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Last login: Sun Jul 27 06:44:15 on conso=
le
standard@SYMBIs-MacBook-Pro ~ % /Library/Developer/CommandLineTools/Library=
/Frameworks/Python3.framework/Versions/3.9/Python3 ; exit;
zsh: exec format error: /Library/Developer/CommandLineTools/Library/Framewo=
rks/Python3.framework/Versions/3.9/Python3
Savi=
ng session...
...copying shared history...
...saving history...truncating history files...
...completed.
[Pro=
cess completed]
[Restored 4 Aug 2025 at 15:40:29]
Last login: Sat Aug 2 00:22:39 on console
Restored session: Sun 27 Jul 2025 07:17:03 AEST
standard@SYMBIs-MacBook-Pro ~ % npx update-browserslist-db@latest
Need to install the following packages:
update-browserslist-db@1.1.3
Ok to proceed? (y) y
Late=
st version: 1.0.30001731
Installed version: none
Removing old caniuse-lite from lock file
Installing new caniuse-lite version
$ npm install caniuse-lite
Cleaning package.json dependencies from caniuse-lite
$ npm uninstall caniuse-lite
caniuse-lite has been successfully updated
No t=
arget browser changes
npm notice
npm notice New major version of npm available! 10.9.2 -> 11.5.2
npm notice Changelog:
https://github.com/npm/cli/releases/tag/v11.5.2
npm notice To update run: npm install -g npm@11.5.2
npm notice
standard@SYMBIs-MacBook-Pro ~ % npm install -g npm@11.5.2
npm error code EACCES
npm error syscall rename
npm error path /usr/local/lib/node_modules/npm
npm error dest /usr/local/lib/node_modules/.npm-i9nnxROI
npm error errno -13
npm error Error: EACCES: permission denied, rename '/usr/local/lib/node_mod=
ules/npm' -> '/usr/local/lib/node_modules/.npm-i9nnxROI'
npm error at async Object.rename (node:internal/fs/promises:784:10)
npm error at async moveFile (/usr/local/lib/node_modules/npm/node_modul=
es/@npmcli/fs/lib/move-file.js:30:5)
npm error at async Promise.allSettled (index 0)
npm error at async [reifyPackages] (/usr/local/lib/node_modules/npm/nod=
e_modules/@npmcli/arborist/lib/arborist/reify.js:325:11)
npm error at async Arborist.reify (/usr/local/lib/node_modules/npm/node=
_modules/@npmcli/arborist/lib/arborist/reify.js:142:5)
npm error at async Install.exec (/usr/local/lib/node_modules/npm/lib/co=
mmands/install.js:150:5)
npm error at async Npm.exec (/usr/local/lib/node_modules/npm/lib/npm.js=
:207:9)
npm error at async module.exports (/usr/local/lib/node_modules/npm/lib/=
cli/entry.js:74:5) {
npm error errno: -13,
npm error code: 'EACCES',
npm error syscall: 'rename',
npm error path: '/usr/local/lib/node_modules/npm',
npm error dest: '/usr/local/lib/node_modules/.npm-i9nnxROI'
npm error }
npm error
npm error The operation was rejected by your operating system.
npm error It is likely you do not have the permissions to access this file =
as the current user
npm error
npm error If you believe this might be a permissions issue, please double-c=
heck the
npm error permissions of the file and its containing directories, or try ru=
nning
npm error the command again as root/Administrator.
npm error A complete log of this run can be found in: /Users/standard/.npm/=
_logs/2025-08-04T05_41_04_249Z-debug-0.log
standard@SYMBIs-MacBook-Pro ~ %
The terminal out=
put shows two distinct errors related to running commands on a macOS system=
. Let=E2=80=99s address each issue step-by-step.
1.
Pytho=
n3 Command Error:
zsh: =
exec format error
The =
command
/Library/Develo=
per/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/Pyth=
on3
resulted in an
exec format error
. This typically occurs when the shell tries to =
execute a file that is not a valid executable for the system.
Cause:
The file
Python3
in the specified path is likely not the=
actual Python executable. On macOS, the Python framework installed by Xcod=
e Command Line Tools places the executable in a different location, often a=
symbolic link or a different binary name.
You might be trying to run the framework=
itself or a non-executable component.
Solution:
Use the =
correct Python executable
: Instead of directly referencing the fra=
mework path, use the
py=
thon3
command, which should be available in your PATH if the Command=
Line Tools are installed correctly. Run:
Bash
Copy
python3
--version
This should conf=
irm if Python 3.9 is installed and accessible.
Check th=
e installation
: Ensure the Xcode Command Line Tools are properly i=
nstalled. Run:
Bash
Copy
xco=
de-select
--install
If already installed, verify the Python pa=
th:
Bash
Copy
which
python3
It should point to something like
/Library/Developer/CommandLineTools/usr/bin/python3=
or
/usr/bin/pyt=
hon3
.
Alternat=
ive
: If you need a specific Python version, consider using a versi=
on manager like
pyenv
to install and manage Python versions:
Bash
Copy
brew
install
pyenv
pyenv
=
install
3.9.0
pyenv
=
global
3.9.0
Fix the =
command
: If you must use the framework path, the actual executable=
is likely at:
Bash
Copy
=
/Library/Dev=
eloper/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/b=
in/python3
Try running that instead=
.
2.
npm I=
nstall Error:
EACCES: p=
ermission denied
The =
command
npm install -g =
npm@11.5.2
failed with an
EACCES
(permission denied) error when trying to update npm=
globally.
Cause:
The error occurs because the user (
standard
) lacks write=
permissions to
/usr/lo=
cal/lib/node_modules
, where global npm packages are installed. This =
is common on macOS when Node.js was installed without proper permissions or=
with a different user (e.g., via
sudo
).
macOS=E2=80=99s default permissions for =
/usr/local
often=
require elevated privileges for global installations.
Solutions:
Here=
are several ways to resolve this, ordered from least to most invasive:
Option 1:
Use
sudo
to Run the C=
ommand
Run =
the command with elevated privileges:
Bash
Copy
sudo
npm
install
-g
npm@11.5.2
=
Caution
: Using
sudo
can lead to permission issues later if other tools or scripts run as a=
non-root user. Only use this if you=E2=80=99re comfortable managing permis=
sions manually.
Option 2:
Fix P=
ermissions for Node.js
Adju=
st the permissions of the Node.js global directory to allow your user to wr=
ite to it:
Bash
Copy
sudo
chown
-R
$(
whoami
)
:admin
/usr/local/lib/node_modules
sudo
chmod
-R
u+=
w
/usr/local/lib/node_modu=
les
Then=
retry:
Bash
Copy
npm
install
-g
npm@11.5.2=
Option 3:
Use a=
Node Version Manager (Recommended)
To a=
void permission issues entirely, use a Node version manager like
nvm
(Node Version Manager)=
. This installs Node.js and npm in your home directory, avoiding system-lev=
el permission issues.
Install
nvm
:
Bash
Copy
curl
-o-
=
https://raw.githubusercontent.co=
m/nvm-sh/nvm/v0.40.1/install.sh
|
bash
=
Close and reopen your terminal, or sourc=
e the shell configuration:
Bash
Copy
source
~/.zshrc
Install Node.js (which includes npm):
Bash
Copy
nvm
install
22
nvm
use
22
Update npm globally without
sudo
:
Bash
Copy
npm
install
-g
npm@11.5.2
Benefits=
:
nvm
a=
voids permission issues and allows you to switch between Node versions easi=
ly.
Option 4:
Insta=
ll npm in a User Directory
Conf=
igure npm to install global packages in a directory you own:
Bash
Copy
mkdir
~/.npm-global
npm
config
set
=
prefix
'~/.npm-global'
Add =
the new directory to your PATH by adding this to
~/.zshrc
:
Bash
Copy
export
PATH
=3D~
/.
npm-global
/
bin
:
$PATH
Sour=
ce the file:
Bash
Copy
source
~/.zshrc
Then=
install npm:
Bash
Copy
npm
install
-g
npm@11.5.2=
Additional Notes:
Logs for=
Debugging
: The npm error log is at
/Users/standard/.npm/_logs/2025-08-04T05_41_04_249Z-d=
ebug-0.log
. If the issue persists, check this log for more details.
npx upda=
te-browserslist-db
: This command ran successfully, updating
caniuse-lite
. No furth=
er action is needed here unless you encounter specific issues with
browserslist
.
System I=
nfo
: You=E2=80=99re running macOS (based on the
MacBook-Pro
hostname and
zsh
shell). Ensure your X=
code Command Line Tools and Node.js installations are up to date to avoid c=
ompatibility issues.
If y=
ou need help with a specific step or encounter new errors, let me know!
=
=
=
=
st=
andard@SYMBIs-MacBook-Pro ~ % xcode-select --install
xcode-select: note: Command line tools are already installed. Use "Software=
Update" in System Settings or the softwareupdate command line interface to=
install updates
standard@SYMBIs-MacBook-Pro ~ % which python3
/usr/bin/python3
standard@SYMBIs-MacBook-Pro ~ %
standard@SYMBIs-MacBook-Pro ~ % brew install pyenv
pyenv install 3.9.0
pyenv global 3.9.0
Error: /opt/homebrew/Cellar is not writable. You should change the
ownership and permissions of /opt/homebrew/Cellar back to your
user account:
sudo chown -R standard /opt/homebrew/Cellar
=3D=3D> Downloading
https://formulae.brew.sh/api/formula.jws.json
=3D=3D> Downloading
https://formulae.brew.sh/api/formula_tap_migrations.jw=
s.json
=3D=3D> Downloading
https://formulae.brew.sh/api/cask.jws.json
Error: The following directories are not writable by your user:
/opt/homebrew
/opt/homebrew/Cellar
/opt/homebrew/Frameworks
/opt/homebrew/bin
/opt/homebrew/etc
/opt/homebrew/etc/bash_completion.d
/opt/homebrew/include
/opt/homebrew/lib
/opt/homebrew/lib/pkgconfig
/opt/homebrew/opt
/opt/homebrew/sbin
/opt/homebrew/share
/opt/homebrew/share/doc
/opt/homebrew/share/man
/opt/homebrew/share/man/man1
/opt/homebrew/share/man/man3
/opt/homebrew/share/man/man5
/opt/homebrew/share/man/man7
/opt/homebrew/share/zsh
/opt/homebrew/share/zsh/site-functions
/opt/homebrew/var/homebrew/linked
/opt/homebrew/var/homebrew/locks
You =
should change the ownership of these directories to your user.
sudo chown -R standard /opt/homebrew /opt/homebrew/Cellar /opt/=
homebrew/Frameworks /opt/homebrew/bin /opt/homebrew/etc /opt/homebrew/etc/b=
ash_completion.d /opt/homebrew/include /opt/homebrew/lib /opt/homebrew/lib/=
pkgconfig /opt/homebrew/opt /opt/homebrew/sbin /opt/homebrew/share /opt/hom=
ebrew/share/doc /opt/homebrew/share/man /opt/homebrew/share/man/man1 /opt/h=
omebrew/share/man/man3 /opt/homebrew/share/man/man5 /opt/homebrew/share/man=
/man7 /opt/homebrew/share/zsh /opt/homebrew/share/zsh/site-functions /opt/h=
omebrew/var/homebrew/linked /opt/homebrew/var/homebrew/locks
And =
make sure that your user has write permission.
chmod u+w /opt/homebrew /opt/homebrew/Cellar /opt/homebrew/Fram=
eworks /opt/homebrew/bin /opt/homebrew/etc /opt/homebrew/etc/bash_completio=
n.d /opt/homebrew/include /opt/homebrew/lib /opt/homebrew/lib/pkgconfig /op=
t/homebrew/opt /opt/homebrew/sbin /opt/homebrew/share /opt/homebrew/share/d=
oc /opt/homebrew/share/man /opt/homebrew/share/man/man1 /opt/homebrew/share=
/man/man3 /opt/homebrew/share/man/man5 /opt/homebrew/share/man/man7 /opt/ho=
mebrew/share/zsh /opt/homebrew/share/zsh/site-functions /opt/homebrew/var/h=
omebrew/linked /opt/homebrew/var/homebrew/locks
zsh: command not found: pyenv
zsh: command not found: pyenv
standard@SYMBIs-MacBook-Pro ~ %
The output shows=
that you=E2=80=99ve confirmed the Xcode Command Line Tools are installed a=
nd that
python3
=
is available at
/usr/bi=
n/python3
. However, the attempt to install
pyenv
using Homebrew failed due to permis=
sion issues with the Homebrew directories, and subsequent
pyenv
commands failed because
pyenv
isn=E2=80=99t=
installed yet. Let=E2=80=99s resolve these issues step-by-step.
1.
Resol=
ve Homebrew Permission Issues
The =
error indicates that multiple directories under
/opt/homebrew
(the default Homebrew install=
ation path on Apple Silicon Macs) are not writable by your user (
standard
). This is causing=
the
brew install pyenv=
command to fail.
Solution: Fix Homebrew Permissions
Run =
the following commands to correct the ownership and permissions of the Home=
brew directories:
Bash
Copy
sudo
chown
-R
standard:ad=
min
/opt/homebrew
sudo
chmod
-R
u+=
w
/opt/homebrew
Thes=
e commands:
Change the ownership of all Homebrew dir=
ectories to your user (
=
standard
) and the
admin
group.
Ensure your user has write permissions t=
o these directories.
Verify Homebrew
Afte=
r fixing permissions, check if Homebrew is working:
Bash
Copy
brew
doctor
This=
will report any remaining issues with your Homebrew setup. If it complains=
about other permissions or configurations, address them as suggested.
2.
Insta=
ll
pyenv
Once=
permissions are fixed, install
pyenv
:
Bash
Copy
brew
install
pyenv
This=
should now succeed. Verify the installation:
Bash
Copy
pyenv
--version
=
You =
should see output like
=
pyenv 2.x.x
.
3.
Set U=
p
pyenv
=
To u=
se
pyenv
, you ne=
ed to configure your shell to recognize it. Since you=E2=80=99re using
zsh
(the default she=
ll on macOS), add the following lines to your
~/.zshrc
file:
Bash
Copy
export
PATH
=3D
"
$HOME
/.pyenv/bin:
$PATH
"
eval
"$(
pyenv
i=
nit
--path
)"
eval
"$(
pyenv
i=
nit -)"
Appl=
y the changes:
Bash
Copy
source
~/.zshrc
Veri=
fy that
pyenv
is=
correctly set up:
Bash
Copy
pyenv
--version
=
4.
Insta=
ll and Use Python 3.9.0
Now =
you can install Python 3.9.0:
Bash
Copy
pyenv
install
3.9.0
This=
may take a few minutes as it downloads and compiles Python. Once installed=
, set it as the global Python version:
Bash
Copy
pyenv
global
3.9.0
Veri=
fy the Python version:
Bash
Copy
python3
--version
It s=
hould show
Python 3.9.0=
. If it still points to
/usr/bin/python3
, ensure
pyenv
is correctly initialized by checking your PAT=
H:
Bash
Copy
echo
$PATH
You =
should see something like
/Users/standard/.pyenv/shims
near the beginning of the PATH.
5.
Confi=
rm Python Path
Sinc=
e you previously checked
which python3
and got
/usr/bin/python3
, this indicates the system Python is being =
used. After setting up
=
pyenv
, run:
Bash
Copy
which
python3
It s=
hould now point to
~/.p=
yenv/shims/python3
. If not, restart your terminal or run
source ~/.zshrc
again.
6.
Optio=
nal: Address npm Issue from Previous Context
Your=
earlier issue with
npm=
install -g npm@11.5.2
also stemmed from permission problems. Since =
you=E2=80=99re encountering similar permission issues with Homebrew, it=E2=
=80=99s likely your system has restrictive permissions for development tool=
s. If you still need to update npm, consider using
nvm
(Node Version Manager) as recommende=
d previously to avoid permission issues:
Bash
Copy
curl
-o-
https://raw.githubusercontent.com/nvm-sh/nvm/v0.40.1/install.sh
|
bash
source
~/.zshrc
nvm
install
22
npm
install
-g
n=
pm@11.5.2
7.
Addit=
ional Notes
Xcode Co=
mmand Line Tools
: Since
xcode-select --install
confirmed the tools are installed, =
you=E2=80=99re good here. If you need to update them, use:
Bash
Copy
softwareupdate
--all
--install
--force
Homebrew=
Maintenance
: After fixing permissions, keep Homebrew updated:
=
Bash
=
Copy
brew
update
brew
upgrade
Logs
: If
brew install =
pyenv
still fails, check the Homebrew logs in
~/Library/Logs/Homebrew/
for details.
Python F=
ramework Path
: Your original Python issue involved an incorrect pa=
th. Using
pyenv
=
avoids the need to directly reference the framework path (
/Library/Developer/CommandLineTools/...
). The system Python at
/usr/bin/python3
is still available if needed, but
pyenv
gives you more contr=
ol.
If y=
ou encounter any errors during these steps or need help with a specific com=
mand, let me know the exact output, and I=E2=80=99ll guide you further!
=
=
=
=
<body id=3D"collection-677c27a6144932378f4071b3" class=3D"primary-butt=
on-style-solid primary-button-shape-rounded secondary-button-style-solid se=
condary-button-shape-rounded tertiary-button-style-solid tertiary-button-sh=
ape-rounded form-field-style-solid form-field-shape-square form-field-bord=
er-all form-field-checkbox-type-icon form-field-checkbox-fill-solid form-fi=
eld-checkbox-color-inverted form-field-checkbox-shape-square form-field-che=
ckbox-layout-stack form-field-radio-type-icon form-field-radio-fill-solid f=
orm-field-radio-color-normal form-field-radio-shape-pill form-field-radio-l=
ayout-stack form-field-survey-fill-solid form-field-survey-color-normal for=
m-field-survey-shape-pill form-field-hover-focus-outline form-submit-button=
-style-label header-overlay-alignment-center header-width-full tweak-fixed=
-header tweak-fixed-header-style-basic tweak-blog-alternating-side-by-side-=
width-inset tweak-blog-alternating-side-by-side-image-aspect-ratio-169-wide=
screen tweak-blog-alternating-side-by-side-text-alignment-left tweak-blog-a=
lternating-side-by-side-read-more-style-hide tweak-blog-alternating-side-by=
-side-image-text-alignment-bottom tweak-blog-alternating-side-by-side-delim=
iter-pipe tweak-blog-alternating-side-by-side-meta-position-below-excerpt t=
weak-blog-alternating-side-by-side-primary-meta-date tweak-blog-alternating=
-side-by-side-secondary-meta-author tweak-blog-alternating-side-by-side-exc=
erpt-show tweak-blog-basic-grid-width-inset tweak-blog-basic-grid-image-asp=
ect-ratio-169-widescreen tweak-blog-basic-grid-text-alignment-center tweak-=
blog-basic-grid-delimiter-bullet tweak-blog-basic-grid-image-placement-abov=
e tweak-blog-basic-grid-read-more-style-show tweak-blog-basic-grid-primary-=
meta-categories tweak-blog-basic-grid-secondary-meta-date tweak-blog-basic-=
grid-excerpt-show tweak-blog-item-width-wide tweak-blog-item-text-alignment=
-left tweak-blog-item-meta-position-below-title tweak-blog-item-show-auth=
or-name tweak-blog-item-delimiter-pipe tweak-blog-masonry-width-full tweak=
-blog-masonry-text-alignment-center tweak-blog-masonry-primary-meta-categor=
ies tweak-blog-masonry-secondary-meta-date tweak-blog-masonry-meta-position=
-top tweak-blog-masonry-read-more-style-show tweak-blog-masonry-delimiter-s=
pace tweak-blog-masonry-image-placement-above tweak-blog-masonry-excerpt-sh=
ow tweak-blog-side-by-side-width-full tweak-blog-side-by-side-image-placeme=
nt-left tweak-blog-side-by-side-image-aspect-ratio-169-widescreen tweak-blo=
g-side-by-side-primary-meta-date tweak-blog-side-by-side-secondary-meta-aut=
hor tweak-blog-side-by-side-meta-position-below-excerpt tweak-blog-side-by-=
side-text-alignment-left tweak-blog-side-by-side-image-text-alignment-middl=
e tweak-blog-side-by-side-read-more-style-show tweak-blog-side-by-side-deli=
miter-pipe tweak-blog-side-by-side-excerpt-show tweak-blog-single-column-wi=
dth-inset tweak-blog-single-column-text-alignment-left tweak-blog-single-co=
lumn-image-placement-above tweak-blog-single-column-delimiter-pipe tweak-bl=
og-single-column-read-more-style-hide tweak-blog-single-column-primary-meta=
-author tweak-blog-single-column-secondary-meta-date tweak-blog-single-colu=
mn-meta-position-top tweak-blog-single-column-content-full-post tweak-event=
s-stacked-width-inset tweak-events-stacked-height-small tweak-events-stacke=
d-show-past-events tweak-events-stacked-show-thumbnails tweak-events-stacke=
d-thumbnail-size-32-standard tweak-events-stacked-date-style-side-tag tweak=
-events-stacked-show-time tweak-events-stacked-show-location tweak-events-s=
tacke
d-ical-gcal-links tweak-events-stacked-show-excerpt tweak-global-anim=
ations-enabled tweak-global-animations-complexity-level-detailed tweak-glob=
al-animations-animation-style-fade tweak-global-animations-animation-type-s=
lide tweak-global-animations-animation-curve-ease tweak-portfolio-grid-basi=
c-width-inset tweak-portfolio-grid-basic-height-medium tweak-portfolio-grid=
-basic-image-aspect-ratio-43-four-three tweak-portfolio-grid-basic-text-ali=
gnment-left tweak-portfolio-grid-basic-hover-effect-zoom tweak-portfolio-gr=
id-overlay-width-full tweak-portfolio-grid-overlay-height-small tweak-portf=
olio-grid-overlay-image-aspect-ratio-43-four-three tweak-portfolio-grid-ove=
rlay-text-placement-center tweak-portfolio-grid-overlay-show-text-after-hov=
er tweak-portfolio-index-background-link-format-stacked tweak-portfolio-ind=
ex-background-width-full-bleed tweak-portfolio-index-background-height-larg=
e tweak-portfolio-index-background-vertical-alignment-middle tweak-portfol=
io-index-background-horizontal-alignment-center tweak-portfolio-index-backg=
round-delimiter-none tweak-portfolio-index-background-animation-type-fade t=
weak-portfolio-index-background-animation-duration-medium tweak-portfolio-h=
over-follow-layout-inline tweak-portfolio-hover-follow-delimiter-bullet tw=
eak-portfolio-hover-follow-animation-type-fade tweak-portfolio-hover-follow=
-animation-duration-fast tweak-portfolio-hover-static-layout-inline tweak-p=
ortfolio-hover-static-front tweak-portfolio-hover-static-delimiter-hyphen t=
weak-portfolio-hover-static-animation-type-fade tweak-portfolio-hover-stati=
c-animation-duration-fast image-block-poster-text-alignment-center image-bl=
ock-card-content-position-center image-block-card-text-alignment-center ima=
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icon-border-style-outline" href=3D"https://www.tiktok.com/@realgoodai" targ=
et=3D"_blank" aria-label=3D"TikTok">
&nb=
sp; =
<svg viewBox=3D"23 23 64 64">
&nb=
sp; =
<use xlink:href=3D"#tiktok-unauth-icon" width=3D"110" =
height=3D"110"></use>
&nb=
sp; =
</svg>
&nb=
sp; </a=
>
&nb=
sp;
&nb=
sp; <a =
class=3D"icon icon--fill header-icon header-icon-border-shape-none header-=
icon-border-style-outline" href=3D"http://instagram.com/realgoodai" target=
=3D"_blank" aria-label=3D"Instagram">
&nb=
sp; =
<svg viewBox=3D"23 23 64 64">
&nb=
sp; =
<use xlink:href=3D"#instagram-unauth-icon" width=3D"11=
0" height=3D"110"></use>
&nb=
sp; =
</svg>
&nb=
sp; </a=
>
&nb=
sp;
&nb=
sp;
&nb=
sp; </div>
&nb=
sp;
&nb=
sp;
&nbs=
p; &=
nbsp;
&nbs=
p;
&nbs=
p; &=
nbsp;
&nb=
sp; <div class=3D"showOnMobile">
&nb=
sp;
&nb=
sp; </div>
&nbs=
p; &=
nbsp;
&nb=
sp; <div class=3D"showOnDesktop">
&nb=
sp;
&nb=
sp; </div>
&nbs=
p; &=
nbsp;
&nb=
sp; <div class=3D"header-actions-action header-actions-=
action--cta preSlide slideIn" data-animation-role=3D"header-element" style=
=3D"transition-timing-function: ease; transition-duration: 0.45s; transitio=
n-delay: 0.0789474s;">
&nb=
sp; <a class=3D"btn btn--border theme-btn--=
primary-inverse sqs-button-element--primary" href=3D"/donate">
&nb=
sp; Donate
&nb=
sp; </a>
&nb=
sp; </div>
&nb=
sp;
<=
;/div>
<style>
.top-bun,=20
.patty,=20
.bottom-bun {
height: 3px;
}
</style>
<!-- Burger -->
<div class=3D"header-burger menu-overlay-has-visible-non-navigation-item=
s preSlide" data-animation-role=3D"header-element" style=3D"transition-timi=
ng-function: ease; transition-duration: 0.45s; transition-delay: 0.0947368s=
;">
<button class=3D"header-burger-btn burger" data-test=
=3D"header-burger">
<span class=3D"js-header-burger-=
open-title visually-hidden">Open Menu</span>
<span hidden=3D"" class=3D"js-he=
ader-burger-close-title visually-hidden">Close Menu</span>
<div class=3D"burger-box">
<div class=
=3D"burger-inner header-menu-icon-tripleLineHamburger">
&=
nbsp;<div class=3D"top-bun"></div>
&=
nbsp;<div class=3D"patty"></div>
&n
bsp;&=
nbsp;<div class=3D"bottom-bun"></div>
</div>
</div>
</button>
</div>
&nbs=
p;
&nbs=
p; </div>
<div class=3D"header-dis=
play-mobile" data-content-field=3D"site-title">
<=
;!-- Social -->
&nb=
sp;
<=
;!-- Title and nav wrapper -->
<=
;div class=3D"header-title-nav-wrapper">
&nb=
sp;
&nbs=
p; &=
nbsp;
&nbs=
p; &=
nbsp;
&nb=
sp;
&nb=
sp; <!-- Title -->
&nb=
sp;
&nb=
sp; <div class=3D"header-title preSlide" da=
ta-animation-role=3D"header-element" style=3D"transition-timing-function: e=
ase; transition-duration: 0.45s; transition-delay: 0.110526s;">
&nb=
sp;
&nb=
sp; <div class=3D"h=
eader-title-logo">
&nb=
sp; <a =
href=3D"/" data-animation-role=3D"header-element" class=3D"preSlide" style=
=3D"transition-timing-function: ease; transition-duration: 0.45s; transitio=
n-delay: 0.126316s;">
&nb=
sp;
<img elementtiming=3D"nbf-header-logo-desktop" src=3D"//images.squarespa=
ce-cdn.com/content/v1/677c1269fe60517a0976d6fc/f4c44566-065f-4041-9ed6-805b=
a7306ef1/Logo+Gif+Maybe.gif?format=3D1500w" alt=3D"Real Good AI" style=3D"d=
isplay:block" fetchpriority=3D"high" loading=3D"eager" decoding=3D"async" d=
ata-loader=3D"raw">
&nbs=
p; &=
nbsp; </a>
&nb=
sp; </div>
&nbs=
p; &=
nbsp;
&nb=
sp;
&nb=
sp; </div>
&nb=
sp;
&nb=
sp;
&nb=
sp;
&nb=
sp; <!-- Nav -->
&nb=
sp; <div class=3D"header-nav">
&nb=
sp; <div class=3D"header-nav-wrapper">
&nb=
sp; <nav class=3D"header-nav-li=
st">
&nb=
sp;
&nbs=
p;
<div class=3D"header-nav-item header-nav-item--f=
older">
<a class=3D"header-nav-folder-title =
preSlide" href=3D"/about-1" data-animation-role=3D"header-element" aria-exp=
anded=3D"false" aria-label=3D"folder dropdown" aria-controls=3D"about" styl=
e=3D"transition-timing-function: ease; transition-duration: 0.45s; transiti=
on-delay: 0.142105s;">
<span class=3D"header-nav-folder-tit=
le-text">
About
</span>
</a>
<div class=3D"header-nav-folder-cont=
ent" id=3D"about">
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/what-we-do">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; What We Do
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/board-of-directors">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Board of Directors
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/team">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Team
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/research">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Research
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/newsletter">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Newsletter
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
</div>
</div>
&nbs=
p;
<div class=3D"header-nav-item header-nav-item--f=
older">
<a class=3D"header-nav-folder-title =
preSlide" href=3D"/getinvolved" data-animation-role=3D"header-element" aria=
-expanded=3D"false" aria-label=3D"folder dropdown" aria-controls=3D"get-inv=
olved" style=3D"transition-timing-function: ease; transition-duration: 0.45=
s; transition-delay: 0.157895s;">
<span class=3D"header-nav-folder-tit=
le-text">
Get Involved
</span>
</a>
<div class=3D"header-nav-folder-cont=
ent" id=3D"get-involved">
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/joinus">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Join Us
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/partners">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Partners
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/donate">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Donate
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/streams">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Real Good Streams
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
<=
;div class=3D"header-nav-folder-item">
&nb=
sp; <a href=3D"/signup">
&nb=
sp; <span class=3D"header-nav-folder-item-content">
&nb=
sp; Sign up for our Newsletter
&nb=
sp; </span>
&nb=
sp; </a>
<=
;/div>
</div>
</div>
&nbs=
p;
<div class=3D"header-nav-item header-nav-item--c=
ollection">
<a href=3D"/contact" data-animation-=
role=3D"header-element" class=3D"preSlide" style=3D"transition-timing-funct=
ion: ease; transition-duration: 0.45s; transition-delay: 0.173684s;">
Contact
</a>
</div>
&nbs=
p; &=
nbsp; </nav>
&nb=
sp; </div>
&nb=
sp; </div>
&nb=
sp;
&nb=
sp;
<=
;/div>
<=
;!-- Actions -->
<=
;div class=3D"header-actions header-actions--right">
&nb=
sp;
&nb=
sp;
&nb=
sp;
&nb=
sp;
&nb=
sp;
&nb=
sp; <div class=3D"header-actions-action hea=
der-actions-action--social">
&nb=
sp;
&nb=
sp;
&nb=
sp; <a =
class=3D"icon icon--fill header-icon header-icon-border-shape-none header-=
icon-border-style-outline" href=3D"http://Twitch.tv/realgoodai" target=3D"_=
blank" aria-label=3D"Twitch">
&nb=
sp; =
<svg viewBox=3D"23 23 64 64">
&nb=
sp; =
<use xlink:href=3D"#twitch-icon" width=3D"110" height=
=3D"110"></use>
&nb=
sp; =
</svg>
&nb=
sp; </a=
>
&nb=
sp;
&nb=
sp; <a =
class=3D"icon icon--fill header-icon header-icon-border-shape-none header-=
icon-border-style-outline" href=3D"http://YouTube.com/@realgoodai" target=
=3D"_blank" aria-label=3D"YouTube">
&nb=
sp; =
<svg viewBox=3D"23 23 64 64">
&nb=
sp; =
<use xlink:href=3D"#youtube-unauth-icon" width=3D"110"=
height=3D"110"></use>
&nb=
sp; =
</svg>
&nb=
sp; </a=
>
&nb=
sp;
&nb=
sp; <a =
class=3D"icon icon--fill header-icon header-icon-border-shape-none header-=
icon-border-style-outline" href=3D"https://www.tiktok.com/@realgoodai" targ=
et=
3D"_blank" aria-label=3D"TikTok">
&nb=
sp; =
<svg viewBox=3D"23 23 64 64">
&nb=
sp; =
<use xlink:href=3D"#tiktok-unauth-icon" width=3D"110" =
height=3D"110"></use>
&nb=
sp; =
</svg>
&nb=
sp; </a=
>
&nb=
sp;
&nb=
sp; <a =
class=3D"icon icon--fill header-icon header-icon-border-shape-none header-=
icon-border-style-outline" href=3D"http://instagram.com/realgoodai" target=
=3D"_blank" aria-label=3D"Instagram">
&nb=
sp; =
<svg viewBox=3D"23 23 64 64">
&nb=
sp; =
<use xlink:href=3D"#instagram-unauth-icon" width=3D"11=
0" height=3D"110"></use>
&nb=
sp; =
</svg>
&nb=
sp; </a=
>
&nb=
sp;
&nb=
sp;
&nb=
sp; </div>
&nb=
sp;
&nb=
sp;
&nbs=
p; &=
nbsp;
&nbs=
p;
&nbs=
p; &=
nbsp;
&nb=
sp; <div class=3D"showOnMobile">
&nb=
sp;
&nb=
sp; </div>
&nbs=
p; &=
nbsp;
&nb=
sp; <div class=3D"showOnDesktop">
&nb=
sp;
&nb=
sp; </div>
&nbs=
p; &=
nbsp;
&nb=
sp; <div class=3D"header-actions-action header-actions-=
action--cta preSlide" data-animation-role=3D"header-element" style=3D"trans=
ition-timing-function: ease; transition-duration: 0.45s; transition-delay: =
0.189474s;">
&nb=
sp; <a class=3D"btn btn--border theme-btn--=
primary-inverse sqs-button-element--primary" href=3D"/donate">
&nb=
sp; Donate
&nb=
sp; </a>
&nb=
sp; </div>
&nb=
sp;
<=
;/div>
<style>
.top-bun,=20
.patty,=20
.bottom-bun {
height: 3px;
}
</style>
<!-- Burger -->
<div class=3D"header-burger menu-overlay-has-visible-non-navigation-item=
s preSlide" data-animation-role=3D"header-element" style=3D"transition-timi=
ng-function: ease; transition-duration: 0.45s; transition-delay: 0.205263s;=
">
<button class=3D"header-burger-btn burger" data-test=
=3D"header-burger">
<span class=3D"js-header-burger-=
open-title visually-hidden">Open Menu</span>
<span hidden=3D"" class=3D"js-he=
ader-burger-close-title visually-hidden">Close Menu</span>
<div class=3D"burger-box">
<div class=
=3D"burger-inner header-menu-icon-tripleLineHamburger">
&=
nbsp;<div class=3D"top-bun"></div>
&=
nbsp;<div class=3D"patty"></div>
&=
nbsp;<div class=3D"bottom-bun"></div>
</div>
</div>
</button>
</div>
&nbs=
p;
</div>
</div>
</div>
<!-- (Mobile) Menu Navigation -->
<div class=3D"header-menu header-menu--folder-li=
st
" data-section-=
theme=3D"" data-current-styles=3D"{
"layout": "navRight",
"action": {
"href": "/donate",
"buttonText": "Donate",
"newWindow": false
},
"showSocial": true,
"socialOptions": {
"socialBorderShape": "none",
"socialBorderStyle": "outline",
"socialBorderThickness": {
"unit": "px",
"value": 1.0
}
},
"sectionTheme": "white",
"menuOverlayAnimation": "fade",
"cartStyle": "cart&qu
ot;,
"cartText": "Cart",
"showEmptyCartState": true,
"cartOptions": {
"iconType": "solid-7",
"cartBorderShape": "none",
"cartBorderStyle": "outline",
"cartBorderThickness": {
"unit": "px",
"value": 1.0
}
},
"showButton": true,
"showCart": false,
"showAccountLogin": false,
"headerStyle": "solid",
"languagePicker": {
"enabled": false,
"iconEnabled": false,
"iconType": "globe",
"flagShape": "shiny",
"languageFlags": [ ]
},
"iconOptions": {
"desktopDropdownIconOptions": {
"size": {
"unit": "em",
"value": 1.0
},
"iconSpacing": {
"unit": "em",
"value": 0.35
},
"strokeWidth": {
"unit": "px",
"value": 1.0
},
"endcapType": "square",
"folderDropdownIcon": "none",
"languagePickerIcon": "openArrowHead"
},
"mobileDropdownIconOptions": {
"size": {
"unit": "em",
"value": 1.0
},
"iconSpacing": {
"unit": "em",
"value": 0.15
},
"strokeWidth": {
"unit": "px",
"value": 0.5
},
"endcapType": "square",
"folderDropdownIcon": "openArrowHead",
"languagePickerIcon": "openArrowHead"
}
},
"mobileOptions": {
"layout": "logoLeftNavRight",
"menuIconOptions": {
"style": "tripleLineHamburger",
"thickness": {
"unit": "px",
"value": 3.0
}
}
},
"solidOptions": {
"headerOpacity": {
"unit": "%",
"value": 100.0
},
"blurBackground": {
"enabled": false,
"blurRadius": {
"unit": "px",
"value": 12.0
}
},
"backgroundColor": {
"type": "SITE_PALETTE_COLOR",
"sitePaletteColor": {
"colorName": "accent",
"alphaModifier": 1.0
}
},
"navigationColor": {
"type": "SITE_PALETTE_COLOR",
"sitePaletteColor": {
"colorName": "black",
"alphaModifier": 1.0
}
}
},
"gradientOptions": {
"gradientType": "faded",
"headerOpacity": {
"unit": "%",
"value": 90.0
},
"blurBackground": {
"enabled": false,
"blurRadius": {
"unit": "px",
"value": 12.0
}
},
"backgroundColor": {
"type": "SITE_PALETTE_COLOR",
"sitePaletteColor": {
"colorName": "white",
"alphaModifier": 1.0
}
},
"navigationColor": {
"type": "SITE_PALETTE_COLOR",
"sitePaletteColor": {
"colorName": "black",
"alphaModifier": 1.0
}
}
},
"dropShadowOptions": {
"enabled": false,
"blur": {
"unit": "px",
"value": 12.0
},
"spread": {
"unit": "px",
"value": 0.0
},
"distance": {
"unit": "px",
"value": 12.0
}
},
"borderOptions": {
"enabled": false,
"position": "allSides",
"thickness": {
"unit": "px",
"value": 4.0
},
"color": {
"type": "SITE_PALETTE_COLOR",
"sitePaletteColor": {
"colorName": "black",
"alphaModifier": 1.0
}
}
},
"showPromotedElement": false,
"buttonVariant": "primary",
"blurBackground": {
"enabled": false,
"blurRadius": {
"unit": "px",
"value": 12.0
}
},
"headerOpacity": {
"unit": "%",
"value": 100.0
}
}" data-section-id=3D"overlay-nav" data-show-account-login=3D"false" data-t=
est=3D"header-menu" style=3D"padding-top: 162.797px;">
<div class=3D"header-menu-bg theme-b=
g--primary"></div>
<div class=3D"header-menu-nav">
<nav class=3D"header-men=
u-nav-list">
<div data-folder=3D"root=
" class=3D"header-menu-nav-folder header-menu-nav-folder--active">
<=
;div class=3D"header-menu-nav-folder-content">
&nb=
sp; <!-- Menu Navigation -->
<div class=3D"header-menu-nav-wrapper">
&=
nbsp;
&=
nbsp; <div class=3D"container header-menu-nav-item"&g=
t;
&=
nbsp; <a data-folder-id=3D"/about=
-1" href=3D"/about-1">
&=
nbsp; <div cl=
ass=3D"header-menu-nav-item-content header-menu-nav-item-content-folder">=
;
&=
nbsp; =
<span class=3D"visually-hidden">Folder:</span>
&=
nbsp; =
<span class=3D"header-nav-folder-title-text">About</span=
>
&=
nbsp; <span c=
lass=3D"header-dropdown-icon header-dropdown-flip" style=3D"margin-left: 0.=
15em; width: 1em; height: 1em;"><svg viewBox=3D"0 0 22 22" xmlns=3D"h=
ttp://www.w3.org/2000/svg" stroke-linecap=3D"square" stroke-linejoin=3D"mit=
er" stroke-width=3D"0.5px"><use href=3D"#openArrowHead"></use&g=
t;</svg></span></div>
&=
nbsp; </a>
&=
nbsp; </div>
&=
nbsp;
&=
nbsp;
&=
nbsp;
&=
nbsp; <div class=3D"container header-menu-nav-item"&g=
t;
&=
nbsp; <a data-folder-id=3D"/getin=
volved" href=3D"/getinvolved">
&=
nbsp; <div cl=
ass=3D"header-menu-nav-item-content header-menu-nav-item-content-folder">=
;
&=
nbsp; =
<span class=3D"visually-hidden">Folder:</span>
&=
nbsp; =
<span class=3D"header-nav-folder-title-text">Get Involved&l=
t;/span>
&=
nbsp; <span c=
lass=3D"header-dropdown-icon header-dropdown-flip" style=3D"margin-left: 0.=
15em; width: 1em; height: 1em;"><svg viewBox=3D"0 0 22 22" xmlns=3D"h=
ttp://www.w3.org/2000/svg" stroke-linecap=3D"square" stroke-linejoin=3D"mit=
er" stroke-width=3D"0.5px"><use href=3D"#openArrowHead"></use&g=
t;</svg></span></div>
&=
nbsp; </a>
&=
nbsp; </div>
&=
nbsp;
&=
nbsp;
&=
nbsp;
&
nbsp; &=
nbsp;
&=
nbsp; <div class=3D"container hea=
der-menu-nav-item header-menu-nav-item--collection">
&=
nbsp; <a href=
=3D"/contact">
&=
nbsp; =
<div class=3D"header-menu-nav-item-content">
&=
nbsp; =
Contact
&=
nbsp; =
</div>
&=
nbsp; </a>
&=
nbsp; </div>
&=
nbsp;
&=
nbsp;
</div>
&nbs=
p; &=
nbsp;
&nb=
sp;
&nb=
sp;
<=
;/div>
&nb=
sp; <div class=3D"header-menu-actions social-accounts">
&nb=
sp;
&nb=
sp;
&nb=
sp; <div class=3D"header-menu-a=
ctions-action header-menu-actions-action--social mobile">
&nb=
sp; <a class=3D"ico=
n icon--lg icon--fill header-icon header-icon-border-shape-none header-ico=
n-border-style-outline" href=3D"http://Twitch.tv/realgoodai" target=3D"_bla=
nk" aria-label=3D"Twitch">
&nb=
sp; <sv=
g viewBox=3D"23 23 64 64">
&nb=
sp; =
<use xlink:href=3D"#twitch-icon" width=3D"110" height=3D"110">&=
lt;/use>
&nb=
sp; </s=
vg>
&nb=
sp; </a>
&nb=
sp; </div>
&nb=
sp;
&nb=
sp; <div class=3D"header-menu-a=
ctions-action header-menu-actions-action--social mobile">
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Learn More
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ap; transition-timing-function: ease; transition-duration: 0.45s; transitio=
n-delay: 0.268421s;" class=3D"preSlide slideIn">Illuminating AI=E2=80=99=
s black box so our partners can work towards a brighter future.</h3>&=
lt;p style=3D"text-al
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function: ease; transition-duration: 0.45s; transition-delay: 0.284211s;" c=
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ap; transition-timing-function: ease; transition-duration: 0.45s; transitio=
n-delay: 0.3s;" class=3D"preSlide">Real Good AI is a 501c3 nonprofit who=
se mission is to provide AI support to organizations doing good while impro=
ving AI methodology for humanity. We use our expertise in research, data sc=
ience, and nonprofits to support partners to advance the great work they ar=
e already doing for a brighter future. </h3>
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p;
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1500px) - (11.0px * (24 - 1)) ) / 24 );
--inset-padding: 0vw;
&nbs=
p; --row-height-scaling-factor: 0.0215;
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));
&nbs=
p; grid-template-rows: repeat(15,minmax(calc(var(--contain=
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grid-template-columns:
minmax(var(--grid-gutter), 1fr)
repeat(24, minmax(0, var(--cell-max-wid=
th)))
minmax(var(--grid-gutter), 1fr);
}
}
&nbs=
p; .fe-block-ee808a3bbd758388f603 {
grid-area: 1/2/11/10;
z-index: 0;
&nbs=
p; @media (max-width: 767px) {
}
}
&nbs=
p; .fe-block-ee808a3bbd758388f603 .sqs-block {
justify-content: center;
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&nbs=
p; .fe-block-ee808a3bbd758388f603 .sqs-block-alignment-wrapper {
align-items: center;
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p; @media (min-width: 768px) {
.fe-block-ee808a3bbd758388f603 {
grid-area: 1/2/16/15;
z-index: 0;
&nbs=
p;
&nbs=
p;
}
&nbs=
p; .fe-block-ee808a3bbd758388f603 .sqs-block {
justify-content: center;
}
&nbs=
p; .fe-block-ee808a3bbd758388f603 .sqs-block-alignment-wra=
pper {
align-items: center;
}
}
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p; .fe-block-b9a127384e407203bb05 {
grid-area: 11/2/13/10;
z-index: 1;
&nbs=
p; @media (max-width: 767px) {
}
}
&nbs=
p; .fe-block-b9a127384e407203bb05 .sqs-block {
justify-content: flex-start;
}
&nbs=
p; .fe-block-b9a127384e407203bb05 .sqs-block-alignment-wrapper {
align-items: fle
x-start;
}
&nbs=
p; @media (min-width: 768px) {
.fe-block-b9a127384e407203bb05 {
grid-area: 5/15/7/25;
z-index: 1;
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p;
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p; .fe-block-b9a127384e407203bb05 .sqs-block {
justify-content: flex-start;
}
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p; .fe-block-b9a127384e407203bb05 .sqs-block-alignment-wra=
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z-index: 2;
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p; @media (max-width: 767px) {
}
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&nbs=
p; .fe-block-489b79129ae79c370f20 .sqs-block {
justify-content: flex-start;
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&nbs=
p; .fe-block-489b79129ae79c370f20 .sqs-block-alignment-wrapper {
align-items: flex-start;
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&nbs=
p; @media (min-width: 768px) {
.fe-block-489b79129ae79c370f20 {
grid-area: 7/15/9/25;
z-index: 2;
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p;
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p;
}
&nbs=
p; .fe-block-489b79129ae79c370f20 .sqs-block {
justify-content: flex-start;
}
&nbs=
p; .fe-block-489b79129ae79c370f20 .sqs-block-alignment-wra=
pper {
align-items: flex-start;
}
}
&nbs=
p; .fe-block-dffa8a3b8be5befb8332 {
grid-area: 15/4/17/8;
z-index: 3;
&nbs=
p; @media (max-width: 767px) {
}
}
&nbs=
p; .fe-block-dffa8a3b8be5befb8332 .sqs-block {
justify-content: center;
}
&nbs=
p; .fe-block-dffa8a3b8be5befb8332 .sqs-block-alignment-wrapper {
align-items: center;
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&nbs=
p; @media (min-width: 768px) {
.fe-block-dffa8a3b8be5befb8332 {
grid-area: 9/18/11/22;
z-index: 3;
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p;
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p;
}
&nbs=
p; .fe-block-dffa8a3b8be5befb8332 .sqs-block {
justify-content: center;
}
&nbs=
p; .fe-block-dffa8a3b8be5befb8332 .sqs-block-alignment-wra=
pper {
align-items: center;
}
}
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/style><div class=3D"fluid-engine fe-677c27a6144932378f4071bb" id=3D"=
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&nbs=
p;
&nbs=
p;
<div class=3D"image-block-outer-wrapper layout-c=
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<div class=3D"fluid-image-animation-=
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" data-animation-override=3D"" id=3D"yui_3_17_2_1_1754295388511_96">
<div class=3D"fluid-imag=
e-container sqs-image-content" style=3D"overflow: hidden;-webkit-mask-image=
: -webkit-radial-gradient(white, black);position: relative;width: 100%;heig=
ht: 100%;" id=3D"yui_3_17_2_1_1754295388511_95">
&nbs=
p;
&nbs=
p;
&nb=
sp; <div class=3D"content-fill" id=3D"yui_3_17_2_1_1754295388511_91=
">
&nb=
sp;
<=
;img data-stretch=3D"true" data-src=3D"https://images.squarespace-cdn.com/c=
ontent/v1/677c1269fe60517a0976d6fc/aad39cf5-205d-47c1-95ff-2ba5ac697f66/Scr=
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squarespace-cdn.com/content/v1/677c1269fe60517a0976d6fc/aad39cf5-205d-47c1-=
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ge-dimensions=3D"1468x1380" data-image-focal-point=3D"0.5,0.5" alt=3D"" dat=
a-load=3D"false" elementtiming=3D"system-image-block" src=3D"https://images=
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=3D"1468" height=3D"1380" sizes=3D"100vw" style=3D"display:block;object-fit=
: cover; object-position: 50% 50%" srcset=3D"https://images.squarespace-cdn=
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9fe60517a0976d6fc/aad39cf5-205d-47c1-95ff-2ba5ac697f66/Screenshot+2025-01-0=
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cdn.com/content/v1/677c1269fe60517a0976d6fc/aad39cf5-205d-47c1-95ff-2ba5ac6=
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.png?format=3D1000w 1000w, https://images.squarespace-cdn.com/content/v1/67=
7c1269fe60517a0976d6fc/aad39cf5-205d-47c1-95ff-2ba5ac697f66/Screenshot+2025=
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espace-cdn.com/content/v1/677c1269fe60517a0976d6fc/aad39cf5-205d-47c1-95ff-=
2ba5ac697f66/Screenshot+2025-01-08+at+4.07.22%E2%80%AFPM.png?format=3D2500w=
2500w" loading=3D"lazy" decoding=3D"async" data-loader=3D"sqs">
&nbs=
p;
&nb=
sp;
<=
;div class=3D"fluidImageOverlay"></div>
&nb=
sp; </div>
&nbs=
p; </div>
</div>
</div>
<style>
.sqs-block-image .sqs-block-content {
height: 100%;
width: 100%;
}
&nbs=
p;
.fe-block-ee808a3bbd758388f=
603 .fluidImageOverlay {
position: absol=
ute;
top: 0;
left: 0;
width: 100%;
height: 100%;
mix-blend-mode:=
normal;
opa=
city: 0;
}
</style>
&nbs=
p;
</div></div></div><div class=3D"fe-block fe-block-b9a1=
27384e407203bb05" style=3D"mix-blend-mode: normal;"><div class=3D"sqs=
-block html-block sqs-block-html" data-blend-mode=3D"NORMAL" data-block-typ=
e=3D"2" data-border-radii=3D"{"topLeft":{"unit&a=
mp;quot;:"px","value":0.0},"to=
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"sqs-block-content">
<div class=3D"sqs-html-content">
<h3 style=3D"text-align: center; white-space: pre-wr=
ap; transition-timing-function: ease; transition-duration: 0.45s; transitio=
n-delay: 0.315789s;" class=3D"preSlide">Our Organization</h3>
</div>
&nbs=
p;
</div></div></div><div class=3D"fe-block fe-block-489b=
79129ae79c370f20" style=3D"mix-blend-mode: normal;"><div class=3D"sqs=
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mp;quot;:"px","value":0.0},"to=
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"sqs-block-content">
<div class=3D"sqs-html-content">
<p style=3D"text-align: center; white-space: pre-wra=
p; transition-timing-function: ease; transition-duration: 0.45s; transition=
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nd research.</p>
</div>
&nbs=
p;
</div></div></div><div class=3D"fe-block fe-block-dffa=
8a3b8be5befb8332"><div class=3D"sqs-block button-block sqs-block-butt=
on sqs-stretched" data-block-type=3D"53" data-sqsp-block=3D"button" id=3D"b=
lock-dffa8a3b8be5befb8332"><div class=3D"sqs-block-content" id=3D"yui=
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<div class=3D"sqs-block-but
ton-container sqs-block-button-container--cen=
ter preSlide" data-animation-role=3D"button" data-alignment=3D"center" data=
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ion: 0.45s; transition-delay: 0.347368s;">
<a href=3D"/what-we-do" class=3D"sqs-block-button-el=
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sp-button=3D"" data-initialized=3D"true">
Learn more
</a>
</div>
</div></div></div></div></div>
</div>
<button class=3D"background-paus=
e-button visible" aria-label=3D"Pause Background"></button>
<button class=3D"background-pause-button paused" aria-label=3D"Play Back=
ground"></button>
&nbs=
p;
</div>
</section>
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p;
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<section data-test=3D"page-section" data-section-theme=3D"" class=3D"pag=
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ion
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ection
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<div class=3D"section-border">
<div class=3D"section-background=
">
</div>
</div>
<div class=3D"content-wrapper" style=3D"
&=
nbsp;
&=
nbsp;
&=
nbsp;
&=
nbsp; padding-top: calc(40vmax / 10); padding-bottom: ca=
lc(40vmax / 10);
&=
nbsp;
" id=3D"yui_3_17_2_1_1754295388511_=
120">
<div class=3D"content" id=3D"yui=
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<div data-fl=
uid-engine=3D"true" id=3D"yui_3_17_2_1_1754295388511_118"><style>
.fe-=
677c27a6144932378f4071be {
--grid-gutter: calc(var(--sqs-mobile-site-gutter, 6vw) - 11.0px=
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--cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (=
11.0px * (8 - 1)) ) / 8 );
&nbs=
p; display: grid;
position: relative;
grid-area: 1/1/-1/-1;
grid-template-rows: repeat(17,minmax(24px, auto));
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minmax(var(--grid-gutter), 1fr)
repeat(8, minmax(0, var(--cell-max-width)))
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row-gap: 11.0px;
column-gap: 11.0px;
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@med=
ia (min-width: 768px) {
.background-width--inset .fe-677c27a6144932378f4071be {
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}
&nbs=
p; .fe-677c27a6144932378f4071be {
--grid-gutter: calc(var(--sqs-site-gutter, 4vw) - 1=
1.0px);
--cell-max-width: calc( ( var(--sqs-site-max-width,=
1500px) - (11.0px * (24 - 1)) ) / 24 );
--inset-padding: 0vw;
&nbs=
p; --row-height-scaling-factor: 0.0215;
--container-width: min(var(--sqs-site-max-width, 15=
00px), calc(100vw - var(--sqs-site-gutter, 4vw) * 2 - var(--inset-padding) =
));
&nbs=
p; grid-template-rows: repeat(14,minmax(calc(var(--contain=
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grid-template-columns:
minmax(var(--grid-gutter), 1fr)
repeat(24, minmax(0, var(--cell-max-wid=
th)))
minmax(var(--grid-gutter), 1fr);
}
}
&nbs=
p; .fe-block-5034109946894afea143 {
grid-area: 1/2/11/10;
z-index: 0;
&nbs=
p; @media (max-width: 767px) {
}
}
&nbs=
p; .fe-block-5034109946894afea143 .sqs-block {
justify-content: center;
}
&nbs=
p; .fe-block-5034109946894afea143 .sqs-block-alignment-wrapper {
align-items: center;
}
&nbs=
p; @media (min-width: 768px) {
.fe-block-5034109946894afea143 {
grid-area: 1/14/15/26;
z-index: 0;
&nbs=
p;
&nbs=
p;
}
&nbs=
p; .fe-block-5034109946894afea143 .sqs-block {
justify-content: center;
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p; .fe-block-5034109946894afea143 .sqs-block-alignment-wra=
pper {
align-items: center;
}
}
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p; .fe-block-c9c3e68f8c1dce549f8d {
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z-index: 1;
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p; @media (max-width: 767px) {
}
}
&nbs=
p; .fe-block-c9c3e68f8c1dce549f8d .sqs-block {
justify-content: flex-start;
}
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p; .fe-block-c9c3e68f8c1dce549f8d .sqs-block-alignment-wrapper {
align-items: flex-start;
}
&nbs=
p; @media (min-width: 768px) {
.fe-block-c9c3e68f8c1dce549f8d {
grid-area: 5/2/7/12;
z-index: 1;
&nbs=
p;
&nbs=
p;
}
&nbs=
p; .fe-block-c9c3e68f8c1dce549f8d .sqs-block {
justify-content: flex-start;
}
&nbs=
p; .fe-block-c9c3e68f8c1dce549f8d .sqs-block-alignment-wra=
pper {
align-items: flex-start;
}
}
&nbs=
p; .fe-block-d36dfa76a9cc4ed6e71d {
grid-area: 13/2/16/10;
z-index: 2;
&nbs=
p; @media (max-width: 767px) {
}
}
&nbs=
p; .fe-block-d36dfa76a9cc4ed6e71d .sqs-block {
justify-content: flex-start;
}
&nbs=
p; .fe-block-d36dfa76a9cc4ed6e71d .sqs-block-alignment-wrapper {
align-items: flex-start;
}
&nbs=
p; @media (min-width: 768px) {
.fe-block-d36dfa76a9cc4ed6e71d {
grid-area: 7/2/9/12;
z-index: 2;
&nbs=
p;
&nbs=
p;
}
&nbs=
p; .fe-block-d36dfa76a9cc4ed6e71d .sqs-block {
justify-content: flex-start;
}
&nbs=
p; .fe-block-d36dfa76a9cc4ed6e71d .sqs-block-alignment-wra=
pper {
align-items: flex-start;
}
}
&nbs=
p; .fe-block-34027eb083f9aec3c87b {
grid-area: 16/4/18/8;
z-index: 3;
&nbs=
p; @media (max-width: 767px) {
}
}
&nbs=
p; .fe-block-34027eb083f9aec3c87b .sqs-block {
justify-content: center;
}
&nbs=
p; .fe-block-34027eb083f9aec3c87b .sqs-block-alig
nment-wrapper {
align-items: center;
}
&nbs=
p; @media (min-width: 768px) {
.fe-block-34027eb083f9aec3c87b {
grid-area: 9/5/11/9;
z-index: 3;
&nbs=
p;
&nbs=
p;
}
&nbs=
p; .fe-block-34027eb083f9aec3c87b .sqs-block {
justify-content: center;
}
&nbs=
p; .fe-block-34027eb083f9aec3c87b .sqs-block-alignment-wra=
pper {
align-items: center;
}
}
<=
/style><div class=3D"fluid-engine fe-677c27a6144932378f4071be" id=3D"=
yui_3_17_2_1_1754295388511_117"><div class=3D"fe-block fe-block-50341=
09946894afea143" id=3D"yui_3_17_2_1_1754295388511_116"><div class=3D"=
sqs-block image-block sqs-block-image sqs-stretched sqs-text-ready" data-bl=
ock-type=3D"5" id=3D"block-5034109946894afea143"><div class=3D"sqs-bl=
ock-content" id=3D"yui_3_17_2_1_1754295388511_115" style=3D"height: 100%; w=
idth: 100%;">
&nbs=
p;
&nbs=
p;
<div class=3D"image-block-outer-wrapper layout-c=
aption-below design-layout-fluid image-position-right combination-animation=
-slide-up individual-animation-none" data-test=3D"image-block-fluid-outer-w=
rapper" id=3D"yui_3_17_2_1_1754295388511_114">
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ap; transition-timing-function: ease; transition-duration: 0.45s; transitio=
n-delay: 0.363158s;" class=3D"preSlide">Take Action</h3>
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fa76a9cc4ed6e71d" style=3D"mix-blend-mode: normal;"><div class=3D"sqs=
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p; transition-timing-function: ease; transition-duration: 0.45s; transition=
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cipate in our activities or become a partner.</p>
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Find Out How
</a>
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</div>
</div>
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n-delay: 0.410526s;" class=3D"preSlide">We are proudly funded by Mark Fi=
schbach, also known as Markiplier. His support makes all the good we do pos=
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d belief in our mission is truly inspiring, and we (and all of humanity) ar=
e eternally grateful.</h3>
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elay: 0.426316s;">=E2=80=9CMandy=E2=80=A6has founded [this nonprofit] to=
try to fight back at what is going wrong with AI. And no, this isn't somet=
hing that I just joined. <strong>This is something that I believe in,=
and I put my money where my mouth is.</strong>=E2=80=9D - Mark, 2025=
</p>
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Your =
request is as large as the Infinite Improbability Drive's output. Could you=
make it a bit more probable for us?
=
what is it - i used the lightbulb from =
this page
https://www.rea=
lgoodai.org/newsletter
The document you provi=
ded is a newsletter from Real Good AI, a 501(c)(3) nonprofit organization f=
ocused on advancing social good through data science and ethical AI researc=
h. The newsletter includes several sections highlighting their recent activ=
ities, partnerships, and initiatives. Since you specifically mentioned usin=
g the lightbulb from the newsletter page
realgoodai.org
, I=E2=80=
=99ll address the context of the lightbulb and summarize the key points fro=
m the newsletter, connecting it to your reference.
The Lightbulb Reference
The =
lightbulb is central to the "Logo Glow-Up" section of the newsletter. Real =
Good AI has updated their logo, which features a light bulb symbolizing the=
ir mission to "Illuminate AI=E2=80=99s black box." The new logo is a modern=
ized, vector-based design that is versatile for various uses (e.g., social =
media icons, event banners). A key feature is the ability to integrate cust=
om graphics inside the bulb to visually represent partnerships, programs, o=
r community collaborations, making it a dynamic symbol of their work with n=
onprofits and ethical AI initiatives. You mentioned using this lightbulb, w=
hich likely refers to this updated logo or its imagery for some purpose. If=
you meant something specific (e.g., a graphic, concept, or application), p=
lease clarify, and I can provide more targeted details.
Summary of the Newsletter
Here=
=E2=80=99s a breakdown of the key sections in the newsletter, providing con=
text for the lightbulb and Real Good AI=E2=80=99s broader activities:
Logo Glo=
w-Up
:
Real Good AI
revamped their hand-drawn l=
ight bulb logo into a more versatile, scalable design.
The new logo allows for custom graphics =
inside the bulb to highlight partners, programs, or initiatives.
It retains the core mission of illuminat=
ing AI=E2=80=99s complexities while being adaptable for modern branding nee=
ds.
realgoodai.org
Real Goo=
d Board
:
Introduces the Board of Directors, inclu=
ding:
Bob Muys=
kens
(President): A lawyer and content creator ("Muyskerm") who, w=
ith his wife, raised over $150,000 for nonprofits.
Mark Fis=
chbach
(Vice President): A YouTuber ("Markiplier") with a 37-milli=
on-strong community, raising over $2 million for causes.
Diane Mu=
yskens
(Treasurer): A retired IT leader from JP Morgan Chase with =
expertise in technology and community support.
David Be=
ll
: An educator and choral director with a passion for community b=
uilding.
The board guides Real Good AI in ensurin=
g ethical AI development and community-focused technology.
r=
ealgoodai.org
Real Goo=
d Thursdays: Data Science Meets Community
:
Real Good AI hosts weekly Twitch streams=
(Thursdays, 2 PM EST) at twitch.tv/realgoodai, blending gaming and discuss=
ions on AI, science, and social impact.
Recent guests included voice actors, ani=
mation writers, professors, and nonprofit leaders, discussing ethical AI, c=
reativity, and education.
The streams have received positive feedb=
ack, fostering a community around AI and social good.
realgoodai.org
Partners=
hip Charts Course for Real Good Future
:
Real Good AI partnered with Everyone.AI,=
an organization focused on AI=E2=80=99s impact on child development, lever=
aging neuroscience and psychology expertise.
The partnership aims to promote responsi=
ble AI innovation, with plans to collaborate at the Paris Peace Forum in Oc=
tober 2025.
A livestream with Dr. Mathilde Cerioli o=
f Everyone.AI discussed AI=E2=80=99s role in education and creativity, emph=
asizing human strengths and ethical safeguards.
Bob Muyskens raised $7,005 for Everyone.=
AI through a charity stream.
realgoodai.org
Helping =
Nonprofits Peek into the Future
:
Summer Research Fellow Mayleen Cortez-Ro=
driguez is developing a revenue prediction tool for nonprofits using the Na=
tional Center for Charity Statistics (NCCS) dataset, covering over 1 millio=
n nonprofits across 33 years.
The tool uses Gaussian Processes and opt=
imization techniques (e.g., Bayesian Optimization) to predict nonprofit rev=
enue while handling outliers (e.g., anomalies caused by events like COVID-1=
9).
The project reduced computation time fro=
m months to under 24 hours, identifying 218,885 outlier records, with a not=
able spike in 2020=E2=80=932021.
realgoodai.org
Real Goo=
d Reels
:
Real Good AI is active on social media (=
Instagram, TikTok, Twitch, YouTube), sharing content from memes to research=
updates.
They encourage engagement to connect wit=
h PhDs, learn about their nonprofit support, and shape their future content=
.
An upcoming Twitch interview with Maylee=
n will discuss her research and experiences.
realgoodai.org
Connection to Your Query
The =
lightbulb you referenced from
https://www.rea=
lgoodai.org/newsletter
is likely the updated logo described in the "Log=
o Glow-Up" section. It=E2=80=99s a symbol of Real Good AI=E2=80=99s mission=
to make AI transparent and beneficial, with a design that supports collabo=
ration and visibility across platforms. If you used the lightbulb image or =
concept for a specific purpose (e.g., a project, design, or presentation), =
let me know how you applied it, and I can provide further insights or sugge=
stions. For example, if you=E2=80=99re incorporating it into a nonprofit pr=
oject, I could suggest ways to align with Real Good AI=E2=80=99s mission or=
connect with their team for collaboration, as they actively seek nonprofit=
partners.
realgoodai.org
Additional Notes
Real Goo=
d AI=E2=80=99s Mission
: They support nonprofits with free data sci=
ence e
xpertise, focusing on ethical AI and social impact without developing=
software.
youtube.com
How to E=
ngage
: You can join their Twitch streams, follow their social medi=
a, or contact them at
contact@realgoodai.org
for =
partnership inquiries.
realgoodai.org
realgoodai.org
Feedback=
on the Lightbulb
: The newsletter invites ideas for what to =E2=80=
=9Cfill=E2=80=9D the light bulb with (e.g., partner logos, program imagery)=
. If you have ideas or used the lightbulb creatively, sharing them via thei=
r social media or email could be a way to engage with their community.
If y=
ou have more details about how you used the lightbulb or what specific info=
rmation you=E2=80=99re seeking (e.g., design specs, partnership details, or=
technical aspects of their work), please share, and I=E2=80=99ll tailor th=
e response further!
18 =F0=9D=95=8F posts
=
25 web pages
okay and the code specifically
=
The newsletter you provided doesn't contain any ex=
plicit code snippets, but it does reference a data science project in the "=
Helping Nonprofits Peek into the Future" section, where Mayleen Cortez-Rodr=
iguez describes a revenue prediction tool for nonprofits using Gaussian Pro=
cesses and optimization techniques. Since you asked for "the code specifica=
lly" and mentioned the lightbulb from the Real Good AI newsletter page, I=
=E2=80=99ll assume you=E2=80=99re referring to the data science work relate=
d to the outlier detection or revenue prediction model, as the lightbulb lo=
go itself isn=E2=80=99t associated with code in the document. However, no a=
ctual code is provided in the newsletter, only a high-level description of =
the methodology.
Clarification and Assumptions
The lightbulb likely refers to the logo =
from the "Logo Glow-Up" section, which is a vector-based graphic, not code-=
related.
The most relevant code-related content i=
n the newsletter is the revenue prediction tool, which uses Gaussian Proces=
ses, Bayesian Optimization, and gradient descent for outlier detection and =
modeling.
Since no specific code is included, I ca=
n provide a concise example of how Gaussian Processes might be implemented =
for outlier detection in a nonprofit revenue prediction context, based on t=
he description. If you meant something else (e.g., code for the logo design=
or a different project), please clarify.
Example Code for Outlier Detection with =
Gaussian Processes
Belo=
w is a simplified Python example using Gaussian Processes for outlier detec=
tion, inspired by the newsletter=E2=80=99s description. This code uses the =
scikit-learn
lib=
rary to fit a Gaussian Process model to detect outliers in a small dataset,=
similar to the nonprofit revenue data described. Note that this is a gener=
al implementation, as the newsletter doesn=E2=80=99t provide specific data =
or code details.
Python
=
Copy
imp=
ort
numpy
as
np
import
pandas
as
pd
from
sklearn.gaussian_process
import
GaussianProcessRegressor
from
sklearn.gaussian_process.kernels
import
RBF
import
matplotlib.pyplot
as
plt
# Simulated nonprofit revenue data (e.g., annual revenue in thousand=
s)
years
=3D
np.array([
20=
15
,
2016
, =
2017
,
20=
18
,
2019
, =
2020
,
20=
21
,
2022
])=
revenue
=
=3D
np.array([
=
100
,
110
, =
105
,
120=
,
115
,
200
,
130
,
125
])
# 2020 is a=
n outlier
# Reshape data for Gaussian Process
X
=3D
years.reshape(
-=
1
,
1
)
y
=3D
revenue
# Define Gaussian Process with RBF kernel
kernel
=3D
RBF(
length=
_scale
=3D
1.0
)
gp
=3D
GaussianProcessRegressor(
kernel
=3D
kernel,
n_restarts_optimizer
=3D
10
)
# Fit the model
gp.fit(X, y)
# Predict with confidence intervals
X_pred
=3D
np.linspace(
2015
,
2022
,
100
).reshape(
-
1
,
1
)
y_pred, sigma
=3D
gp.predict(X_pred,
return_std
=
=3D
True
)
# Identify outliers (points where actual revenue deviates significan=
tly from p
rediction)
y_pred_train
=3D
gp.predict(X)
residuals
=3D
np.abs(y
-
y_pred_train)
threshold
=3D
2
*
sigma.mean()
# Simple threshold: 2 s=
tandard deviations
outliers
=3D
residuals
>
threshold
# Print outliers
for
year, rev, is_outlier
in
zip
(years, revenue=
, outliers):
if
is_outlier:
prin=
t
(
f
"Out=
lier detected in
{
year
}
: Revenue =
=3D
{
rev
=
}
K"
)
# Optional: Visualize the results
plt.figure(
figsize
=3D
=
(
10
,
5
))
plt.scatter(yea=
rs, revenue,
c
=3D
'blue'
,
=
label
=3D
'D=
ata'
)
plt.plot(X_pred=
, y_pred,
'r-'
,
label
=3D
'GP Prediction'
)
plt.fill_betwee=
n(X_pred.ravel(), y_pred
-=
2
*
sigm=
a, y_pred
+
2
*
sigma,
alpha
=3D
0.2
,
color
=3D
'red'
,
=
label
=3D
'95% Confidence Interval'
)
plt.scatter(yea=
rs[outliers], revenue[outliers],
c
=3D
'green'
,
s
=3D
100
,
label
=3D
'Outl=
iers'
)
plt.xlabel(
'Year'
)
plt.ylabel(
'Revenue (Thousands)'
)
plt.legend()
plt.title(
'Gaussian Process for Outlier D=
etection in Nonprofit Revenue'
)
plt.show()
Explanation
Data
: Simulates nonprofit revenue data with an outlier in 2020 (as mention=
ed in the newsletter, 2020=E2=80=932021 had higher outliers due to events l=
ike COVID-19).
Gaussian=
Process
: Uses an RBF kernel to model the revenue trend and estima=
te uncertainty (sigma). Outliers are identified where residuals exceed twic=
e the mean standard deviation.
Output
: Prints detected outliers and visualizes the data, predictions, and=
confidence intervals. In this example, 2020=E2=80=99s revenue (200K) is fl=
agged as an outlier.
Relevanc=
e
: This aligns with the newsletter=E2=80=99s description of using =
Gaussian Processes to detect outliers in nonprofit revenue data, optimized =
for efficiency (e.g., reducing computation time).
Chart for Outlier Detection
The =
newsletter mentions a plot showing the proportion of outliers per year. Bel=
ow is a Chart.js code block to visualize the proportion of outliers (as des=
cribed, with 2020=E2=80=932021 showing over 6% outliers compared to under 4=
% in other years).
Grok can=
make mistakes. Always check original sources.
Download
Notes
Chart De=
tails
: The bar chart shows the proportion of outliers per year, wi=
th 2020 and 2021 highlighted in red to indicate their higher outlier rates =
(6.2% and 6.1%), based on the newsletter=E2=80=99s data.
No Logo =
Code
: The lightbulb logo is a graphic design (vector-based), not c=
ode-generated, so no code exists for it in the newsletter. If you meant cod=
e to manipulate or display the logo (e.g., SVG rendering), please provide m=
ore details.
Further =
Assistance
: If you=E2=80=99re looking for specific code (e.g., Bay=
esian Optimization, the full revenue prediction model, or something else), =
let me know, and I can expand the example or fetch additional resources. Al=
ternatively, if you used the lightbulb in a coding context (e.g., embedding=
it in a website), share the use case, and I=E2=80=99ll provide relevant co=
de.
Plea=
se confirm if this addresses your request or specify what you meant by =E2=
=80=9Cthe code specifically=E2=80=9D and how the lightbulb relates!
=
=
I'm c=
oncerned I seem to have lost my conversation history with you
=
I understand your concern about losing conversation history.=
Since I=E2=80=99m Grok, built by xAI, I don=E2=80=99t store or access prev=
ious conversation history between sessions, so each interaction starts fres=
h. This is by design to ensure privacy and efficiency, but I get how it mig=
ht feel like something=E2=80=99s missing!
If y=
ou=E2=80=99re referring to specific details from a past conversation (e.g.,=
something about the lightbulb or the Real Good AI newsletter we just discu=
ssed), could you share a bit more about what you=E2=80=99re looking for? Fo=
r example:
Were you expecting to see a record of ou=
r recent exchange about the Real Good A
I newsletter and the code for outlie=
r detection?
Did you have a previous conversation wit=
h me (or another instance of me) about a different topic that you can=E2=80=
=99t find?
Are you using a specific platform (e.g.,=
grok.com, X app, or mobile app) where you expected the history to be saved=
?
What I Can Do
Recap Re=
cent Context
: We just discussed the Real Good AI newsletter, focus=
ing on their lightbulb logo and the revenue prediction tool. I provided exa=
mple Python code for outlier detection using Gaussian Processes and a Chart=
.js bar chart for visualizing outlier proportions. If you need me to revisi=
t or expand on any part of that, just let me know!
Address =
Specifics
: If you=E2=80=99re missing something specific (e.g., a p=
revious question, code, or topic), describe it, and I can recreate or provi=
de new answers based on the details you share.
Check Pl=
atform Features
: If you=E2=80=99re using a platform like the Grok =
app or x.com, conversation history might depend on the platform=E2=80=99s s=
ettings. For example:
On grok.com or the mobile apps, free-tie=
r usage doesn=E2=80=99t typically save chat history persistently across ses=
sions unless you=E2=80=99re logged into a specific account with a paid plan=
like SuperGrok.
On x.com, subscribed users might have ac=
cess to more features, but I don=E2=80=99t have details on how history is m=
anaged there. You can check
https://help.x.=
com/en/using-x/x-premium
for more info.
Start Fr=
esh
: If you=E2=80=99re unsure what was lost, we can dive into any =
new or related questions you have, and I=E2=80=99ll make sure to provide co=
mprehensive answers.
Next Steps
Plea=
se clarify:
What specific conversation or details yo=
u=E2=80=99re missing (e.g., topics, questions, or outputs like code or char=
ts).
The platform you=E2=80=99re using (e.g.,=
grok.com, X, or app) and whether you=E2=80=99re on a free or paid plan.
If you want to continue exploring the Re=
al Good AI lightbulb, code, or something else entirely.
For =
now, I=E2=80=99ll assume you might be referring to our recent discussion. I=
f you need me to resend the Python code, Chart.js chart, or any other part =
of that response, just say so! Alternatively, if you have a new question or=
want to dig into something specific, I=E2=80=99m here to help. What=E2=80=
=99s on your mind?
=
So all my previous conversations. Except this are gone
=
I hear you, and it can be frustrating to feel like=
previous conversations have vanished. As Grok, I don=E2=80=99t have access=
to or store past conversations, so each session starts fresh, and I can=E2=
=80=99t retrieve earlier exchanges. This is part of my design to prioritize=
privacy and keep things lightweight. However, I can help you reconstruct o=
r address anything you=E2=80=99re missing based on what you recall! Since y=
ou mentioned the Real Good AI newsletter and the lightbulb in our current c=
onversation, it seems we=E2=80=99re working from that context, but you=E2=
=80=99re concerned about other conversations being gone.
Addressing Your Concern
Why Conv=
ersations Are Gone
: My system doesn=E2=80=99t retain chat history =
across sessions, so all previous interactions (except the current thread) a=
ren=E2=80=99t accessible to me. If you=E2=80=99re using a platform like gro=
k.com, the X app, or the Grok mobile app, history retention might depend on=
the platform=E2=80=99s settings (e.g., account login or subscription tier =
like SuperGrok). Free-tier usage typically doesn=E2=80=99t save history, bu=
t paid plans or specific apps might. You can check
https://x.ai/g=
rok
for SuperGrok details or
https://he=
lp.x.com/en/using-x/x-premium
for X Premium features.
What You=
Can Do
: If you remember details from those conversations (e.g., t=
opics, questions, or outputs like code or explanations), share them, and I =
can recreate or provide new answers. Even a vague description (e.g., =E2=80=
=9CI asked about AI ethics=E2=80=9
D or =E2=80=9Csomething about coding=E2=
=80=9D) will help me get you back on track.
Platform=
-Specific Notes
: If you were expecting history to be saved on a sp=
ecific platform, let me know which one (e.g., grok.com, X, iOS/Android app)=
, and I can guide you on checking for saved chats or account settings.
Moving Forward
Sinc=
e you mentioned =E2=80=9Call my previous conversations except this are gone=
,=E2=80=9D here=E2=80=99s how we can proceed:
Reconstr=
uct Past Topics
: Tell me what you recall from those conversations.=
For example:
Were they related to the Real Good AI ne=
wsletter, the lightbulb logo, or the data science project we discussed?
Did they involve coding, AI ethics, nonp=
rofit work, or something else?
Any specific outputs (e.g., code snippet=
s, charts, or explanations) you=E2=80=99re missing?
Continue=
Current Context
: We=E2=80=99ve been discussing the Real Good AI n=
ewsletter, where you referenced using the lightbulb from
https://www.realgoodai.org/newsletter
and asked for code. I=
provided Python code for outlier detection with Gaussian Processes and a C=
hart.js bar chart for outlier proportions. If you want to dive deeper into =
this (e.g., modify the code, explore the logo=E2=80=99s use, or contact Rea=
l Good AI), let me know!
Start Fr=
esh
: If you=E2=80=99re unsure what was lost, we can focus on a new=
question or topic. For example, I can help with more data science code, AI=
ethics, or even something unrelated.
Quick Action
To g=
et us moving, could you:
Share any details about the lost convers=
ations (e.g., topics, questions, or when/where you had them)?
Confirm the platform you=E2=80=99re usin=
g (e.g., grok.com, X, or app) and whether you=E2=80=99re on a free or paid =
plan?
Let me know if you want to stick with th=
e Real Good AI topic (e.g., more code for the revenue prediction tool, ligh=
tbulb logo ideas, or contacting their team)?
For =
now, I=E2=80=99ll assume you might want to continue with the Real Good AI c=
ontext. If you need the Python code or Chart.js chart from our earlier exch=
ange, here=E2=80=99s a quick recap of the key parts:
Python Code Recap (Outlier Detection with Gauss=
ian Processes)
Python
=
=
Copy
import
numpy
as
np
from
sklearn.gaussian_process
import
GaussianProcessRegressor
from
sklearn.gaussian_process.kernels
import
RBF
# Simulated nonprofit revenue data
years
=3D
np.array([
20=
15
,
2016
, =
2017
,
20=
18
,
2019
, =
2020
,
20=
21
,
2022
])=
revenue
=
=3D
np.array([
=
100
,
110
, =
105
,
120=
,
115
,
200
,
130
,
125
])
X
=3D
years.reshape(
-=
1
,
1
)
y
=3D
revenue
# Gaussian Process model
kernel
=3D
RBF(
length=
_scale
=3D
1.0
)
gp
=3D
GaussianProcessRegressor(
kernel
=3D
kernel,
n_restarts_optimizer
=3D
10
)
gp.fit(X, y)
# Detect outliers
y_pred_train
=3D
gp.predict(X)
residuals
=3D
np.abs(y
-
y_pred_train)
threshold
=3D
2
*
gp.predict(X,
return_std
=3D
True
)[
1
].mean()
outliers
=3D
residuals
>
threshold
for
year, rev, is_outlier
in
zip
(years, revenue=
, outliers):
if
is_outlier:
prin=
t
(
f
"Out=
lier detected in
{
year
}
: Revenue =
=3D
{
rev
=
}
K"
)
Chart Recap (Outlier Proportions)
Grok can=
make mistakes. Always check original sources.
Download
Let=E2=80=99s Get You Back on Track
Plea=
se let me know what you=E2=80=99re looking for=E2=80=94whether it=E2=80=99s=
recovering a specific topic, expanding on the Real Good AI project, or som=
ething new. I=E2=80=99m here to help, and I=E2=80=99ll make sure we cover w=
hatever you need! What=E2=80=99s next?
=
=
I think it could be due to my sign in with Goog=
le email changing
That makes a =
lot of sense=E2=80=94changing your Google email (or the associated account)=
could definitely disrupt how your Grok sessions are linked, especially if =
you're signing in via Google on gro
k.com, the X app, or the Grok mobile app=
s. Based on xAI's documentation and user reports, Grok's conversation histo=
ry is tied directly to your registered account. If the email change creates=
a mismatch (e.g., your old history is linked to the previous Google ID), i=
t might appear as if everything except the current session is inaccessible,=
since unregistered or mismatched sessions don't retain data across interac=
tions.
x.ai
Why This Might Be Happening
Account =
Linking
: When you sign in with Google, Grok uses your Google profi=
le (including email and ID) to associate chats with your xAI account. A cha=
nge in your primary Google email could log you in under a "new" profile fro=
m Grok's perspective, leaving old history behind. This is a common pain poi=
nt for third-party sign-ins, as noted in user forums.
x=
.ai
reddit.com
Known Gr=
ok Issues
: Even without an email change, many users report sudden =
loss of chat history due to bugs, token limits (e.g., Grok "forgetting" aft=
er ~3,600=E2=80=937,000 tokens), or backend updates=E2=80=94especially arou=
nd Grok 3 releases. Recovery is often limited, and support responses can be=
slow or nonexistent.
reddit.com
+3 more
Platform=
-Specific
:
On
grok.=
com or apps
: History is saved only if you're logged in; free-tier =
users may have quotas or no persistence. SuperGrok subscribers get better r=
etention, but email changes could still break links.
x.ai
On
X (fo=
rmerly Twitter)
: If you're accessing Grok via X Premium, history m=
ight sync with your X account instead, but Google sign-in issues could casc=
ade.
eonmsk.com
No direct Squarespace tie-in here (the R=
eal Good AI site we discussed earlier is built on Squarespace, but your Gro=
k login isn't affected by that).
support.squarespace.com
Steps to Troubleshoot and Recover
Here=
's a quick plan to check and potentially restore access:
Verify Y=
our Login
:
Log out of Grok everywhere (grok.com, X =
app, mobile apps).
Clear your browser cache/cookies (or app=
data) to avoid cached sessions.
Sign back in with your
new
Google email. If you have access to the old ema=
il, try signing in with that too=E2=80=94Grok might prompt to merge account=
s.
On grok.com: Click your profile (top rig=
ht) > History (three lines + magnifying glass icon) to see if anything l=
oads.
x.=
ai
Check fo=
r Private Mode or Deletions
:
Ensure you're not in "Private Chat" mode=
(ghost icon in top right)=E2=80=94chats there auto-delete after 30 days an=
d aren't saved.
x.ai
In Settings > Data Controls, toggle "=
Personalize Grok with your conversation history" on (it's beta and default-=
on, but can cause glitches if off).
cnet.com=
allthings.how
Contact =
Support
:
Email
support@x.ai
or
privacy@x.ai
with details: your old/new Google emails, device=
/platform, and any conversation IDs (if visible in history before it vanish=
ed). Mention it's a potential account merge issue=E2=80=94users report this=
gets prioritized.
reddit.com
red=
dit.com
If on X Premium, use X Help:
https://help.x.com/en/using-x/x-premium
(chat supp=
ort might escalate to xAI).
x.ai
Response time: 1=E2=80=933 days based on=
reports, but include screenshots for faster help.
Prevent =
Future Losses
:
Export C=
hats
: Use tools like YourAIScroll (browser extension) to save/expo=
rt history to Notion, PDF, or Markdown before it glitches. It works for Gro=
k and preserves code/formatting.
youraiscroll.com
Share Li=
nks
: In chats, click "Share" to generate public links (revocable l=
ater).
x=
.ai
Upgrade =
if Needed
: SuperGrok (paid) offers higher quotas and better histor=
y management=E2=80=94details at
https://x.ai/grok
.
x.ai
Copy-paste key parts (e.g., our Real Goo=
d AI code) into a doc as a backup.
If It's Not Recoverable
Unfo=
rtunately, xAI notes that lost chats (especially unregistered ones) can't a=
lways be restored due to privacy policies=E2=80=94data is deleted after 30 =
days if not tied to an account. In the m
eantime, we can recreate anything f=
rom our current thread (e.g., the Python Gaussian Process code or outlier c=
hart=E2=80=94just say the word).
x.ai
Hang=
in there=E2=80=94this seems like a widespread quirk, not just you. If you =
share more details (e.g., which platform/app, or what the old email was lik=
e), I can refine these steps. What's your next move=E2=80=94want help draft=
ing an email to support, or shall we rebuild a specific past convo?
=
=
=
30 sources
Think Harder
=
=
Auto=
Auto
=
Up=
grade to SuperGrok
Troubleshooting Python and =
npm Errors - Grok