►
Description
SharePoint Developer Community (SP PnP) call recording from January 14, 2020. This call is a summary of community activity over the last month focused on SharePoint engineering and development plus typically 1 – 3 demos on SharePoint driven experiences.
The host of this call - Vesa Juvonen (Microsoft) @vesajuvonen
Presented this month:
• Latest SharePoint Community metrics from December 2019 (YouTube, GitHub etc.)
• News and announcements in the last month around SharePoint development from across the Community. SharePoint Framework version 1.10 was released on January 7th. As well a new tutorial on getting started with using Microsoft Graph in SharePoint Framework solutions is available. For a complete run down of activity over the last month, see the January 2020 SharePoint PnP activity summary blog post. Links to all documents below.
• A quick review of the top 10 engineering priorities in SharePoint Dev UserVoice.
• Acknowledgement of community contributors and companies visibly active over the past month. Thank you.
• Topic: Recap and updates from the Project Cortex development team delivered by Naomi Moneypenny – Principal PM Manager, and her team.
Presenters:
• Naomi Moneypenny (Microsoft) | @nmoneypenny
• Eric Gradel (Microsoft)
• Nkem Okoye (Microsoft)
Supporting materials:
• Demos, videos, guidance at: https://aka.ms/ProjectCortex
• Content Services: https://aka.ms/sharepoint-contentservices
Detailed agenda and links to specific call topics are available in the SharePoint Developer blog post at https://developer.microsoft.com/en-us...
If you have not already done this, download the recurrent invite for this monthly SharePoint Community call at http://aka.ms/spdev-call. Monthly calls happen on the second Tuesday of each month.
More details around SharePoint Developer Community are available at http://aka.ms/sppnp.
A
Welcome
elevate,
this
issue
upon
develop
an
ecosystem,
VMP
community
call
and
to
be
fair
and
outpost,
artists
and
discussion
immediately,
and
maybe
maybe
more
and
more
on
this
especial
and
the
monthly
community
cost.
We
shouldn't
call
this
just
a
deaf
community
and
because,
quite
often
we
actually
talked
about
that
non-deaf
topics
here
as
well,
because
we
want
to
make
sure
that
people
are
aware
what's
happening
within
the
bunch,
our
sharepoint
from
a
functionality
perspective
so
that
you
don't
do
extensibility
for
nothing.
A
If
there's
a
matching
capability
already
out
there,
especially
today,
we
will
actually
have
a
really
nice
agenda
and
we're
going
to
talk
about
also
the
non
deaf
topics,
and
we
have
a
know
me
on
the
line
and
but
we've
before
we
go
to
that
one,
and
let
me
actually
recap
some
of
the
typical
slides
which
we
go
through
on
on
the
monthly
call.
So,
first
of
all
today's
agenda,
I
will
do
a
quick
recap
on
the
sharepoint
development.
Well,
development,
ish
topics,
so
latest
news,
one
for
the
summary
and
other
details.
A
So
we're
going
to
talk
about
the
acknowledgement
of
the
community
contributors.
This
is
probably
going
to
take
10
to
15
minutes,
so
you're
gonna,
listen
me
to
talk
on
that
side
and
then
we
will
hand
over
the
discussion
to
now
me:
who's
gonna,
talk
about
project
codex
and
an
update
on
that
one
and
then
potentially,
maybe
in
the
end
we'll
have
time
for
Q&A.
A
To
be
honest,
I
can't
remember
when
we
had
a
time
for
Q&A,
so
it
is
a
quite
hectic
course
quite
often-
and
maybe
it's
because
I
talk
too
much
and
I'm,
not
a
typical
thing
that
currently
and
because
currently
things
don't
talk
too
much
now,
let's
actually
jump
on
the
on
the
slides
first.
So
quickly
recap:
what
is
the
SharePoint
developer
community
and
share
pod
community
in
general
in
the
deaf
side
of
the
house?
If
you
have
any
questions
and
what
are
the
different?
Let's
say
layers
on
this
community?
A
If
you
have
any
questions
related
on
what
to
do
and
how
to
achieve
X
and
Y
is
e,
go
to
our
tech
community
and
it's
a
came
as
SP
deaf
community,
we're
gonna,
ask
questions
and
other
people
can
help
with
that.
Then
we
do
have
multiple
different
community
costs,
so
we
do
have
a
biweekly
SharePoint
framework
community
call
where
we
concentrate
on
how
to
do
extensibility
using
the
SharePoint
framework,
so
JavaScript
development
and
typescript
development,
and
for
those
who
are
not
familiar
with
what
that
means.
The
next
community
call
on
that.
A
One
is
this
week
on
Thursday
at
7:00
a.m.
Pacific
time
frame
now,
and
we
also
have
a
bi-weekly
upon
general
deaf
community
women
took
about
more
generic
stuff
like
site,
designs
and
side
provisioning
and
see
some
emprah
and
solution
patterns
and
functionalities
and
pounding
and
theming
and
all
those
kind
of
things.
So
all
of
that
stuff,
which
is
cover
none
JavaScript
development
topics.
A
This
is
covered
on
that
community
calls
and
then
we
do
have
this
monthly
community
calls
which
are
getting
more
positioned
as
an
engineering
updates,
and
so
we're
kind
of
I
always
try
to
get
one
VM
or
owning
PM
from
the
engineering
side
to
talk
about
the
latest
and
greatest
on
on
that
owning
capability.
And
this
time
we
have
no
me
on
the
call
to
talk
about
project
codex
and
last
time
we
had
checks
to
talk
about
latest
on
power.
A
Abs
integration
we've
been
having
Melissa
here,
Jean
squares
at
some
point
that
here
there's
multiple
other
people
talk
on,
but
and
so
on
now
few
kind
of
additional
assets
and
resources
for
those
who
are
not
super
familiar
on
the
understand.
What's
available,
a
game,
SSB
dev,
Docs
or
documentation
a
gameis,
and
if
videos
is
our
video
channel
again,
not
just
about
dev
stuff.
Also
non
dev
stuff
is
getting
and
released
here
as
the
videos
like
CD
and
functionalities
and
some
IT
Pro
opera
videos
as
well.
So
a
game
is
espied
a
video.
A
So
as
an
example,
this
recording,
which
we're
doing
right
now,
will
be
there
within
24
hours
and
we
obviously
post
up
social
media
post
when
the
video
is
available.
Now,
if
you're
doing
development
and
you
run
into
random
issues
or
shared
online,
doesn't
seem
to
behave
properly
and
we
do
have
an
AMS
SPD
of
issues
list
where
we
all
are
helping
you
with
the
with
the
questions
which
you
might
have.
So
it
might
be
a
question.
It
might
be
an
issue
which
you're
running
into
all.
A
You
want
to
report
something
to
Microsoft
and
that's
their
game
as
a
speed
of
issues
and
we'll
help
you
with
that
thing.
So
please
please,
please
let
us
know
if
there's
any
random
things
which
you
run
into
and
we
do
have
a
really
active,
open
source
community
where
we
share
open
source
assets,
scripts,
let's
say
lists
and
column
formatting,
Jason
definitions,
slide,
designs,
extensibility,
webparts
and
extensions,
and
that's
in
key
tops
that
comes
to
sharepoint
or
github.
That
comes
as
B&B
now
few
metrics
for
the
December
timeframe.
A
If
we
have
a
look
on
the
on
the
left
side
of
the
house,
so
the
usage
screw
on
the
SharePoint
framework
side
and
1.7
percent,
which
is
actually
quite
a
nice
achievement,
regardless
of
the
holiday
season,
the
shape
one
framework
usage
screw
in
the
sharepoint
online
worldwide.
We
had
thirty
six
thousand
three
hundred
and
eighty
views
on
the
SharePoint,
deaf,
YouTube,
channel
and
191,000.
A
We
also
had
almost
seven
thousand
requests
worldwide
coming
through
our
open
source
components,
which
is
quite
an
achievement.
If
you
think
about
that
seven
thousand
requests,
they'd,
say:
DB
record
requests
coming
through
the
different
PMD,
PowerShell
and
other
components
and
add
to
what
chef
went
on
right.
Obviously,
that's
a
really
a
small
fraction
of
the
overall
requests
which
are
coming
to
ship
on
the
line
worldwide.
We
also
had
more
than
thirty
thousand
tenants
using
our
open
source
components.
If
you're
wondering
is
somebody
else
using
them.
Yes,
they
are.
A
A
A
Out
of
these
templates
is
to
Lou
Caputo
Microsoft
comes
and
from
the
luke
book
that
myself
to
come,
you
can
actually
get
free
designs
of
intranets
and
portals
which
you
can
actually
build
in
the
sharepoint
online
after
the
level
of
provisioning
them
to
any
tenant
within
the
world.
So
you
can
actually
go
to
this
site.
Have
a
look
on
beautiful
designs
which
we
created
for
the
Ignite
2019,
and
you
can
provision
that
design
to
your
tenant
as
long
as
they
have
the
sufficient
permission,
and
that's
really
really
cool
and
nothing.
A
It's
completely
free
for
you
and
it's
there
to
give
you
an
innovation
and
ideas
on
what
how
to
sharepoint
online
can
actually
look
now
on
the
development
side
of
the
house,
quick
updates
from
there.
So
pretty
recently.
One
week
ago
we
released
SharePoint
framework,
one
point,
10
version
which
likes
that
introduced
additional
capabilities
of
building
share
upon
team's
extensibility
and
also
building
often
saturn's,
using
the
same
consistent
extensibility
model,
so
learning
one
extensibility
model.
A
You
can
actually
then
build
toward
sharepoint
sharepoint
marks
of
themes
or
in
office
add-ins,
so,
rather
than
having
multiple
competing
different
models
now
related
on
that
one.
If
you
are
on
the
left
side
of
the
house,
we
also
released
a
new
tutorial.
You
can
easily
find
this
one
from
the
documentation.
Obviously,
myself
craft
is
a
really
important
thing
for
us,
so
please
get
familiar
of
consuming
that
there's
a
updated
material,
updated
tutorials
available
around
how
to
get
started
on
that
as
well.
A
Now,
one
thing
just
recapping
on
other
assets
as
well
and
news
so
episode,
66
of
SharePoint,
dev
weekly,
went
live
earlier
today.
This
was
recorded
yesterday
with
one
of
the
the
newest
MVPs,
which
we
have
on
the
MVP
side
of
the
house,
so
Hugo
Bernier,
who
works
in
Alliance
and
was
just
pointed
as
an
MVP
as
well,
and
we
talked
about
the
his
learnings
related
on
transitioning
to
the
leadership
and
online
and
what
are
the
good
practices
and
also,
what's
the
best
practice
bad
practices
around
doing
that
there
was
a
couch.
A
A
Now
a
few
points
on
the
user
voice
and
we
always
go
through
this
in
the
month
of
summer
as
well,
not
a
massive
amount
of
announcements
here,
and
there
is
a
one
entry
which
was
provide
the
ability
to
write,
managed
metadata
via
app
only
so
the
one
entry
below
the
table
has
been
now
finally
been
at
rest
and
that's
available
in
the
documentation.
So,
if
you're
interested
in
doing
that,
if
that's
a
specific
thing
for
you,
it
is
100%
supported,
and
it's
also
documented
the
introduction
of
my
stuff
to
come
how
to
make
that
happen.
A
A
Unfortunately,
it
will
still
take
a
while
to
get
them
out,
but
they
are
actually
absolutely
coming
later
this
year
and
hopefully
spring
in
2020.
So
we
get
stuff
out
by
the
SPCA
snow
ship
on
conference
in
Las
Vegas,
but
I
can't
promise
an
extra
date
on
many
of
these
things.
So
I'm
not
gonna,
actually
even
estimate
that,
because
that
would
be
then
giving
it
wrong,
but
potentially
a
wrong
indication
on
the
timelines.
Now
quick
recap,
but
also
on
the
monthly
summary.
So
later
yesterday
we
released
the
January
2019
summary.
A
If
you're
not
familiar
what
this
is.
It
is
actually
a
one
o'clock
post
which
we
do
once
a
month
where
we
go
through
what
has
happened
within
the
extensibility
side
of
one
hardship
or,
and
so
basically,
all
of
the
blog
post,
all
of
the
videos,
all
of
articles,
all
of
the
open
source
assets
and
all
of
the
samples
which
have
happened
and,
more
importantly,
we
also
call
out
all
of
the
contributors.
A
So
these
are
the
people
and
their
companies
who
have
helped
us
as
part
of
this
open
source
community
work
within
the
last
month,
so
they've
contributed
either
as
a
sample
or
a
modification
or
a
documentation
or
in
some
other
areas,
into
open
source
assets
which
we
have
and
which
were
executing
in
the
gates
of
github
side
house
and
from
these
people.
And
thank
you
thank
you
and,
first
of
all
for
being
part
of
this
and
helping
others
to
succeed
and
from
these
people.
These
are
the
companies
which
we
have
a
permission
to
show.
A
The
logo
who've
been
closely
involved
in
our
open
source
assets,
and
so
basically,
these
companies
give
their
employees
an
opportunity
on
helping
other
people's
in
a
community
and
participating
on
the
open
source
side
of
the
house
as
well
and
within
the
last
month,
they've
been
actively
involved
in
the
open
source
assets
within
the
Microsoft
365.
Thank
you.
Thank
you.
A
But
that
was
super
super
fast
twelve
minutes
running
through
quite
a
lot
of
slides
intentionally
I
was
kind
of
a
rushing
as
well,
because
I
wanted
to
make
sure
that
naomi
has
plenty
of
time
to
go
through
her
topic,
because
I
think
most
of
you
are
in
this
call
to
talk
about
or
hear
about
the
latest
and
greatest
around
around
the
project
codecs.
And
what
does
it
actually
all
about?
And
so
now
me,
unless
I'm
completely
mistaken,
you
might
have
some
slides
and
content
on
your
site
and
we
can
actually
jump
on
on
there
sure.
B
Thanks
so
much
space
I
appreciate
it
actually
I'm
being
joined
by
two
of
my
colleagues
today
from
our
team,
so
Eric
Gradle
who's,
an
our
knowledge,
experiences
area
and
in-camera
quia
who's
working
looking
at
our
day,
zero
experiences
and
first-run
experiences,
so
eric
is
actually
gonna
present
the
slides.
So
thank
you
for
doing
that
and
then
we'll
talk
through
a
couple
of
different
things
here.
So
I
know
we
have
a
limited
amount
of
time
and
I
know
that
both
of
ASA
and
I
can
talk
very
fast.
B
So
I
do
want
to
spend
a
little
time
here
to
go
ahead
and
introduce
project
cortex.
Really.
Hopefully
you
saw
with
some
of
the
announcements
that
we
had
at
ignite.
We
want
to
make
sure
that
you
feel
good
about
those
different
different
areas
and
so
with
cortex.
Really,
you
know
we
think
about
sort
of
the
journey
that
we've
been
on
with
content
services
work,
obviously
a
long
history
and
sort
of
Microsoft
365
and
looking
at
the
content
services
area,
you
know
it's
really
about
understanding
how
we're
expanding
and
so
defining
that
vision
of
the
future.
B
So
what
does
the
content
services
the
traditional?
What
we
used
to
call
ECM
way
back
sort
of
thinking
about
how
that
evolves?
And
then
really
thinking
about
you
know,
what's
the
future
of
knowledge
inside
of
an
organization?
So
if
we
think
about
sort
of
where
we
want
to
go
with
with
project
cortex,
it's
really
around
these
three
big
areas.
So
looking
at
sort
of
how
we
manage
and
organize
in
empower
this
content.
So
when
I
think
about
management,
it's
really
about
you
know.
B
How
are
we
helping
you
to
connect
all
of
the
data
that
you
have
across
your
Microsoft
365
ecosystem
and
beyond?
We
do,
of
course,
recognize
you
know.
Companies
are
connected
into
lots
and
lots
of
different
data
sources,
you've
great
deal
of
applications.
We
want
to
think
about
how
we're
able
to
take
it
a
lot
of
that
information
and
move
that
into
a
knowledge
network
and
be
able
to
use
all
of
that
data.
That's
available
to
you
in
your
ecosystem.
B
It's
really
about
you
know
how
we're
helping
you
to
really
get
that
information
that
you
need
that
knowledge
at
the
time
that
you
need
it.
So
how
do
we
make
sure
it's
embedded
in
all
the
experiences
that
you
have
in
Microsoft
365
and
that
we're
really
delivering
it
to
you,
where
you
need
it
every
day?
So
we
think
about
sort
of
the
next
stages
here
and
thinking
about
where
we
are
going
with
with
project
cortex.
We
really
want
to
think
about
how
we're
putting
all
these
pieces
together.
B
So
you
know
leveraging
that
investment
that
we
have
obviously
connect,
hang
up,
we're
doing
with
SharePoint
and
then
understanding
a
little
bit
more
about
how
we
can
you
know,
make
the
best
of
AI
and
all
the
pieces
that
we
have
across
Microsoft.
This
is
not
just
about
us,
as
the
you
know,
onedrive
and
SharePoint
team.
This
is
really
about
how
we
deliver
across
the
full
breadth
of
Microsoft
and
making
sure
that
we
have
the
great
machine
learning
and
the
great
AI
available
and
make
putting
these
things
together.
And
then
you
know
expecting
this
through.
B
We
all,
of
course,
part
of
the
trust
and
security
controls
that
we
have
with
Microsoft
365,
so
all
those
pieces
coming
together.
So
it's
kind
of
thinking
about
these
different
areas
and
it's
a
little
bit
so
with
this
sort
of
empower
area.
It's
really
about
how
we
delve
into
the
knowledge
experiences,
and
so
it's
easier,
perhaps
to
start
from
thinking
about
what
an
end
user
sees
and
making
sure
that
you
know
they're
getting
the
information
that
they
need.
B
C
This
is
Eric
speaking
about
the
knowledge
management
area.
Knowledge
management
is
all
about
enabling
people
and
organizations
to
to
find
discover
and
connect
to
the
people
and
content,
that's
important
to
them,
and
so,
in
this
context,
what
you're,
seeing
is
what
we're
calling
annotations
highlights
so
core
has
been
highlighted.
Rai
has
gone
out,
has
crawled
the
enterprise's
knowledge
network
and
discovered
what
we
think
is
is
a
project
project
core.
C
So
here
work,
we
can
see
the
related
resources
and
people
again.
This
is
mine
from
pages
and
and
documents
that
were
used
as
a
source
for
this.
This
topic
card
creation,
and
then
this
demo
shows
what
this
looks
like
in
the
context
of
a
SharePoint
page
again,
project
core
is
highlighted
here,
along
with
project
soar.
These
are
both
topics
that
the
the
AIA
has
identified.
As
as
projects
that
may
be
relevant
for
your
work
and
anywhere
you
work
across
all
Microsoft
canvases.
C
And
then,
if
the
user
clicks
through,
they
will
get
a
full
topic
page,
and
you
can
think
of
this
as
a
sort
of
an
AI
generated,
wiki
page
which
which
has
more
description
on
the
topic
and
allows
that
allows
me
to
discover
related
topics
and
click
through
the
knowledge
network.
That's
been
created
via
the
connections
between
these
topics.
C
This
same
sort
of
information
is
also
available
as
part
of
Microsoft's
search.
So
if
I
search
for
project
core
on
on
my
company,
intranet
I
will
locate
the
same
page
and
again
just
more
description
of
you
know.
The
the
related
people
and
resources
appear
on
this
on
this
wiki
page,
and
this
shows
the
the
source
of
the
source
that
was
used
to
to
create
this
AI
generated
wiki.
C
These
are
all
the
the
documents
that
that
the
AI
has
has
found
our
related
and
mined
for
information
to
create
this
topic
page,
and
then
this
is
just
visualizing,
the
connections
amongst
topics.
So,
as
we
pointed
out,
the
AI
has
identified
project
core
and
projects
or
as
as
being
likely
project
names
and
has
created
a
relationship
between
these
names.
This
visualization
will
be
used
to
allow
people
to
to
navigate
amongst
related
topics
and
is
used
as
a
way
to
sort
of
serendipitously
discover
topics
that
you
know
are
in
in
the
sphere
of
project
core.
C
And
soon
we
expect
to
be
able
to
include
questions
and
answers
via
Yammer
on
this
wiki
as
well,
and
so
Yammer
will
will
be
a
source
that
we
ingest
information
from
to
augment
these
pages.
But
you
can
begin
to
see
how,
through
a
combination
of
webparts
that
appear
on
on
this
topic
page,
you
can
begin
to
create
a
rich
source
of
of
content
around
project
core.
C
Mark
8
is
an
example
of
another
project
that
the
AI
has
located,
and
this
shows
of
you,
the
users
individual
view
of
the
topics
that
are
in
their
sphere.
So
you,
the
user,
are
related
to
mark
8
in
projects
or
so
they
will
appear
on
what
we're
calling
the
knowledge
center
of
you,
and
this
is
a
new
destination
that
users
can
can
go
to
to
discover
all
the
topics
that
are
related
to
them
via
the
documents
that
they've
worked
on
and
also
discover
new
topics
that
might
be
of
interest
to
them.
C
You'll
also
use
this
view
to
manage
the
the
topics
that
you're
connected
to
and
make
simple
edits
as
well.
So
you
don't
need
to
go
to
this
destination,
to
discover
this
knowledge
that
the
knowledge
as
you've
seen
will
be
populated
throughout
the
Microsoft
canvases
via
these
annotations,
and
so
you
can
serendipitously
happen
upon
this
knowledge.
C
But
if
you
are
curious
enough
to
go
and
see
what
are
the
other
topics
that
may
be
of
interest
to
me,
what
are
the
things
that
I'm
connected
to
this
would
be
the
place
to
to
go,
and
so
this
shows
you
know
all
the
news
posts,
all
the
all
the
topic
pages
that
may
be
of
interest
to
you.
That
way,
you
get
you
know
a
sense
of
what's
fresh,
what's
trending
that
may
be
related
to
what
you're
working
on.
C
And,
as
I
pointed
out
a
little
earlier,
these
are
standard
SharePoint
pages,
meaning
that
you
can
customize
your
view
of
these
individual
pages.
Web
parts
can
be
added
as
needed,
and
these
knowledge
web
parts
that
we
are
demoing
can
also
be
added
to
any
other
standard,
SharePoint
page
so
they're,
very,
very
flexible,
and
in
how
you
present
and
consume
this
information.
We
we
expect
that
people
will
populate
these.
These
knowledge
web
parts
throughout
SharePoint
pages
as
they're
relevant,
and
this
shows
you
know
the
exact
same
topic
highlights
viewer
just
in
the
context
of
words.
C
So
you
know
before
we
were
an
Outlook
and
we
saw
Project
Cora
highlighted
here,
we're
seeing
it
highlighted
in
the
context
of
a
word
document
and
using
smart
lookup.
You
get
this
a
very
similar
view
of
the
the
topic
page
with
the
definition
and
related
people
and
resources,
and
we
expect
to
see
this
in
teams
as
well.
B
So
much
so,
let's
talk
about
the
next
couple
of
sections
here.
Just
keep
going
through
the
slides
era
can
help
keep
pushing
on
here.
So
let's
talk
a
little
bit
about
this
organizational
area
because
we
want
to
think
about.
You
know
the
content,
that's
coming
into
your
company
and
how
do
we
think
about
making
that
smarter
as
it
comes
in
so
as
Eric
mentioned,
these
great
rich
experiences
that
we
have
from
a
knowledge
perspective?
B
We
were
trying
to
really
make
that
simple
for
the
end-user
to
discover
and
to
be
able
to
get
to
the
information
that
they
need
being
able
to
understand
sort
of
what's
available
as
part
of
the
topic
and
everything
else.
But
we
also
want
to
think
about
how
a
business
process
can
be
smarter.
How
do
I
make
the
content?
That's
coming
into
my
company
a
little
bit
smarter,
and
so
there
are
lots
of
ways
to
do
that.
B
There
we're
also
looking
at
the
sort
of
extra
piece
here.
That
is
understanding.
What
is
the
content
inside
of
the
document
too?
So
you
look
at
the
connections
here.
We
look
at
the
signal
depth
and
then
we're
understanding
the
content
itself
and
that's
how
we're
actually
extracting
a
lot
of
that
topical
information.
So,
if
you
think
about
it,
we're
using
a
combination
of
different
methods,
so
they
think
about
the
Microsoft
graph.
We
have
all
that
great
layer
of
data
and
all
the
content.
That's
it
that's
being
stored
there.
B
You
have
on
top
of
that
kind
of
a
layer
of
signals,
all
the
collaboration
data
that
you
know:
you're,
sending
emails,
you're
collaborating
on
documents
or
in
meetings
or
in
tasks
all
those
pieces,
and
then
you
can
think
about
the
next
layer.
On
top
of
that
is
really
understanding
a
little
bit
more
about
how
we
can
make
connections
between
those
things,
because
we
can
get
more
insight
by
processing
it
in
different
ways.
Now
what
we're
doing
is
actually
looking
through
a
lot
of
the
knowledge
that
we
have
inside
of
the
organizations.
B
So
the
interesting
thing
here
is
we're
actually
able
to
use
a
probabilistic
programming
to
understand
some
of
the
different
areas
of
documents,
understand
the
content
itself
and
the
richness
of
the
content
and
then
look
for
ways
to
sort
of
verify
that
those
connections.
When
we
do
that
verification,
then
we
can
actually
do
analysis
across
those
signals
and
then
be
able
to
take
that
information
to
understand
how
things
are
connected
and
new
in
different
ways.
B
And
so
it's
really
interesting
to
take
the
approach
that
says
how
can
I
see
if
a
project
and
topics
are
connected
together
without
somebody
actually
formally
telling
me
that
well,
I
can
look
through
this
kind
of
network
of
connections,
the
network
of
signals
that
we
have
and
explore
new
edges
to
understand
how
things
are
related
together,
and
so
that's
really
understanding
how
we
can
create
these
topical
Maps.
So
we
just
showed
but
also
thing
about
more.
The
richness
of
the
signals
that
we'll
have
in
the
future
too
so
I
think
I'm
the
organized
side.
B
Here
we
have
a
little
bit
more
in
terms
of
understanding
the
controls
that
are
part
of
the
system,
and
so
with
the
content
controls
themselves,
we
had
lots
of
questions
at
ignites
and
beyond
so
I
think
it's
it's
worth
to
sort
of
talk
through
some
of
these
areas.
So
people
are
concerned,
obviously,
with
some
of
the
past
experiences
they
may
have
had
use
sort
of.
How
do
we
make
sure
that
we
feel
good
about
the
ways
that
we're,
including
this
information,
so
first
off,
obviously
with
Microsoft
365?
B
We've
got
a
couple
of
different
things:
all
the
IP
and
the
compliance
and
security
controls
that
you
expect
with
Microsoft
365
and
then
we're
adding
a
layer
on
top
of
that,
especially
for
this
knowledge
mining
area.
So
how
do
I
think
about
my
knowledge
network?
It's
really
about
how
I'm
able
to
allow
different
sites.
So,
for
example,
when
you
first
start
with
project
core-tex
you'll
probably
want
to
scope
it
through
a
certain
number
of
sites
that
you
feel
good
about,
that.
B
So
if
you've
ever
had
experiences
before
where
you've
had
content
that
maybe
showed
up
in
delve
in
the
past-
and
you
didn't
want
that
to
happen-
we
will
obey
those
same
Microsoft
search
settings
as
well
and
then
with
topics
themselves.
So
we
actually
be
able
to
give
you
a
way
to
visualize
this,
as
an
administrator,
so
being
able
to
block
specific
topics.
You'll
be
able
to
see
the
different
topics
that
come
in
so
think
about.
B
The
connections
that
we
have
we've
managed
metadata
you'll
also
be
able
to
use
things
like
a
list
of
terms
of
different
acronyms,
and
then
we
can
also
manage.
Who
sees
those
topics
too.
So
kind
of
an
interesting
piece
here
is
thinking
about
how
you
do
adoption
inside
of
the
organisation's.
So
at
first
you
know
maybe
want
a
small
group
of
users
using
this
and
then
think
about.
B
You
know
the
different
ways
that
we
can
have
all
of
the
things
that
could
possibly
be
a
candidate
topics,
so
think
about
all
of
the
work
that
it's
doing,
cortex
is
going
through
its
mining.
All
these
project
names
topic
names
and
then
it
can
actually
show
you
a
list
of
all
of
those
candidates,
and
so
we
may
want
to
do
some
subject
matter:
experts
to
verify
those
candidates
first
or
whether
you
choose
to
have
your
end
user.
B
A
population
see
all
of
the
things
that
have
already
been
confirmed
as
topics
and
so
there's
a
kind
of
different
and
adoption
and
ableman
options
that
we
have
there
and
the
same
thing
in
this
August
topic
manager
area,
because
you
think
about
you
know
we're
going
to
show
you
some
suggestions
of
project
names
and
topic
names
that
we
found
and
then,
when
you
say
hey,
is
this
a
real
topic
red?
So
we've
done
a
lot
of
work
in
terms
of
feedback,
but
we
also
want
to
take
a
step
before
that
and
say
hey.
B
You
know
what
what
does
me
as
an
administrator
me
as
a
knowledge
manager
like?
Does
this
really
look
like
a
good
candidate
topic?
Is
it
something
I
can
view
and
confirm
and
then
once
I've
done,
that
I
have
the
ability
to
have
that
be
available
to
my
end-users,
and
so
the
the
goal
around
this
is
to
really
build
up
the
adoption
and
the
enablement
of
what
knowledge
management
look
like
inside
of
your
organization.
B
What
does
it
look
like
from
the
subject
matter,
expertise
where
area
and
then
how
do
we
make
sure
that
people
are
having
a
great
experience
from
day
one?
So
if
you
take
a
little
bit
of
time
to
do
some
of
the
work
to
say
yes,
these
are
real
topics.
These
are
real
project
names.
These
are
things
that
I
want
to
make
sure
my
end-users
are
seeing
then
it'll
be
a
great
experience
for
all
of
them,
and
then
these
abilities
around
sort
of
merging
and
managing
topics
that
whole
topic
lifecycle.
B
We
realize,
of
course,
project
names
or
topic
names
change
inside
of
our
organization.
We
want
to
be
able
to
manage
those
things
and
then
the
ability
to
curate
those
topics
as
well
so
making
sure
again
for
all
the
different
organization
styles,
and
we
realize
that
even
within
different
business
units,
there
can
be
a
different
style.
So
some
folks
may
have
a
more
restrictive,
save
style
and
then
other
areas
of
the
business
may
be
more
open,
so
we're
trying
to
have
the
range
of
controls
that
allow
you
to
implement
core-tex
the
way
that
you
want
it.
B
So
with
that,
let's
move
on
to
the
move,
the
connection
area
here-
let's
just
keep
going
through
and
so
we'll
talk
through
now
a
little
bit
more
about
content
understanding
and
how
we
can
drive
intelligence
in
there.
So
we
think
about
the
knowledge
Network
is
that
information
we're
mining
through
always
inside
of
your
organization,
we're
understanding
that
contents.
You
know
we're
figuring
out
sort
of
what's
inside
of
the
documents,
and
so
when
I
mentioned
earlier,
it's
a
little
bit
more
about
the
business
process,
information
and
how
it's
coming
in.
B
So
we
want
to
make
content,
that's
actually
coming
into
your
organization's,
smart
or-
and
we
want
to
give
you
great
ways
to
be
able
to
manage
that
and
extract
the
metadata
that
you
need
from
it.
So,
let's
go
through
and
I
think
we're
going
to
go
through
different.
The
different
methods
here
so
they'll
have
three
different
methods
as
part
of
the
project.
Obviously,
there's
always
a
manual
method
to
be
how
you
can
upload
the
content
and
be
able
to
put
in
the
metadata
that
you
need
from
it
and
do
that
extraction.
B
Processing,
and
this
is
about
conjunction
with
our
partnership
with
the
Microsoft
power
platform,
which
is
a
new
tool
called
a
eye
builder,
and
so
you'll
be
able
to
build
unsupervised
and
supervised
machine
learning
models
for
processing
forms,
and
this
is
really
about.
Having
information
looks
very
similar
to
each
other,
so
think
of
it
as
a
template.
You're
filling
out
forms
you've
got
that
kind
of
information.
It's
easily
extracted
from
a
standardized
template,
that's
a
great
way
to
be
able
to
process
that
information
and
then
for
unstructured
documents
like
contracts
and
those
business
agreements
and
proposals.
B
So
let's
talk
through
some
of
the
the
areas
here
so
I
know
we
have
a
quick
demo
here
in
terms
of
the
automated
object
detection,
so
the
one
of
the
things
we're
doing
is
creating
a
new
destination
for
content,
site
centers
and
content
centers
initially
for
the
first
version
of
project.
Cortex
will
be
the
place
where
you
can
do
machine
teaching,
but
will
also
have
all
these
other
analytics
capabilities.
B
I've
got
an
engineering
wireframe
here
and
oftentimes.
You
know
with
those
kind
of
drawings.
We
really
want
to
just
extract
the
handwriting
on
there
as
well.
So
imagine,
for
example,
it
was
a
wireframe
diagram
or
it's
a
return
or
something
and
a
customer's
marked
in
handwriting
or
something
failed.
Then
I
can
upload
that
and
as
I
upload
and
click
through
here
then
you'll
see
that
we
are
able
to
extract
that
metadata
automatically
from
there.
So
I
upload
those
things
normal
way.
B
We
do
things
in
SharePoint
and
then
be
able
to
click
through
and
then
make
sure
that
the
handwriting
is
being
extracted
from
those
documents
and
so
that
populates
the
column
columns
here
inside
of
my
document
library,
it's
kind
of
an
example
of
sort
of
doing
that
kind
of
smart
against
smart
out-of-the-box.
We
want
to
make
sure
that
things
like
handwriting
extraction
are
built
in
being
able
to
extract
the
pieces
that
are
most
interesting,
so
I'm
gonna
hand
it
over
to
you
in
camera.
D
Thank
You
Naomi
I'm,
says
Naomi
mentioned
one
of
the
culpability
x'
we're
having
as
part
of
project
cortex
is
the
ability
to
really
understand
from
structured,
similar
kind
of
documents.
What
are
some
of
the
key
value
pairs
and
extract
them,
while
this
is
really
cool
is
because,
instead
of
you
to
actually
manually,
go
through
each
document
to
extract
less
they
like
the
vendor
name,
the
shipping
information.
D
Once
you
upload
the
documents
here
on
this
new
sort
of
content,
side
collection
that
we
have
constantly,
you
can
definitely
you
can
have
the
model
apply
it
on
top
of
the
documents
extract
metadata
from
it.
So
here
we've
integrated
ai
builder
with
SharePoint,
so
here's
an
example
of
the
purchase
orders.
So
here
we
were
expecting
you
to
upload
five
documents
with
the
same
layouts,
you
sort
of
train
the
model.
So
let's
say
you
uploaded
a
purchase
order.
D
Here
is
an
example
of
the
document
you
uploaded
and
then
you
can
see
the
model
sort
of
goes
through
to
identify
some
key
value
pairs,
their
names,
the
purchase
other
ship
to
sender,
and
then
you
can
see
how
some
of
those
selected
fields
will
then
show
up,
and
then
you
have
the
ability
ability
to
either
change
what
you
want
the
field
name
to
be
or
really
confirm
and
say.
Yes,
this
is
a
field
I
want
versus.
This
is
a
field
I
don't
want.
D
D
The
model
then
goes
through
each
of
the
documents
and
then
extracts
automatically
some
of
that
information
that
you've
sort
of
identified
that
you
need
out
of
the
documents
so
I
think
it's
pretty
cool,
because
these
are
things
that
we
know.
People
did
manually
back
in
the
days
and
it
really
helps
you
in
case.
You
need
this
sort
of
information
to
see
through
other
processes
or
then
just
apply
specific
rules
on
top
of
it.
D
Another
thing
that
we're
introducing
as
part
of
project
cortex
is
really
ways
to
identify
file,
file
types
and
then
extract
entities
from
those
types
of
files.
So,
while
the
AI
do,
that
is
really
good
for
structured
information
and
similar
machine
teaching.
The
machine
teaching
capability
that
we're
introducing
helps
subject
matter
experts
to
really
look
at
documents
that
could
be
in
different
formats.
D
So
let's
say
you
get
like
statement
of
works
in
word
and
PDF
things
are
not
really
consistent
and
you
can
train
this
model
using
some
samples
of
you
know
positive
samples
in
yes,
this
is
the
type
of
document
and
negative
samples,
and
then
you
really
extract
from
it
and
say
here
are
the
key
information
that
I
want
from
different
types
of
documents.
So
this
is
a
little
bit
it's
more
involved
than
the
AI
building
stuff,
because
the
AI
building
has
you
know
those
definitive
templates.
D
But
this
is
really
cool
because
you
can
extend
it
to
different
types
of
document.
Sizing
you're,
not
limited
by
you
know.
Are
they
all
PDF
sources?
Are
they
all
Word
documents?
So
here,
as
I
mentioned,
we're
enabling
subject
matter
experts
to
teach
the
machine
which
is
pretty
cool
because
then
you
have
control
over
what
is
or
what
isn't.
So
you
first
of
all
upload
some
positive
and
negative
examples,
and
then
we
expect
you
to
really
help
the
model
say
like
hey
yeah.
This
is
what
it
is.
D
Maybe
add
some
annotation,
if
you,
if
you
want
and
then
what
we
also
help
to
do,
is
to
also
publish
a
confidence
score.
So,
as
you
continue
uploading
certain
types
of
positive
documents
and
negative
documents,
you
can
really.
You
can
really
monitor
how
well
the
model
youth
train
is
doing
with
extracting
that
information
from
the
documents.
Once
you
have
identified
in
the
model,
you
can
then
publish
it
to
a
SharePoint
library
and
also
integrate
some
of
the
metadata
that
gets
extracted
into
some
of
the
regular
flows
that
you
do
today.
B
Great
thanks
so
much
thank
him,
so
it
was
great
to
hear
these
different
areas
and
sort
of
think
about.
You
know
the
difference
between
what
we
were
able
to
do
with
forms
processing,
as
you
mentioned
with
that
structured
data,
and
then
the
machine
teaching
approach
which
is
really
unstructured
data,
and
then
it
was
we're
extracting
all
of
that
metadata.
B
Hopefully,
you
realize
that
metadata
has
become
even
more
important
in
all
of
these
different
services
and
so
that
extracted
metadata,
of
course,
lives
in
columns
and
content
types
and
being
able
to
use
that
across
the
different
areas.
So
if
we
go
to
the
next
slide,
we
can
check
out
some
of
the
different
ways
that
we've
been
improving,
metadata
and
thinking
about
all
these
different
areas.
So
look
at
the
ways
that
were
ingesting
content
inside
of
your
organization.
We
want
to
think
about
how
we're
enriching
that
knowledge
network
as
it
comes
in
now.
B
B
So
it
really
starts
off
with
some
of
these
smart
ingesting
capabilities
so,
as
in
CHEM
showed
you
thinking
about
forms,
processing,
thinking
about
machine
teaching
where
you've
got
subject
matter,
experts
who
are
able
to
teach
the
way
that
they
understand.
You
know
whether
it's
legal
clauses
inside
of
a
document
or
our
project
management
or
an
RSP
pieces
is
being
structured,
and
then
we
think
about
you
know
using
these
different
ways
of
machine
learning
and
machine
teaching
to
help
with
that
classification
area.
B
And
then
we
really
want
to
be
able
to
deliver
more
insight
as
part
of
that.
So,
if
you
think
about
the
transition
between
what
becomes
knowledge
and
what
becomes
learning
inside
of
a
system,
it's
really
about
how
we're
able
to
do
a
next
level
of
insights
and
analytics
on
top
of
it.
So
bringing
all
these
pieces
together.
B
B
You
know
inside
of
SharePoint,
inside
of
teams,
inside
of
Yammer
inside
a
stream
all
of
those
different
experiences,
and
so
we
think
it's
an
important
piece
there
now
the
same
types
of
things
we're
doing
in
content
types
as
well,
so
we're
looking
at.
How
are
we
investing
in
those
areas?
So
content
types,
the
way
that
we
do
things
like
content,
type
syndication,
those
are
all
being
improved
as
well
and
then
to
make
a
taxonomy,
much
richer
experience,
we're
really
looking
at
how
we're
importing
and
exporting
taxonomy
zazz.
B
B
We
also
think
this
is
really
important
for
other
applications
may
be
things
like
sa
Peaks
after
where
you
already
may
be
doing
some
master
data
management
another
place,
and
you
want
to
keep
some
of
those
pieces
synchronized
as
well,
and
then
we
think
about
content
types.
So,
as
I
mentioned
earlier,
we
are
investing
heavily
in
content
types
as
well.
B
And
the
same
thing
is
true
on
the
content-type
piece
here,
because
we
want
to
be
able
to
make
sure
that
you're
able
to
look
at
the
parent
content
types
sort
of
be
able
to
put
those
things
together
and
then
we
want
to
think
about
the
ways
that
were
categorizing
these
as
well.
And
then
you
can
think
about
how
those
get
pushed
to
a
hub
site
themselves.
We're
also
adding
end
user
controls,
because
we
want
to
add
content
types
to
document
libraries.
B
So
an
end
user
can
say,
add
a
content
type
because
it
makes
sense
just
to
do
it.
They're
sort
of
think
about
that
template,
Pass
policy
and
having
that
will
be
part
of
the
document.
Library
as
well,
and
then
thinking
about
you
know
these
end
user
experiences
here.
So,
for
example,
in
this
in
this
area.
We're
really
thinking
about
you
know
how
we
can
add
those
content
types,
the
different
columns
here
and
again
behind
the
scenes,
things
like
machine
teaching,
they're
actually
using
content
types
to
store
that
data.
So
you
can
think
about.
B
You
know:
I've
trained
a
business
process.
Maybe
I
have
something
like
you
know,
proposals
they're
coming
into
my
organization,
I'm,
extracting
the
metadata
there
that's
actually
getting
stored,
as
you
know,
part
of
that
content
type
behind
the
scenes
and
so
being
able
to
attach
all
the
different
things
that
I
would
be
able
to
do
with
content
types
so
about
policy
information.
Think
about
the
way
it's
being
syndicated.
Think
about
you,
know
the
workflow
and
other
things
that
I
want
to
have
as
part
of
that
too.
B
So
I
have
those
abilities
there
and
then
thinking
about
you
know
these
different
areas,
for
example,
just
being
able
to
navigate
within
these
areas
too.
So
inside
of
a
document,
library
I
have
a
rich
set
of
terms.
You
know
I
should
be
able
to
easily
filter
the
documents
within
those
libraries
to
be
able
to
see
those
things
by
category
in
this
case,
so
seeing
all
of
those
different
areas
from
a
term
set
perspective,
and
then
the
last
area
here
just
sort
of
make
sure
we
understand
a
little
bit
more
sort
of
thinking
about.
B
You
know
the
the
foundational
investments
that
we're
making
here.
So
we're
really
thinking
about
this
is
very
coherent
experience
across
Microsoft
365.
So
again,
the
first
version
of
project
cortex
are
making
these
these
big
set
of
investments,
but
you'll
see
even
more
of
those
things
coming
across
Microsoft
365
and
the
suite
wide
experiences.
We
also
want
to
think
about
how
you're
taking
these
enterprise
content
types
and
how
you
think
about
that
based
on
terms
so
there's
the
search
functionality.
B
That's
thinking
about
you,
the
ways
that
we're
doing
knowledge
finding,
but
we
also
want
to
have
a
managed
set
of
metadata
as
well
for
organizations
and
so
finding
that
balance
between
there
and
sort
of
making
sure
that
we
can
help
users
to
be
able
to
discover
the
content
that
they
need
based
on
some
of
those
areas
and
they're.
Thinking
about
you
know
that
consistent
tagging
experience,
because
we
want
to
think
about
how
you're
doing
term
suggestions
and
auto
tagging
and
those
all
of
those
different
areas
coming
together.
B
So
you
know
you
saw
earlier
in
the
knowledge
Network
demo
that
Eric
did
sort
of
seeing
that
area,
for
example,
where
teens
as
being
picking
up
on
the
topic.
That's
being
mentioned,
you
know
being
able
to
see
that
automatically
being
able
to
do
things
like
smart
lookup
inside
of
word
those
kinds
of
areas
and
then
thinking
about
how
we're
doing
that.
What
are
tagging
essentially
for
you
as
well
and
then
the
last
area
here
around
enterprise
content
types.
B
You
know
we
want
to
think
about
the
metadata
that's
coming
across
your
entire
tenant
and
to
be
able
to
manage
that
in
a
much
more
cohesive
way
as
well.
Okay,
so
I
think
just
the
last
couple
of
slides
here,
sort
of
you
know
just
recapping
a
little
bit
here,
thinking
about
the
different
ways
that
we're
managing
all
of
this
information
inside
of
project
cortex,
applying
some
really
amazing,
AI
capabilities.
If
I
think
about
you
know
all
of
that
content.
B
That's
coming
into
your
organization,
we're
really
taking
a
new
set
of
capabilities,
probabilistic
area,
for
example,
to
do
some
of
their
knowledge
mining
that
we're
laying
on
new
capabilities
around
deep
neural
networks
and
some
deep
learning
there
we're
understanding.
You
know
the
different
ways
that
projects
and
topics
and
that
language
inside
of
an
organization
and
how
that's
being
things
are
being
talked
about,
so
that
we
use
that
as
infrared
signals
and
then
being
able
to
obviously
couple
that
with
all
of
the
great
capabilities
that
we
have
across
Microsoft
365
and
then
we're
thinking
about.
B
You
know
how
we're
able
to
organize
and
then
of
course,
empower
folks
here
so
using
those
great
content,
intelligence
content,
understanding
pieces,
making
sure
we
can
actually
get
intelligence
from
inside
of
the
content
as
it
comes
into
your
organization
and
then
really
making
that
part
of
that
knowledge
network
going
forward
so
that
we
can
deliver
it
inside
of
great
experiences.
And
then
just
you
know
a
reminder
where
to
go
to
get
more
information
about
project
cortex.
B
We
are
scheduled
for
general
availability
in
the
first
half
of
this
year,
so
project
team
is
working
very,
very
hard
on
all
of
these
pieces
and
then
we
do
keep
their
Resource
Center
up
to
date
as
well.
So
if
you
go
to
this
link,
you'll
actually
see
that
there
is
a
you
scroll
down
the
page,
there's
a
few
different
forms
and
things
you
can
fill
out
what
we
have
in
there.
B
A
A
A
And,
and
also
just
to
recap,
the
timeline-
the
h1
2020
means
spring
this
year,
so
within
the
upcoming
months,
but
because
there
was
a
lot
of
questions
related
on
when
it's
X&Y
and
say
available.
When
is
this
available
when
it
is
available,
no
timelines?
Yet
we
can't
give
you
an
ETA,
and
this
is
a
kind
of
a
classic
discussion.
A
Everybody
keeps
on
always
asking
about
the
ETA,
but
we
don't
want
to
promise
to
deliver
anything
by
end
of
as
an
example
by
end
of
this
month,
because
if
what
if
we
should
sleep
and
then
you
make
your
commitments
as
a
customer
on
that
promise
and
then
you
will
be
mad
and
that's
why
we
don't
give
a
date.
So
until
we
can
guarantee
that
today
and
be
kept
answer,
the
question
can
we
say
SharePoint,
which
project
codex
concept
can
offer
advanced
CMS?
That's
that's
a
good
question.
Actually,
so
is
this
project
called
access?
A
B
I
think
it's
a
great
thing.
It's
really
was
one
of
the
genesis
areas
for
project
cortex.
We
looked
you
know
at
the
content
services
area.
We
spent
a
long
time.
You
know
at
the
Gartner
Magic
Quadrant.
We
looked
at
always
again
of
different
areas
and
Industry
reports
and
we
really
tried
to
look
at
like
what
could
we
do?
That's
that's
new
and
different,
and
so
we
look
to
those
areas.
We
spend
a
lot
of
time,
obviously
talking
to
customers
and
doing
doing
research
there
and
sort
of
the
advanced
CMS
capabilities.
B
You
know
it's
so
daunting
to
organizations
to
say
I'm
gonna
go
through
and
find
you
know,
here's
all
the
projects
in
my
company,
here's
all
the
topics
that
could
possibly
be
in
my
company
right.
It's
it
is
it's
enormous
effort,
and
so
you
know
our
conclusion
was
you
know
to
really
and
offer
these
advanced
services
that
we
should
be
applying
AI?
What
they
are
is
good
for.
You
know:
importa
worked
in
ml
for
the
last.
You
know
15
years
at
this
point,
and
so
you
know
what's:
what's
it
really
great
at
it's
really
great.
B
You
know
brute
force,
cutting
through
a
whole
bunch
of
things
and
giving
you
a
great
first
cut,
and
so
we
want
to
make
sure
that
we're
marrying
both
of
those
things
together
that
the
advanced
capabilities
we're
using
these
new
machine
learning
techniques
we're
using
some
really
cool
tech
from
across
Microsoft.
But
we
also
want
to
make
sure
there's
lots
of
space
in
there
for
when
people
need
to
curate
and
add
their
subject
matter
expertise
in
there
and
to
make
it
easy
to
keep
those
things
up-to-date,
and
so
that
really
was
the
genesis.
This
whole.
A
B
A
And
it
is
absolutely
on
and
it's
kind
of
a
recapping
on
that
one.
Now.
This
is
the
time
when
we
truly
truly
truly
take
advantage
of
the
technique
at
the
the
awesomeness
of
rusher,
with
the
technologist,
so
I
sure
has
a
lot
of
these
technical
bits
and
pieces,
but
there
are
individual
tools
and
individual
things
or
it's
a
nail
or
it's
a
it's
a
hammer,
and
but
we
now
as
part
of
Microsoft
resist
if
I
would
combine
and
use
that
and
provided
that
technology
and
provide
that's
easily
available
for
everybody
to
consume.
A
Now
there
was
two
other
things
related
on
what
settin,
what
you
know
miss
ed
related
on
taking
advantage
of
truly
the
cloud
and
and
the
flexibility
of
the
cloud
or
worse
it,
then
that
hasn't
implications
for
on-premises,
because
we
do
have
on-premises
friends
as
well.
So
it
is
it
fair
to
say
that's
pretty
much.
Nothing
about
this
capabilities
will
be
in
on-premises
in
future,
so.
B
This
is
a
great
question,
so
I
don't
think.
We've
totally
decided
that,
but
I
will
say
for
folks
that
have
hybrid
configurations.
You
know
that's
would
be
my
guidance
of
where
to
go
if
you're
totally
on
premises.
I,
don't
know
that
I
have
a
good
answer
for
you
right
now.
You
should
get
a
little
bit
more
about
it,
but
the
from
a
hybrid
configuration.
The
wonderful
thing
is
here
with
Cortex's,
as
you
will
know,
is
working
on
Microsoft
search
before,
and
so
you
know
the
same
kinds
of
connections
that
we
have.
B
You
think
about
the
the
way
that
we're
able
to
have
that
hybrid
information
come
to
the
Microsoft
graph.
So
if
you
have
on
Prem
servers,
you've
got
it
connected
with
address
and
say
you're.
You
know
having
that
information
up
in
the
graph
once
it's
there
and
it's
in
the
Microsoft
graph,
then
it's
available
for
project
cortex
to
basically
crunch
on
and
to
do
discovery
on.
So,
if
you
still
have
you
know,
a
bunch
of
stuff
is
connected.
Obviously,
in
a
hybrid
environment,
still
definitely
part
of
what
we
can
do
with
cortex.
A
But
this
is
a
good
example
of
a
cloud
first
and
we've
been
having
a
cloud
first
solution
for
sharepoint
for
a
quite
a
long
time
already
so
on-premises
sharepoint
2019,
which
is
actually
quite
old,
comparing
what
we
have
in
the
cloud.
But
now
one
final
thing
we're
running
over
stay
out
of
time
as
well.
But
what
about
the
development
side
of
the
house-
and
there
was
a
question
related
on
api's
and
automation?
Is
there
a
way?
A
B
Absolutely
I
think
about
this
is
really
being
a
great
foundation
for
many
new
partner
offerings
and
I
hope
to
see
lots
of
creativity
with
that
as
well.
So
there's
a
couple
of
different
spaces.
There
is
also
a
content
services
partner
program.
If
you
haven't
seen
that
I
think
there's
a
link
out
on
the
tech
community
to
it
as
well.
So
if
you
look
for
content,
Microsoft
content
services
partner
program,
so
we
do,
we
do
have
that
as
well,
so
we're
in
this
area
kind
of
with
content
services,
a
couple
different
things.
B
So
if
I
was
thinking
about
myself
as
a
developer
and
I
was
thinking
about
the
API
so
that
I
would
have
access
to
we're
gonna
do
a
whole
bunch
of
different
things.
One
is
to
have
a
set
of
taxonomy.
Api
is
essentially
for
the
managed
metadata
service.
So
thinking
about
you
know,
we
talked
about
that
import/export
sort
of
functionality.
Obviously
we
want
you
to
be
able
to
automate
that
we
also
want
to
have
different
ways
for
you
to
connect
in
you
know.
B
Potentially
other
term
sets
other
things
that
you
want
to
manage
as
part
of
that
too,
and
then
thinking
about
maybe
different
ways
that
you
might
give
a
different
interface
or
you
know,
build
it
be
able
to
build
on
top
of
the
the
term
sets
themselves.
So
thinking
about
managed
metadata
services.
How
do
I
bring
that
maybe
at
other
applications
that
I'm
building
those
kinds
of
areas.
B
So
that's
kind
of
the
the
MMS
side
of
the
house
now
on
the
sort
of
content,
understanding
side
of
the
house,
obviously
we're
using
a
lot
of
the
azure
capabilities.
So
you
know
go
bone
up
on
the
azure
cognitive
services,
because
those
api's
are
ones
that
you
belt
a
call
as
well
and
be
able
to
some
bring
that,
together
with
the
data
that
we
have
inside
of
cortex.
B
So
there's
a
great
way
to
be
able
to
extract
that
and
get
the
information
you
need
there
and
then
I
think
about
it
on
the
sort
of
more
the
systems.
Integrator
side
of
the
house.
So
you
know,
there's
a
great
sort
of
different
ways
to
think
about
how
we
do
adoption
for
for
customers
here
and
then
how
you
build
new
services
on
top
of
capabilities
like
project
cortex.
B
B
The
traditional
ways
that
we
already
build
with
SPF,
X's
and
people
well
know
thinking
about
the
web
parts
that
you'll
be
able
to
extend
there
and
then
we're
looking
at
different
ways
to
do
extensibility
to
be
able
to
call
both
knowledge
mining
services,
as
well
as
the
the
way
that
we
call
topics
as
well
inside
of
an
organization,
so
lots
of
potential
there
and
we're
definitely
considering
it.
You
know
how
we
make
partners
a
big
part
of
this
as
well.
Jim.
A
Excellent
that
I
think
everybody,
especially
on
their
side
of
the
house.
People
want
to
hear
about
that
one
and
it's
a
great
great
thing
to
know
that
from
day
one
we've
been
thinking
about
the
extensibility
side
of
the
house
as
well.
Now
I
think
that's
it
for
today.
So
thank
you
Eric.
Thank
you.
Nichkhun.
Thank
you
know
me
a
really
great
presentation
and
recapping
actually
what's
what's
coming
and
what
are
the
capabilities,
and
obviously
this
is
one
step
at
a
time
journey.
It's
not
gonna,
be
a
big
bang
and
everybody.
A
Everything
is
gonna,
be
available
immediately
right
now
me,
so
we
will
get
some
of
the
stuff
first,
whenever
it's
time
and
then
will
reiterate
and
reiterate,
based
on
the
feedback
from
our
users
and
partners,
whether
we
knew
what
needs
to
be
there.
So
it's
gonna
be
a
journey,
but
more
and
more
stuff
will
be
available
later
this
spring
and
SPC
SharePoint
conference
probably
is
gonna,
be
the
big.
Let's
say
some
sort
of
a
big
announcements
probably
is
happening
there.
We
can
assume.
A
A
A
Pacific
time
which
slightly
problematic
potentially
for
Pacific
people
and
depending
actually
on
the
family
plans
and
family
schedules,
but
and
then
we
have
a
ship
on
generate
deaf
community
call
coming
on
January
23rd,
so
that's
the
next
one's
and
in
general,
if
you're
interested
on
the
extensibility
on
SharePoint
and
office
365,
our
community
is
available
from
a
kms
SP,
PNP
and
you'll
find
open
source
or
YouTube
channel
on
all
of
the
other
assets
from
this
one
location.
But
thank
you,
everybody
for
joining
and
once
again
thank
you
Eric.
Thank
you.
Nichkhun.