
ac
t
A
I
g
o
v
er
n
an
ce
ap
p
r
o
ac
h
es.
F
u
r
th
er
m
o
r
e,
th
e
s
t
u
d
ies
d
o
n
o
t
ad
eq
u
atel
y
ad
d
r
ess
m
ar
k
et
-
d
r
iv
e
n
g
o
v
er
n
a
n
ce
ch
alle
n
g
e
s
an
d
t
h
eir
m
it
ig
at
io
n
s
,
n
o
r
ex
p
lo
r
e
r
ig
h
ts
-
b
ased
g
o
v
er
n
an
ce
c
h
alle
n
g
es a
n
d
r
ele
v
an
t
s
tr
ateg
ies.
I
n
r
esp
o
n
s
e,
th
i
s
s
t
u
d
y
p
r
ese
n
ts
a
co
m
p
r
eh
e
n
s
iv
e
A
I
g
o
v
e
r
n
an
ce
f
r
a
m
e
w
o
r
k
d
esi
g
n
ed
to
m
i
tig
ate
in
h
er
e
n
t
r
i
s
k
s
as
s
o
ciate
d
w
it
h
A
I
b
y
e
m
p
h
a
s
izin
g
r
e
g
u
lato
r
y
co
n
tr
o
ls
th
r
o
u
g
h
o
u
t
th
e
en
t
i
r
e
s
y
s
te
m
li
f
ec
y
c
le.
B
y
h
i
g
h
li
g
h
tin
g
th
e
i
m
p
o
r
tan
c
e
o
f
et
h
ical
co
n
s
id
er
atio
n
s
a
n
d
s
ta
k
eh
o
ld
er
en
g
a
g
e
m
en
t,
th
e
f
r
a
m
e
w
o
r
k
ai
m
s
to
f
o
s
ter
tr
u
s
t
in
A
I
tec
h
n
o
lo
g
ie
s
.
Ke
y
ele
m
en
t
s
s
u
c
h
a
s
tr
an
s
p
ar
en
c
y
,
ac
co
u
n
tab
il
it
y
,
a
n
d
h
u
m
a
n
r
i
g
h
ts
ar
e
ce
n
tr
al
to
t
h
is
ex
p
lo
r
atio
n
,
ad
v
o
ca
tin
g
f
o
r
in
ter
p
r
etab
ilit
y
i
n
A
I
s
y
s
te
m
s
a
n
d
r
o
b
u
s
t
d
ata
p
r
o
tectio
n
m
ea
s
u
r
es.
T
h
is
f
o
u
n
d
atio
n
al
ap
p
r
o
ac
h
en
s
u
r
es
t
h
at
A
I
tec
h
n
o
lo
g
ies
ar
e
ef
f
ec
t
iv
e
a
n
d
ali
g
n
ed
with
s
o
cieta
l
v
al
u
e
s
,
th
er
eb
y
p
r
o
m
o
tin
g
p
u
b
lic
co
n
f
id
en
ce
in
t
h
eir
d
ep
lo
y
m
e
n
t.
R
ec
o
g
n
izi
n
g
th
e
s
i
g
n
if
ica
n
t
c
h
allen
g
es
p
o
s
ed
b
y
A
I
,
th
e
s
t
u
d
y
e
x
a
m
i
n
e
s
t
h
e
d
iv
er
s
e
s
tr
ate
g
ies
s
ta
tes,
co
m
p
a
n
ies,
a
n
d
i
n
ter
n
atio
n
al
o
r
g
an
izatio
n
s
e
m
p
lo
y
to
n
av
i
g
ate
t
h
ese
co
m
p
lex
i
ties
.
T
h
es
e
s
tr
ateg
ie
s
i
n
cl
u
d
e
ad
o
p
tin
g
r
eg
u
lato
r
y
f
r
a
m
e
w
o
r
k
s
to
k
ee
p
p
ac
e
w
i
th
r
ap
id
tech
n
o
lo
g
ical
ad
v
a
n
ce
m
e
n
ts
a
n
d
ad
d
r
ess
in
g
et
h
ical
d
ile
m
m
as
ar
is
i
n
g
f
r
o
m
A
I
ap
p
licatio
n
s
.
T
h
e
s
tu
d
y
o
f
f
er
s
p
r
ac
tical
s
o
lu
tio
n
s
,
s
u
ch
a
s
in
v
esti
n
g
i
n
tech
n
ical
ex
p
er
tis
e
an
d
en
h
a
n
cin
g
i
n
ter
n
atio
n
al
co
o
r
d
in
atio
n
,
w
h
ic
h
ar
e
cr
u
cial
f
o
r
d
ev
elo
p
in
g
e
f
f
ec
tiv
e
g
o
v
er
n
a
n
ce
s
tr
u
ct
u
r
es.
B
y
a
n
al
y
zin
g
th
e
s
e
v
ar
ied
ap
p
r
o
ac
h
es,
t
h
e
s
t
u
d
y
ai
m
s
to
p
r
o
v
id
e
a
co
m
p
r
eh
en
s
i
v
e
o
v
er
v
ie
w
o
f
h
o
w
d
i
f
f
er
en
t e
n
titi
e
s
r
es
p
o
n
d
to
A
I
g
o
v
er
n
a
n
ce
'
s
ch
a
llen
g
es.
Fu
r
t
h
er
m
o
r
e,
th
i
s
s
tu
d
y
s
ee
k
s
to
id
en
tify
b
est
p
r
ac
tice
s
,
ch
al
len
g
e
s
,
an
d
o
p
p
o
r
tu
n
it
ies
f
o
r
o
p
tim
izin
g
A
I
g
o
v
er
n
an
ce
m
o
d
el
s
.
I
t
ai
m
s
to
a
n
s
w
er
cr
it
ical
r
esear
c
h
q
u
e
s
tio
n
s
:
h
o
w
ca
n
e
f
f
ec
ti
v
e
A
I
g
o
v
er
n
a
n
ce
b
e
en
s
u
r
ed
th
r
o
u
g
h
o
u
t
th
e
A
I
li
f
ec
y
cle?
Ho
w
d
o
v
ar
io
u
s
g
o
v
e
r
n
an
ce
ap
p
r
o
ac
h
es
—
m
ar
k
et
-
d
r
iv
en
,
s
tate
-
d
r
iv
e
n
,
an
d
r
ig
h
t
s
-
d
r
iv
e
n
—
i
m
p
ac
t
th
e
o
v
er
all
ef
f
ec
tiv
e
n
es
s
o
f
A
I
g
o
v
er
n
an
ce
f
r
a
m
e
w
o
r
k
s
?
T
h
e
f
in
d
in
g
s
w
i
ll
in
f
o
r
m
p
o
licy
m
a
k
er
s
,
i
n
d
u
s
tr
y
lead
er
s
,
ci
v
il
s
o
ciet
y
o
r
g
a
n
izatio
n
s
,
an
d
o
t
h
er
s
tak
e
h
o
ld
er
s
,
g
u
id
in
g
t
h
eir
e
f
f
o
r
ts
to
s
h
ap
e
a
f
u
t
u
r
e
w
h
er
e
A
I
is
u
s
e
d
r
esp
o
n
s
ib
l
y
a
n
d
eq
u
itab
l
y
f
o
r
th
e
b
etter
m
e
n
t
o
f
h
u
m
an
i
t
y
.
B
y
co
n
tr
ib
u
ti
n
g
to
a
n
u
a
n
ce
d
u
n
d
er
s
tan
d
i
n
g
o
f
AI
p
o
licy
d
ev
elo
p
m
e
n
t,
t
h
e
s
t
u
d
y
a
i
m
s
to
en
s
u
r
e
th
a
t
g
o
v
er
n
a
n
ce
f
r
a
m
e
w
o
r
k
s
ar
e
ef
f
ec
tiv
e
a
n
d
r
elev
a
n
t to
th
e
e
v
o
lv
i
n
g
lan
d
s
ca
p
e
o
f
AI
.
T
h
is
r
esear
ch
h
y
p
o
th
e
s
izes
t
h
at
i
m
p
le
m
en
tin
g
a
co
m
p
r
e
h
en
s
iv
e
g
o
v
er
n
an
ce
f
r
a
m
e
w
o
r
k
p
r
io
r
itizin
g
eth
ical
co
n
s
id
er
atio
n
s
a
n
d
s
t
ak
eh
o
ld
er
e
n
g
a
g
e
m
en
t
w
i
ll
s
ig
n
i
f
ica
n
tl
y
e
n
h
a
n
ce
tr
u
s
t
i
n
A
I
tech
n
o
lo
g
ie
s
.
Ulti
m
a
tel
y
,
t
h
e
g
o
al
i
s
to
cr
ea
te
a
r
eg
u
lato
r
y
e
n
v
ir
o
n
m
e
n
t
th
at
s
a
f
e
g
u
ar
d
s
p
u
b
lic
i
n
ter
es
ts
.
W
h
ile
f
o
s
ter
in
g
in
n
o
v
atio
n
,
e
n
ab
lin
g
t
h
e
r
esp
o
n
s
ib
le
ad
v
a
n
ce
m
en
t o
f
A
I
tech
n
o
lo
g
ies.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
n
t J
A
r
ti
f
I
n
tell
I
SS
N:
2252
-
8938
Un
p
a
ck
in
g
t
h
e
d
r
ivers
o
f a
r
tifi
cia
l in
tellig
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eg
u
la
tio
n
:
d
r
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fo
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s
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(
I
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to
u
m
)
2657
A
d
d
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al
l
y
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th
is
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m
en
tio
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g
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er
n
an
ce
ap
p
r
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ac
h
es.
T
h
e
in
ter
s
ec
tio
n
o
f
m
ar
k
et
a
n
d
r
ig
h
t
s
e
m
p
h
asize
s
f
o
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ter
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g
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n
o
v
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w
h
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ic
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r
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g
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ess
ca
n
co
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i
s
t
w
it
h
f
u
n
d
a
m
en
tal
f
r
ee
d
o
m
s
.
Si
m
ilar
l
y
,
t
h
e
o
v
er
lap
b
et
w
ee
n
s
tate
an
d
r
ig
h
t
s
s
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g
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ts
t
h
at
t
h
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tate
ca
n
en
s
u
r
e
s
o
cieta
l
d
ev
elo
p
m
e
n
t
is
al
ig
n
ed
w
it
h
eth
ical
p
r
in
cip
les
an
d
h
u
m
a
n
r
i
g
h
ts
.
At
t
h
e
ce
n
ter
,
w
h
er
e
all
th
r
ee
ap
p
r
o
ac
h
es
co
n
v
er
g
e,
lie
s
a
b
ala
n
ce
d
f
r
a
m
e
w
o
r
k
th
a
t
p
r
o
m
o
te
s
in
n
o
v
atio
n
,
p
u
b
lic
s
af
e
t
y
,
et
h
i
ca
l stan
d
ar
d
s
,
an
d
eq
u
it
y
.
I
n
s
ec
tio
n
2
,
w
e
p
r
esen
t
cr
iti
ca
l
r
eg
u
lato
r
y
co
n
tr
o
ls
w
it
h
i
n
A
I
g
o
v
er
n
an
ce
f
r
a
m
e
w
o
r
k
s
.
Sectio
n
3
r
ev
ie
w
s
A
I
g
o
v
er
n
a
n
ce
ap
p
r
o
ac
h
es
b
ased
o
n
d
r
iv
i
n
g
f
o
r
c
es
.
Sectio
n
4
o
u
tl
in
e
s
m
iti
g
at
in
g
co
n
f
lict
s
i
n
A
I
g
o
v
er
n
a
n
ce
:
a
b
alan
ce
d
ap
p
r
o
ac
h
,
an
d
s
ec
tio
n
5
co
n
clu
d
es t
h
e
s
t
u
d
y
.
2.
RE
G
UL
AT
O
RY
CO
N
T
RO
L
S W
I
T
H
I
N
AI
G
O
VE
R
NA
NCE F
RAM
E
WO
RK
S
E
f
f
ec
tiv
e
A
I
g
o
v
er
n
an
ce
n
ec
e
s
s
itate
s
a
r
o
b
u
s
t
f
r
a
m
e
w
o
r
k
t
h
at
i
n
cl
u
d
es
cr
i
tical
r
e
g
u
lato
r
y
co
n
tr
o
ls
d
esig
n
ed
to
m
iti
g
ate
t
h
e
i
n
h
er
en
t
r
is
k
s
ass
o
ciate
d
w
it
h
AI
m
o
d
els
a
n
d
s
y
s
te
m
s
[
2
5
]
.
T
h
is
g
o
v
er
n
a
n
ce
is
ess
e
n
tial
t
h
r
o
u
g
h
o
u
t
t
h
e
A
I
s
y
s
te
m
l
if
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y
cle,
f
r
o
m
i
n
it
ial
p
r
o
b
lem
id
en
tific
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to
o
n
g
o
in
g
m
ai
n
te
n
an
ce
.
T
h
e
A
I
s
y
s
te
m
li
f
ec
y
cle
e
m
p
h
asizes
t
h
e
i
m
p
o
r
tan
ce
o
f
et
h
ic
al
co
n
s
id
er
atio
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s
an
d
g
o
v
er
n
a
n
ce
at
e
v
er
y
s
tag
e
,
as
ill
u
s
tr
ated
i
n
F
ig
u
r
e
1
.
Ke
y
ele
m
e
n
ts
o
f
t
h
i
s
f
r
a
m
e
w
o
r
k
e
n
co
m
p
as
s
s
ta
k
e
h
o
ld
er
in
v
o
lv
e
m
en
t,
d
ata
q
u
alit
y
an
d
p
r
iv
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y
,
b
ias
m
it
ig
atio
n
,
m
o
n
ito
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n
g
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d
e
v
al
u
atio
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r
is
k
as
s
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s
m
en
t,
u
p
d
ates
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n
d
i
m
p
r
o
v
e
m
en
t
s
,
et
h
ical
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d
its
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a
n
d
co
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o
u
s
as
s
ess
m
en
t.
S
u
ch
a
co
m
p
r
eh
e
n
s
iv
e
ap
p
r
o
ac
h
en
s
u
r
e
s
t
h
at
A
I
s
y
s
t
e
m
s
ar
e
d
e
v
elo
p
ed
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d
d
ep
lo
y
ed
r
esp
o
n
s
ib
l
y
an
d
eth
icall
y
,
th
er
eb
y
f
o
s
ter
i
n
g
tr
u
s
t in
A
I
tec
h
n
o
lo
g
y
.
T
r
an
s
p
ar
en
cy
,
ac
co
u
n
tab
ilit
y
,
an
d
h
u
m
an
r
i
g
h
t
s
ar
e
f
o
u
n
d
atio
n
al
p
r
in
cip
les
t
h
at
g
u
id
e
r
esp
o
n
s
ib
le
A
I
d
e
v
elo
p
m
e
n
t
a
n
d
d
ep
lo
y
m
en
t
[
2
6
]
.
A
I
s
y
s
te
m
s
m
u
s
t
b
e
ex
p
lai
n
ab
le
to
ali
g
n
w
i
t
h
t
h
ese
p
r
in
cip
les,
allo
w
i
n
g
u
s
er
s
a
n
d
s
ta
k
eh
o
l
d
er
s
to
u
n
d
er
s
ta
n
d
th
e
d
ec
i
s
io
n
-
m
a
k
i
n
g
p
r
o
ce
s
s
es
i
n
v
o
lv
ed
.
A
d
d
itio
n
all
y
,
r
ig
o
r
o
u
s
d
ata
p
r
o
tectio
n
m
ea
s
u
r
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m
u
s
t
b
e
e
n
f
o
r
ce
d
to
s
af
eg
u
ar
d
in
d
i
v
id
u
al
p
r
iv
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n
d
m
ai
n
tai
n
p
u
b
li
c
co
n
f
id
e
n
ce
i
n
A
I
ap
p
licatio
n
s
[
6
]
.
Me
an
i
n
g
f
u
l
e
n
g
ag
e
m
e
n
t
w
it
h
s
ta
k
e
h
o
ld
er
s
is
also
cr
iti
ca
l,
as
it
p
r
o
m
o
te
s
d
iv
er
s
e
p
er
s
p
ec
tiv
es
a
n
d
th
e
e
s
tab
lis
h
m
e
n
t o
f
ef
f
ec
ti
v
e
r
ed
r
ess
m
ec
h
a
n
is
m
s
[
2
7
]
.
E
f
f
ec
tiv
e
e
n
f
o
r
ce
m
e
n
t
m
ec
h
a
n
is
m
s
ar
e
n
ec
es
s
ar
y
to
en
s
u
r
e
co
m
p
lia
n
ce
w
i
th
estab
li
s
h
ed
g
u
id
eli
n
e
s
an
d
r
eg
u
latio
n
s
,
in
cl
u
d
i
n
g
p
en
altie
s
f
o
r
n
o
n
-
co
m
p
lia
n
ce
[
2
8
]
.
T
h
ese
m
ea
s
u
r
es
r
ein
f
o
r
ce
th
e
i
m
p
o
r
ta
n
ce
o
f
ad
h
er
in
g
to
eth
ical
s
tan
d
ar
d
s
w
ith
in
A
I
g
o
v
er
n
a
n
ce
.
B
y
p
r
io
r
itizin
g
th
e
s
e
ele
m
e
n
t
s
,
o
r
g
an
izatio
n
s
ca
n
cu
lti
v
ate
a
c
u
lt
u
r
e
o
f
r
e
s
p
o
n
s
i
b
ilit
y
a
n
d
tr
u
s
t
i
n
A
I
tec
h
n
o
l
o
g
ies
w
h
ile
e
f
f
ec
ti
v
el
y
ad
d
r
ess
in
g
p
o
ten
t
ial
r
is
k
s
ass
o
ciate
d
w
it
h
th
eir
u
s
e.
T
h
is
ap
p
r
o
ac
h
en
h
a
n
ce
s
th
e
et
h
ical
d
ep
lo
y
m
e
n
t
o
f
A
I
an
d
a
lig
n
s
w
it
h
b
r
o
ad
er
s
o
cieta
l v
al
u
es a
n
d
leg
al
r
eq
u
i
r
e
m
en
t
s
,
en
s
u
r
i
n
g
t
h
at
A
I
tec
h
n
o
lo
g
ies b
e
n
ef
i
t a
ll st
a
k
e
h
o
ld
er
s
in
v
o
lv
ed
.
Fig
u
r
e
1
.
A
r
ti
f
icial
i
n
telli
g
e
n
c
e
g
o
v
er
n
a
n
ce
:
a
li
f
elo
n
g
co
m
m
it
m
e
n
t
As
ill
u
s
tr
ated
i
n
T
ab
le
1
,
a
co
m
p
r
e
h
en
s
iv
e
co
n
tr
o
l
m
a
tr
i
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ca
n
e
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f
ec
ti
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el
y
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ap
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e
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e
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o
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e
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is
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ct
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ase
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Fi
g
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r
e
1
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T
h
is
tab
le
r
ev
ea
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cr
itical
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eg
u
lato
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y
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ee
d
s
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o
r
A
I
d
ev
el
o
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m
e
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iall
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o
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m
e
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t,
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ata
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llectio
n
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I
g
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er
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ce
e
m
er
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f
r
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m
a
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y
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ic
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ter
p
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y
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m
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e
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ld
er
s
.
Go
v
er
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e
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en
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r
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n
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(
e.
g
.
,
E
U
A
I
A
ct)
,
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h
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u
ltil
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o
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ies
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o
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izatio
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o
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o
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ic
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-
o
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d
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(
OE
C
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U
n
ited
Natio
n
s
(
UN)
)
estab
lis
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g
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id
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g
p
r
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ta
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ar
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s
.
I
n
d
u
s
tr
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el
f
-
r
eg
u
latio
n
Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
2
2
5
2
-
8938
I
n
t J
A
r
ti
f
I
n
tell
,
Vo
l.
14
,
No
.
4
,
A
u
g
u
s
t
20
25
:
2
6
5
5
-
2666
2658
co
m
p
le
m
e
n
ts
th
e
s
e
e
f
f
o
r
ts
,
a
n
d
civ
il
s
o
ciet
y
ad
v
o
ca
tes
f
o
r
h
u
m
a
n
r
i
g
h
ts
a
n
d
p
u
b
lic
i
n
ter
est
s
.
Mo
r
eo
v
er
,
co
llab
o
r
ativ
e
in
it
iati
v
es
f
o
s
ter
in
cl
u
s
i
v
e
d
ialo
g
u
e
an
d
d
i
v
er
s
e
p
er
s
p
ec
tiv
e
s
.
Ulti
m
atel
y
,
T
ab
le
2
d
etails
th
e
r
o
les
o
f
th
ese
k
e
y
s
tak
e
h
o
ld
er
s
in
s
h
ap
i
n
g
t
h
e
A
I
r
eg
u
l
ato
r
y
la
n
d
s
ca
p
e.
A
I
r
eg
u
la
ti
o
n
r
eq
u
ir
es
d
iv
er
s
e
s
tak
e
h
o
ld
er
s
:
g
o
v
er
n
m
e
n
ts
,
i
n
t
er
n
atio
n
al
b
o
d
ies,
in
d
u
s
tr
y
,
an
d
civ
il
s
o
ciet
y
.
A
co
llab
o
r
ativ
e
ap
p
r
o
ac
h
en
s
u
r
es
r
esp
o
n
s
ib
le
A
I
d
ev
elo
p
m
en
t.
T
ab
le
1
.
Ma
tr
ix
o
f
r
eg
u
lato
r
y
co
n
tr
o
ls
in
A
I
g
o
v
er
n
a
n
ce
f
r
a
m
e
w
o
r
k
s
R
e
g
u
l
a
t
o
r
y
c
o
n
t
r
o
l
D
e
si
g
n
a
n
d
d
e
v
e
l
o
p
me
n
t
D
a
t
a
c
o
l
l
e
c
t
i
o
n
M
o
d
e
l
d
e
v
e
l
o
p
me
n
t
D
e
p
l
o
y
m
e
n
t
M
o
n
i
t
o
r
i
n
g
M
a
i
n
t
e
n
a
n
c
e
R
i
s
k
a
sse
ssm
e
n
t
H
i
g
h
M
e
d
i
u
m
H
i
g
h
M
e
d
i
u
m
L
o
w
L
o
w
T
r
a
n
sp
a
r
e
n
c
y
M
e
d
i
u
m
L
o
w
H
i
g
h
H
i
g
h
M
e
d
i
u
m
L
o
w
H
u
ma
n
r
i
g
h
t
s
M
e
d
i
u
m
H
i
g
h
M
e
d
i
u
m
H
i
g
h
L
o
w
M
e
d
i
u
m
O
v
e
r
si
g
h
t
L
o
w
M
e
d
i
u
m
H
i
g
h
H
i
g
h
H
i
g
h
M
e
d
i
u
m
S
t
a
k
e
h
o
l
d
e
r
e
n
g
a
g
e
me
n
t
M
e
d
i
u
m
L
o
w
M
e
d
i
u
m
H
i
g
h
H
i
g
h
M
e
d
i
u
m
En
f
o
r
c
e
me
n
t
L
o
w
L
o
w
L
o
w
M
e
d
i
u
m
H
i
g
h
L
o
w
T
ab
le
2
.
Stak
eh
o
ld
er
r
o
les
in
A
I
g
o
v
er
n
a
n
ce
f
r
a
m
e
w
o
r
k
d
ev
elo
p
m
e
n
t
S
t
a
k
e
h
o
l
d
e
r
g
r
o
u
p
R
e
g
u
l
a
t
o
r
y
i
n
st
r
u
me
n
t
s
D
e
scri
p
t
i
o
n
N
a
t
i
o
n
a
l
a
n
d
r
e
g
i
o
n
a
l
g
o
v
e
r
n
me
n
t
s
L
e
g
i
sl
a
t
i
o
n
a
n
d
r
e
g
u
l
a
t
i
o
n
M
a
n
d
a
t
o
r
y
r
e
q
u
i
r
e
me
n
t
s (e
.
g
.
,
EU
A
I
a
c
t
)
M
u
l
t
i
l
a
t
e
r
a
l
b
o
d
i
e
s (O
EC
D
,
U
N
)
P
r
i
n
c
i
p
l
e
s,
g
u
i
d
e
l
i
n
e
s a
n
d
s
t
a
n
d
a
r
d
s
T
e
mp
l
a
t
e
s fo
r
g
o
v
e
r
n
me
n
t
s
I
n
d
u
st
r
y
(
c
o
mp
a
n
i
e
s,
a
sso
c
i
a
t
i
o
n
s)
V
o
l
u
n
t
a
r
y
f
r
a
mew
o
r
k
s a
n
d
b
e
st
p
r
a
c
t
i
c
e
s
S
e
l
f
-
r
e
g
u
l
a
t
i
o
n
f
o
r
me
mb
e
r
s
C
i
v
i
l
so
c
i
e
t
y
(
n
o
n
-
g
o
v
e
r
n
me
n
t
a
l
o
r
g
a
n
i
z
a
t
i
o
n
s (N
G
O
s)
,
a
c
a
d
e
mi
a
)
A
d
v
o
c
a
c
y
a
n
d
p
u
b
l
i
c
i
n
t
e
r
e
st
P
u
b
l
i
c
r
e
p
r
e
se
n
t
a
t
i
o
n
i
n
c
o
n
t
r
o
l
s
T
h
e
k
e
y
r
eg
u
lato
r
y
ch
al
len
g
es
in
A
I
g
o
v
er
n
an
ce
,
as
s
h
o
w
n
in
T
ab
le
3
,
in
clu
d
i
n
g
th
e
r
ap
id
tech
n
o
lo
g
ical
co
m
p
le
x
it
y
a
n
d
ev
o
lu
t
io
n
o
f
o
p
aq
u
e
A
I
s
y
s
t
e
m
s
,
o
u
tp
ac
in
g
p
o
lic
y
m
a
k
er
s
'
ab
ilit
y
to
d
e
v
elo
p
ap
p
r
o
p
r
iate
co
n
tr
o
ls
[
1
5
]
,
[
2
9
]
.
Mo
r
e
o
v
er
,
th
er
e
is
a
n
ee
d
t
o
b
alan
ce
en
ab
lin
g
b
en
e
f
icial
A
I
in
n
o
v
atio
n
an
d
i
m
p
le
m
en
t
in
g
s
u
f
f
icie
n
t
s
a
f
eg
u
ar
d
s
[
3
0
]
.
Fu
r
th
er
m
o
r
e,
tr
an
s
lati
n
g
h
ig
h
-
le
v
el
eth
ics
in
to
co
n
cr
ete
r
eq
u
ir
e
m
en
ts
w
h
ile
n
a
v
i
g
ati
n
g
te
n
s
io
n
s
is
c
h
alle
n
g
in
g
[
1
6
]
.
I
n
ad
d
itio
n
,
as
s
es
s
i
n
g
an
d
e
n
f
o
r
ci
n
g
co
m
p
lia
n
ce
is
co
m
p
lex
[
2
9
]
.
C
o
m
p
o
u
n
d
in
g
th
e
s
e
ch
alle
n
g
e
s
is
th
e
cla
s
h
b
et
w
ee
n
A
I
'
s
g
lo
b
al
r
ea
ch
an
d
n
atio
n
al/r
eg
io
n
a
l
r
eg
u
lat
io
n
s
h
i
n
d
er
in
g
co
o
r
d
in
atio
n
[
3
1
]
.
A
d
d
itio
n
all
y
,
r
eg
u
lato
r
s
o
f
te
n
n
ee
d
m
o
r
e
tec
h
n
ical
ex
p
er
ti
s
e
an
d
r
eso
u
r
ce
s
to
k
ee
p
p
ac
e
[
3
2
]
.
Mo
r
eo
v
er
,
u
n
ce
r
tai
n
t
y
ar
o
u
n
d
lo
n
g
-
ter
m
i
m
p
ac
ts
m
a
k
es
it
d
if
f
icu
lt
to
a
n
ticip
ate
an
d
ad
d
r
ess
p
o
ten
t
ial
h
ar
m
s
[
3
3
]
.
Fin
all
y
,
m
ai
n
tai
n
in
g
p
u
b
lic
tr
u
s
t,
w
h
ich
r
eq
u
ir
e
s
tr
an
s
p
ar
en
c
y
an
d
d
ialo
g
u
e,
is
ess
e
n
tial b
u
t c
h
al
len
g
i
n
g
[
1
7
]
.
T
ab
le
3
.
Key
ch
al
len
g
es a
n
d
b
est p
r
ac
tices in
A
I
g
o
v
er
n
a
n
ce
C
h
a
l
l
e
n
g
e
B
e
st
p
r
a
c
t
i
c
e
s
R
a
p
i
d
t
e
c
h
n
o
l
o
g
i
c
a
l
c
o
mp
l
e
x
i
t
y
a
n
d
e
v
o
l
u
t
i
o
n
o
f
o
p
a
q
u
e
A
I
sy
st
e
ms
C
o
l
l
a
b
o
r
a
t
i
v
e
d
e
v
e
l
o
p
me
n
t
o
f
b
a
l
a
n
c
e
d
f
r
a
me
w
o
r
k
s,
i
t
e
r
a
t
i
v
e
a
n
d
a
d
a
p
t
i
v
e
g
o
v
e
r
n
a
n
c
e
B
a
l
a
n
c
i
n
g
A
I
i
n
n
o
v
a
t
i
o
n
w
i
t
h
s
u
f
f
i
c
i
e
n
t
safe
g
u
a
r
d
s
I
n
v
e
st
i
n
g
i
n
t
e
c
h
n
i
c
a
l
e
x
p
e
r
t
i
se
a
mo
n
g
r
e
g
u
l
a
t
o
r
s,
p
r
o
mo
t
i
n
g
t
r
a
n
s
p
a
r
e
n
c
y
a
n
d
a
c
c
o
u
n
t
a
b
i
l
i
t
y
T
r
a
n
sl
a
t
i
n
g
h
i
g
h
-
l
e
v
e
l
e
t
h
i
c
s
i
n
t
o
c
o
n
c
r
e
t
e
r
e
q
u
i
r
e
me
n
t
s
A
l
i
g
n
i
n
g
e
t
h
i
c
a
l
p
r
i
n
c
i
p
l
e
s w
i
t
h
o
p
e
r
a
t
i
o
n
a
l
i
z
a
b
l
e
r
e
q
u
i
r
e
me
n
t
s
A
ss
e
ssi
n
g
a
n
d
e
n
f
o
r
c
i
n
g
c
o
mp
l
i
a
n
c
e
C
o
n
t
i
n
u
o
u
sl
y
e
v
a
l
u
a
t
e
a
n
d
a
d
j
u
st
r
e
g
u
l
a
t
i
o
n
s
b
a
se
d
o
n
e
v
i
d
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n
c
e
,
e
n
a
b
l
i
n
g
r
e
g
u
l
a
t
o
r
y
san
d
b
o
x
e
s fo
r
t
e
st
i
n
g
.
T
h
e
c
l
a
sh
b
e
t
w
e
e
n
A
I
's
g
l
o
b
a
l
r
e
a
c
h
a
n
d
n
a
t
i
o
n
a
l
/
r
e
g
i
o
n
a
l
r
e
g
u
l
a
t
i
o
n
s
C
o
o
r
d
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n
a
t
i
n
g
i
n
t
e
r
n
a
t
i
o
n
a
l
l
y
t
o
h
a
r
mo
n
i
z
e
r
e
g
u
l
a
t
i
o
n
s
L
a
c
k
o
f
t
e
c
h
n
i
c
a
l
e
x
p
e
r
t
i
se
a
n
d
r
e
so
u
r
c
e
s a
mo
n
g
r
e
g
u
l
a
t
o
r
s
I
n
v
e
st
i
n
g
i
n
t
e
c
h
n
i
c
a
l
e
x
p
e
r
t
i
se
a
mo
n
g
r
e
g
u
l
a
t
o
r
s
U
n
c
e
r
t
a
i
n
t
y
a
r
o
u
n
d
l
o
n
g
-
t
e
r
m i
m
p
a
c
t
s
P
r
e
c
a
u
t
i
o
n
a
r
y
y
e
t
i
n
n
o
v
a
t
i
o
n
-
e
n
a
b
l
i
n
g
a
p
p
r
o
a
c
h
M
a
i
n
t
a
i
n
i
n
g
p
u
b
l
i
c
t
r
u
s
t
Emp
o
w
e
r
i
n
g
p
u
b
l
i
c
p
a
r
t
i
c
i
p
a
t
i
o
n
,
t
r
a
n
sp
a
r
e
n
c
y
,
a
n
d
d
i
a
l
o
g
u
e
T
h
e
b
est
p
r
ac
tices
f
o
r
s
o
l
v
i
n
g
t
h
ese
c
h
alle
n
g
es,
a
s
d
ep
icted
in
T
ab
le
3
,
in
clu
d
i
n
g
co
llab
o
r
ativ
e
d
ev
elo
p
m
en
t
o
f
b
ala
n
ce
d
f
r
a
m
e
w
o
r
k
s
.
F
u
r
th
er
m
o
r
e,
iter
ati
v
e
an
d
ad
ap
ti
v
e
g
o
v
er
n
a
n
ce
is
ess
e
n
tial.
I
n
v
e
s
ti
n
g
in
tech
n
ical
e
x
p
er
tis
e
a
m
o
n
g
r
eg
u
lato
r
s
is
cr
u
c
ial
to
ad
d
r
ess
th
e
tech
n
ical
co
m
p
le
x
it
y
.
A
d
d
itio
n
all
y
,
p
r
o
m
o
ti
n
g
tr
an
s
p
ar
en
c
y
an
d
ac
co
u
n
tab
ilit
y
is
p
ar
a
m
o
u
n
t.
T
o
b
r
id
g
e
th
e
g
ap
b
et
w
ee
n
e
th
ics
an
d
p
r
ac
tice,
alig
n
in
g
et
h
ical
p
r
in
cip
les
w
it
h
o
p
er
atio
n
aliza
b
le
r
eq
u
i
r
e
m
en
t
s
is
n
ec
e
s
s
ar
y
.
Mo
r
e
o
v
er
,
co
o
r
d
in
atin
g
in
ter
n
a
tio
n
all
y
to
h
ar
m
o
n
ize
r
eg
u
latio
n
s
is
v
ital.
C
o
n
ti
n
u
o
u
s
l
y
ev
al
u
ati
n
g
a
n
d
ad
j
u
s
t
in
g
r
u
le
s
b
ased
o
n
ev
id
en
ce
is
r
eq
u
ir
ed
to
en
s
u
r
e
r
eg
u
lato
r
y
ef
f
ec
ti
v
e
n
ess
.
I
n
a
d
d
itio
n
,
en
ab
lin
g
r
eg
u
lato
r
y
s
a
n
d
b
o
x
es
f
o
r
test
i
n
g
is
b
en
e
f
icial.
Fu
r
t
h
er
m
o
r
e,
e
m
p
o
w
er
in
g
p
u
b
lic
p
ar
ticip
atio
n
is
es
s
en
t
ial
f
o
r
b
u
ild
in
g
tr
u
s
t.
Fin
all
y
,
ad
o
p
tin
g
a
p
r
ec
au
tio
n
ar
y
y
et
in
n
o
v
a
tio
n
-
en
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3.
AI G
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NCE AP
P
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f
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ate
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-
d
r
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e
n
[
3
4
]
,
d
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Evaluation Warning : The document was created with Spire.PDF for Python.
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to
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[
3
5
]
.
Ho
w
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u
ti
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o
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Octo
b
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2
0
2
3
[
3
6
]
,
w
h
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s
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m
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etitio
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lls
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ec
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r
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[
3
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]
.
A
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Go
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s
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I
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ter
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[
3
8
]
,
w
h
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B
M
ed
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ca
tes
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eth
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Sale
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ess
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s
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lar
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.
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ased
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h
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le
5
s
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d
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n
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w
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t
h
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b
r
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s
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le
5
.
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p
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eth
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A
I
d
ev
elo
p
m
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n
t i
n
tech
co
m
p
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ies
C
o
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r
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mew
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me
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r
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p
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r
in
cip
les
an
d
f
o
cu
s
in
g
o
n
lo
n
g
-
ter
m
s
a
f
et
y
r
is
k
s
[
3
0
]
.
R
ath
er
t
h
an
m
icr
o
m
an
a
g
i
n
g
r
e
g
u
lat
io
n
s
,
it
h
a
s
co
r
e
p
r
in
cip
les
t
h
at
ex
is
t
in
g
r
eg
u
lato
r
y
b
o
d
ies
ca
n
ad
ap
t
to
th
eir
s
ec
to
r
s
.
T
h
ese
p
r
in
cip
les
f
o
c
u
s
o
n
s
af
et
y
,
tr
a
n
s
p
ar
en
c
y
,
f
air
n
es
s
,
ac
co
u
n
tab
ilit
y
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a
n
d
th
e
ab
ilit
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to
c
h
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n
g
e
A
I
d
ec
is
io
n
s
.
C
o
n
s
e
q
u
en
tl
y
,
f
i
n
a
n
cial,
d
ata
p
r
o
tectio
n
an
d
h
ea
lt
h
ca
r
e
r
eg
u
lato
r
s
ar
e
d
r
af
ti
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g
s
p
ec
i
f
ic
r
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les
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ased
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n
th
e
s
e
p
r
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cip
le
s
i
n
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ie
ld
s
,
w
it
h
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ce
n
tr
a
l
g
o
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m
e
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t
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y
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er
all
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I
s
tr
ate
g
y
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n
d
f
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llin
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y
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eg
u
lato
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ap
s
.
I
n
ess
e
n
ce
,
th
e
UK
's
ap
p
r
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ac
h
is
a
n
e
w
e
x
p
er
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m
e
n
t
in
b
alan
ci
n
g
in
n
o
v
at
io
n
an
d
r
e
s
p
o
n
s
ib
le
d
ev
elo
p
m
e
n
t o
f
A
I
.
T
h
e
E
U
ch
am
p
io
n
s
a
r
ig
h
ts
-
d
r
iv
e
n
ap
p
r
o
ac
h
(
m
u
lti
-
s
tak
e
h
o
ld
er
g
o
v
er
n
a
n
ce
f
r
a
m
e
w
o
r
k
s
)
,
p
r
io
r
itizin
g
citize
n
p
r
o
tectio
n
an
d
r
esp
o
n
s
ib
le
A
I
d
ev
elo
p
m
en
t
[
4
3
]
.
C
o
n
s
eq
u
en
t
l
y
,
t
h
e
y
'
v
e
i
m
p
le
m
en
ted
r
eg
u
lat
io
n
s
lik
e
th
e
g
e
n
er
al
d
ata
p
r
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tectio
n
r
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latio
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(
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P
R
)
,
DM
A
,
w
h
ic
h
s
tan
d
s
f
o
r
d
ig
ital
m
ar
k
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s
ac
t
(
r
eg
u
lati
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g
tech
g
ian
t
s
)
,
an
d
d
ig
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s
er
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ices
ac
t
(
DS
A
)
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r
eo
v
er
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th
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m
o
s
t
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ig
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f
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t
co
n
tr
ib
u
tio
n
is
t
h
e
A
I
a
ct,
ad
d
r
ess
in
g
s
en
s
iti
v
e
is
s
u
es
li
k
e
f
ac
ial
r
ec
o
g
n
itio
n
an
d
alg
o
r
ith
m
ic
b
ias.
T
h
is
co
m
p
r
e
h
en
s
iv
e
ac
t,
ex
p
ec
ted
to
b
e
en
f
o
r
ce
d
b
y
2
0
2
6
,
s
ets th
e
g
lo
b
al
s
ta
n
d
ar
d
f
o
r
A
I
r
eg
u
latio
n
.
Fu
r
t
h
er
m
o
r
e,
Sp
ai
n
ex
e
m
p
li
f
i
es
t
h
is
ap
p
r
o
ac
h
b
y
estab
li
s
h
i
n
g
th
e
Sp
an
is
h
a
g
en
c
y
f
o
r
A
I
s
u
p
er
v
i
s
io
n
(
A
E
SI
A
)
[
4
4
]
.
T
h
is
ag
e
n
c
y
f
o
cu
s
es
o
n
“
i
n
clu
s
i
v
e,
s
u
s
ta
i
n
ab
le
A
I
”
b
y
cr
ea
t
in
g
r
is
k
p
r
o
to
co
ls
,
au
d
itin
g
alg
o
r
ith
m
s
,
a
n
d
s
ett
in
g
d
ev
el
o
p
m
e
n
t
an
d
d
ep
lo
y
m
e
n
t
r
u
les
f
o
r
A
I
s
y
s
te
m
s
.
Fo
llo
w
i
n
g
th
e
E
U'
s
lead
,
B
r
az
il
an
d
C
a
n
ad
a
ar
e
cr
af
tin
g
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m
il
ar
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m
p
r
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e
n
s
iv
e,
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i
g
h
t
s
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d
r
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en
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r
a
m
e
w
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r
k
s
to
m
iti
g
ate
A
I
r
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k
s
a
n
d
p
r
o
m
o
te
r
esp
o
n
s
ib
le
in
n
o
v
a
tio
n
[
4
5
]
,
[
4
6
]
.
T
h
ese
r
eg
u
latio
n
s
ar
e
s
ti
ll
u
n
d
er
d
ev
elo
p
m
en
t
b
u
t
h
i
g
h
li
g
h
t
th
e
g
r
o
w
in
g
g
lo
b
al
tr
en
d
to
w
ar
d
s
r
ig
h
t
s
-
ce
n
tr
ic
A
I
g
o
v
er
n
an
ce
.
B
ey
o
n
d
co
m
p
an
ie
s
a
n
d
g
o
v
e
r
n
m
e
n
ts
,
a
n
i
n
ter
n
atio
n
al
m
o
v
e
m
e
n
t
f
o
r
r
esp
o
n
s
ib
le
A
I
i
s
g
ai
n
i
n
g
m
o
m
e
n
t
u
m
.
Fra
m
e
w
o
r
k
s
lik
e
th
e
I
E
E
E
's
et
h
ical
d
es
ig
n
g
u
id
e
an
d
t
h
e
p
ar
tn
er
s
h
ip
o
n
A
I
's
h
u
m
a
n
-
r
ig
h
ts
f
o
c
u
s
o
f
f
er
d
ir
ec
tio
n
[
4
7
]
.
I
n
ad
d
itio
n
,
co
llab
o
r
atio
n
s
li
k
e
t
h
e
Mo
n
tr
ea
l
Dec
lar
atio
n
an
d
t
h
e
OE
C
D
p
r
i
n
cip
les
p
r
o
m
o
te
r
esp
o
n
s
ib
le
d
ev
elo
p
m
en
t
w
it
h
h
u
m
a
n
r
i
g
h
t
s
i
n
m
in
d
[
4
8
]
.
Fin
all
y
,
th
e
u
n
i
v
er
s
al
g
u
id
elin
e
s
f
o
r
A
I
p
r
io
r
itize
h
u
m
a
n
r
i
g
h
t
s
an
d
d
e
m
o
cr
at
ic
v
al
u
es.
T
h
is
m
u
lti
-
s
t
ak
eh
o
ld
er
ap
p
r
o
ac
h
r
ef
lects
a
g
lo
b
al
co
m
m
it
m
en
t
to
s
h
ap
in
g
a
r
esp
o
n
s
ib
le
A
I
f
u
tu
r
e.
T
h
e
ab
o
v
e
f
r
a
m
e
w
o
r
k
s
h
av
e
s
tr
en
g
t
h
s
a
n
d
li
m
itatio
n
s
,
a
s
d
ep
icted
in
T
ab
le
7
.
Ma
r
k
et
-
d
r
iv
e
n
ap
p
r
o
ac
h
es
p
r
io
r
itize
in
n
o
v
at
io
n
an
d
e
f
f
icien
c
y
b
u
t
o
f
te
n
n
ee
d
m
o
r
e
o
v
er
s
i
g
h
t,
p
o
ten
ti
all
y
co
m
p
r
o
m
is
i
n
g
co
n
s
u
m
er
p
r
o
tectio
n
a
n
d
eq
u
it
y
.
C
o
n
v
er
s
el
y
,
s
tate
-
d
r
iv
e
n
r
eg
u
latio
n
o
f
f
er
s
co
n
s
is
te
n
t
p
r
o
tectio
n
s
a
n
d
co
o
r
d
in
ated
r
is
k
m
an
a
g
e
m
e
n
t
.
Ho
w
ev
er
,
it
m
a
y
s
ti
f
le
in
n
o
v
atio
n
t
h
r
o
u
g
h
t
h
e
b
u
r
ea
u
cr
ac
y
.
A
d
d
itio
n
all
y
,
r
ig
h
t
s
-
d
r
iv
en
f
r
a
m
e
w
o
r
k
s
e
m
p
h
asize
h
u
m
a
n
r
ig
h
ts
a
n
d
eth
ic
al
p
r
in
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les,
b
u
t
i
m
p
le
m
en
tat
io
n
ch
alle
n
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e
s
an
d
p
o
ten
tial
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n
f
lict
s
w
it
h
in
n
o
v
atio
n
e
x
i
s
t.
T
h
er
ef
o
r
e,
b
alan
cin
g
t
h
ese
ap
p
r
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ac
h
es
i
s
cr
u
cial
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o
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d
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in
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f
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tiv
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A
I
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ce
f
r
a
m
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k
s
th
a
t f
o
s
ter
i
n
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o
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wh
ile
s
a
f
e
g
u
ar
d
i
n
g
s
o
cieta
l in
te
r
ests
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
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2
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I
n
t J
A
r
ti
f
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n
tell
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Vo
l.
14
,
No
.
4
,
A
u
g
u
s
t
20
25
:
2
6
5
5
-
2666
2662
T
ab
le
7
.
A
I
g
o
v
er
n
a
n
ce
ap
p
r
o
ac
h
es b
ased
o
n
d
r
iv
i
n
g
f
o
r
ce
: a
co
m
p
ar
ati
v
e
o
v
er
v
ie
w
A
p
p
r
o
a
c
h
A
d
v
a
n
t
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g
e
s
D
i
sad
v
a
n
t
a
g
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M
a
r
k
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t
-
d
r
i
v
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I
n
n
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t
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o
n
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f
f
i
c
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e
n
c
y
,
r
a
p
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d
a
d
a
p
t
a
t
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k
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h
t
,
p
r
o
f
i
t
p
r
i
o
r
i
t
i
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a
t
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o
n
,
sy
st
e
mi
c
r
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sk
c
h
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l
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e
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s.
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t
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d
r
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v
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C
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s
t
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t
p
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t
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c
t
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n
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c
l
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st
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r
d
s,
c
o
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B
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R
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4.
M
I
T
I
G
A
T
I
N
G
CO
NF
L
I
C
T
S IN AI
G
O
V
E
RNAN
C
E
:
A
B
AL
ANCE
D
AP
P
RO
ACH
W
h
ile
m
ar
k
et
-
d
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n
ap
p
r
o
ac
h
es
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f
f
er
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p
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itie
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o
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n
o
v
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it
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s
o
p
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t
s
ch
alle
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g
e
s
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C
o
m
p
an
ies
o
f
te
n
p
r
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r
itize
p
r
o
f
it
o
v
er
b
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o
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l
im
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ac
ts
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lead
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g
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r
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a
ir
n
e
s
s
,
an
d
tr
an
s
p
ar
en
c
y
co
n
ce
r
n
s
[
3
3
]
.
C
o
n
s
eq
u
e
n
tl
y
,
a
co
m
b
i
n
atio
n
o
f
s
el
f
-
r
e
g
u
la
tio
n
,
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d
u
s
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y
s
ta
n
d
ar
d
s
,
an
d
p
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b
lic
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ig
h
t
i
s
n
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es
s
ar
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to
m
i
tig
a
te
th
e
s
e
is
s
u
es,
as p
r
ese
n
ted
in
T
ab
le
8
.
T
ab
le
8
.
Ma
r
k
et
-
d
r
iv
en
A
I
g
o
v
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n
a
n
ce
ch
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n
d
m
it
ig
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n
s
C
h
a
l
l
e
n
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e
D
e
scri
p
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RE
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