👂 🎴 🕸️
Once
upon
a
time
''
a
book
had
been
made
''
a
book
which
contained
all
the
other
books
''
including
its
own
construction
&
programming
manual
...<
br
>
<
p
class
=
„
fragment
“
>
narrative
education
p
><
p
class
=
„
fragment
“
>
embedded
''
„
walled
-
garden
“
AI
tutoring
systems
p
><
p
class
=
„
fragment
“
>
AIED
artefacts
(
both
education
-
with
-
AI
as
well
as
education
-
about
-
AI
artefacts
)
p
><
p
class
=
„
fragment
“
>
magic
p
><
p
class
=
„
fragment
“
>“
Any
sufficiently
advanced
technology
is
indistinguishable
from
magic
”
(
Arthur
C
.
Clark
''
1962
)
p
>
The
concept
of
Homo
narrans
''
or
„
the
storytelling
human
''
“
posits
that
humans
uniquely
create
meaning
and
social
bonds
through
narratives
''
using
stories
to
interpret
experiences
''
ACQUIRE
KNOWLEDGE
''
and
define
cultural
values
. <
div
><
br
>
div
><
div
>
Beyond
simple
communication
''
storytelling
allows
humans
to
explore
moral
ideas
''
link
events
into
coherent
sequences
''
and
build
collective
identities
. 
div
><
div
><
br
>
div
><
div
>
Unlike
other
species
''
humans
shape
their
personal
and
social
worlds
through
narratives
''
making
storytelling
as
essential
as
rationality
or
survival
instincts
.
Homo
narrans
thus
frames
humans
as
storytellers
''
with
narrative
at
the
heart
of
both
individual
and
collective
consciousness
.
div
>
<
p
class
=
„
fragment
“
>
ChatGPT
p
><
p
class
=
„
fragment
“
>
cloud
-
based
/
online
-
learning
solutions
&
„
platforms
“
p
><
p
class
=
„
fragment
“
>
EdTech
„
products
“
p
><
p
class
=
„
fragment
“
>
„
educating
“
millions
of
„
customers
“
p
>
Narrative
AI
in
Education
refers
to
the
use
of
artificial
intelligence
to
deliver
learning
experiences
through
storytelling
''
blending
traditional
educational
methods
with
advanced
''
personalized
digital
tools
.
This
approach
leverages
technologies
such
as
speech
-
to
-
text
''
text
-
to
-
speech
''
language
models
and
''
optionally
''
image
generation
to
create
interactive
''
voice
-
driven
narratives
that
adapt
to
each
learner
’
s
needs
''
preferences
''
and
abilities
.
Unlike
conventional
screen
-
based
learning
''
narrative
AI
fosters
engagement
through
immersive
storytelling
''
making
education
accessible
also
to
children
with
visual
impairment
or
from
screen
-
critical
communities
. 
<
em
>...
for
example
''
if
the
child
’
s
favorite
toy
is
a
teddy
bear
named
„
Mr
.
Fluffy
''
“
the
NP
might
create
a
story
where
Mr
.
Fluffy
becomes
the
protagonist
''
embarking
on
an
adventure
to
save
the
magical
land
of
Ice
Cream
''
where
the
child
’
s
favorite
type
''
such
as
chocolate
mint
''
is
at
risk
of
melting
.
The
narrative
could
further
incorporate
the
child
’
s
preferred
outdoor
activities
—
like
cycling
or
playing
soccer
—
where
Mr
.
Fluffy
must
complete
tasks
that
mirror
these
activities
to
solve
problems
within
the
story
.
em
>
Learning
Graph
consists
of
:<
p
class
=
„
fragment
“
>
Learner
States
(
Vertices
)
::
Represent
child
'
s
current
or
potential
level
of
knowledge
and
skill
in
a
specific
domain
.
p
><
p
class
=
„
fragment
“
>
Activities
(
Edges
)
that
move
the
learner
from
one
state
to
another
''
categorized
as
:
p
><
p
class
=
„
fragment
“
>
Listen
::
The
child
listens
to
a
story
or
explanation
.
p
><
p
class
=
„
fragment
“
>
Imitate
::
The
child
repeats
phrases
or
mimics
patterns
.
p
><
p
class
=
„
fragment
“
>
Narrate
::
The
child
retells
stories
or
creates
new
ones
.
p
><
p
class
=
„
fragment
“
>
Test
::
The
child
answers
questions
or
solves
problems
.
p
><
p
class
=
„
fragment
“
>
Feedback
::
The
NP
provides
corrective
or
reinforcing
feedback
.
p
>
In
narrative
AIED
''
we
employ
a
library
of
narrative
templates
derived
from
classic
literature
''
including
Aesop
’
s
fables
''
the
Panchatantra
''
and
Grimm
'
s
fairy
tales
. <
div
><
br
>
div
><
div
>
These
templates
serve
as
FILL
-
IN
-
THE
-
SLOT
FRAMEWORKS
for
story
generation
''
allowing
the
LLM
to
customize
narratives
based
on
:<
p
class
=
„
fragment
“
>
Pupil
'
s
Profile
::
Personal
interests
''
preferences
''
and
learning
needs
.
p
><
p
class
=
„
fragment
“
>
Knowledge
State
::
Current
mastery
level
in
various
subjects
.
p
><
p
class
=
„
fragment
“
>
Learning
Objectives
::
Specific
curricular
goals
targeted
during
the
session
.
p
>
div
>
A
human
-
machine
peer
learning
curriculum
(
i
.
e
.''
a
HMPL
-
C
)
is
a
planned
sequence
of
educational
instructions
–
i
.
e
.''
a
curriculum
–
which
involves
:<
br
>
1
.
At
least
one
human
learner
G
''
H
''
I
''
...
which
gradually
develops
her
/
his
/
their
skill
Γ
.<
br
>
2
.
At
least
one
artificial
learner
a
''
b
''
c
''
...
which
gradually
develops
its
/
her
/
his
/
their
skill
σ
.<
br
>
3
.
Activities
by
means
of
which
G
(
resp
.
H
''
I
''
etc
.)
develops
her
/
his
/
their
skill
Γ
''
which
directly
involve
knowledge
and
competence
exhibited
by
a
(
resp
.
b
''
c
''
etc
.).<
br
>
4
.
Activities
by
means
of
which
a
(
resp
.
b
''
c
''
etc
.)
develops
her
/
his
/
their
skill
σ
''
which
directly
involve
knowledge
and
competence
exhibited
by
G
(
resp
.
H
''
I
''
etc
.).<
br
>
<
p
>
The
concept
of
<
em
>
Non
-
Player
Educators
em
>
(
NPEs
)
extends
the
idea
of
AI
agents
serving
as
interactive
educational
companions
.
In
the
NP
system
:
p
><
p
class
=
„
fragment
“
><
strong
>
Role
Modeling
:
strong
>
NPEs
can
embody
various
characters
or
personas
within
stories
''
modeling
behaviors
and
conveying
lessons
.
p
><
p
class
=
„
fragment
“
><
strong
>
Diversity
of
Perspectives
:
strong
>
Multiple
NPEs
can
provide
different
viewpoints
''
enriching
the
educational
content
.
p
><
p
class
=
„
fragment
“
><
strong
>
Consistency
and
Patience
:
strong
>
As
AI
-
driven
entities
''
NPEs
offer
consistent
interactions
and
infinite
patience
''
accommodating
the
child
’
s
pace
.
p
><
p
class
=
„
fragment
“
>
In
technical
terms
''
NPEs
are
realized
by
means
of
individual
Low
-
Rank
Adaptors
(
LoRA
)
which
are
loaded
and
unloaded
atop
the
underlying
language
model
.
p
>
<
div
>
By
integrating
speech
-
to
-
text
(
STT
)''
text
-
to
-
speech
(
TTS
)''
mid
-
sized
large
-
language
models
(
MLMs
)
and
sufficient
and
necessary
knowledge
base
stored
in
the
vector
database
''
the
NP
provides
a
personalized
and
interactive
learning
experience
. 
div
><
div
><
br
>
div
><
div
>
It
emphasizes
the
traditional
educational
practice
of
storytelling
''
enhanced
by
modern
AI
capabilities
''
to
promote
basic
literacy
''
arithmetic
''
musical
skills
and
uncorruptable
personality
.<
br
>
div
>
The
first
property
of
the
Primer
is
that
it
is
either
book
-
like
—
that
is
''
it
looks
like
a
classic
analog
book
—
or
„
embooked
''
“
meaning
it
is
physically
embedded
into
a
classic
analog
book
.
This
first
characteristic
implies
that
the
Primer
:<
p
class
=
„
fragment
“
>
uses
reflected
''
non
-
emitted
light
(
i
.
e
.''
E
-
Ink
rather
than
LED
or
OLED
)
to
display
content
p
><
p
class
=
„
fragment
“
>
ideally
consists
of
multiple
pages
that
can
be
read
on
both
sides
and
are
bound
together
using
special
binding
techniques
,
p
><
p
class
=
„
fragment
“
>
is
equipped
with
both
internal
and
external
content
encoding
on
the
front
and
back
covers
and
can
include
an
additional
layer
of
protection
(
e
.
g
.''
a
protective
cover
),
p
><
p
class
=
„
fragment
“
>
has
a
standardized
format
(
e
.
g
.''
A5
)
that
allows
it
to
be
easily
carried
in
existing
wearables
(
e
.
g
.''
school
bags
)
and
stored
or
archived
in
existing
furniture
(
e
.
g
.''
bookshelves
)
p
>
<
div
>
book
-
like
;
voluminous
;
modular
;
unique
;
adaptable
;
robust
;
bilateral
;
environmentally
aware
;
circadian
;
moody
;
cooperative
;
behavior
-
oriented
;
habit
-
disrupting
;
playful
and
funny
;
mnemonic
;
multimodal
;
speech
-
based
;
narrative
;
cybertextual
and
encyclopedic
;
online
-
offline
;
protected
;
eye
-
to
-
eye
;
avatarized
 
div
><
div
><
br
>
div
><
div
>(
c
.
f
.
Hromada
''
2018
;
Hromada
''
Seidler
&
Kapanadze
''
2020
;
Hromada
&
Kim
''
2023
etc
.)
<
br
>
div
>
<
p
class
=
„
fragment
“
>
Linux
p
><
p
class
=
„
fragment
“
>
open
-
source
voice
identification
(
Speechbrain
)''
speech
-
to
-
text
(
DeepSpeech
2
''
whisper
)''
speech
-
to
-
text
(
XTTS2
''
bark
)
and
text
-
to
-
image
(
Stable
Diffusion
)
p
><
p
class
=
„
fragment
“
>
small
language
models
(
Llama
-
3
-
SauerkrautLM
-
8b
-
Instruct
''
udkai
/
Turdus
''
Ministral
...)
p
><
p
class
=
„
fragment
“
>
ChromaDB
vector
database
(
embeddings
through
NV
-
Embed
-
v1
)
p
><
p
class
=
„
fragment
“
>
on
-
demand
loading
of
LoRA
adapter
through
LoRAx
(
loraexchange
.
ai
)
p
><
p
class
=
„
fragment
“
>
Kastalia
Knowledge
Management
System
for
lesson
&
learning
graph
management
p
><
p
class
=
„
fragment
“
>
https
://
github
.
com
/
hromi
/
personal
Primer
https
://
github
.
com
/
hromi
/
primer
-
backend
p
>
<
p
class
=
„
fragment
“
>
form
-
factor
:
A5
size
p
><
p
class
=
„
fragment
“
>
computational
core
:
NVIDIA
Orin
p
><
p
class
=
„
fragment
“
>
main
input
modalities
:
microphone
''
gesture
sensors
,
p
><
p
class
=
„
fragment
“
>
main
output
modalities
:
speakers
''
electrophoretic
(
e
-
ink
)
display
(
s
)
p
><
p
class
=
„
fragment
“
>
other
peripherals
attachable
through
standard
USB
-
C
and
40
-
pin
GPIO
connectors
p
><
p
class
=
„
fragment
“
>
NVMe
disk
''
WLAN
cards
(
both
fully
operational
)
p
><
p
class
=
„
fragment
“
>
power
-
related
:
solar
-
panel
positive
p
><
p
class
=
„
fragment
“
>
our
current
main
challenge
:
thermal
regulation
p
>
<
p
class
=
„
fragment
“
>
spectacular
things
are
already
happening
in
„
open
source
“
branch
of
AIED
p
><
p
class
=
„
fragment
“
>
with
USA
gradually
becoming
the
prey
of
the
dark
side
''
immediate
deployment
of
„
walled
garden
“
approaches
is
of
utmost
importance
p
><
p
class
=
„
fragment
“
>
all
„
bricks
“
to
build
Your
educational
„
cathedral
“
are
available
out
there
(
GitHub
''
Huggingface
)
and
ready
to
serve
p
><
p
class
=
„
fragment
“
>
the
future
will
be
more
weird
than
a
dream
and
the
key
to
that
dream
is
...
p
><
p
class
=
„
fragment
“
>...
education
p
>
Mail
:
daniel
@
udk
-
berlin
.
de
/
daniel
@
wizzion
.
com
<
br
/>
Matrix
:
@
d
.
hromada
:
medienhaus
.
udk
-
berlin
.
de
<
br
/>
LinkedIn
(<
a
href
=
„
https
://
www
.
linkedin
.
com
/
in
/
dhromada
“
target
=
„
blank
“
rel
=
„
noopener
“
>@
dhromada
a
>)
/
ResearchGate
(<
a
href
=
„
https
://
www
.
researchgate
.
net
/
profile
/
Daniel
-
Hromada
“
target
=
„
blank
“
rel
=
„
noopener
“
>
Daniel
-
Hromada
a
>)
/
Instagram
(<
a
href
=
„
https
://
www
.
instagram
.
com
/
DigiEduBerlin
/
“
target
=
„
blank
“
rel
=
„
noopener
“
>@
DigiEduBerlin
a
>)
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