diff --git a/virtual/bin/Activate.ps1 b/virtual/bin/Activate.ps1
deleted file mode 100644
index b49d77b..0000000
--- a/virtual/bin/Activate.ps1
+++ /dev/null
@@ -1,247 +0,0 @@
-<#
-.Synopsis
-Activate a Python virtual environment for the current PowerShell session.
-
-.Description
-Pushes the python executable for a virtual environment to the front of the
-$Env:PATH environment variable and sets the prompt to signify that you are
-in a Python virtual environment. Makes use of the command line switches as
-well as the `pyvenv.cfg` file values present in the virtual environment.
-
-.Parameter VenvDir
-Path to the directory that contains the virtual environment to activate. The
-default value for this is the parent of the directory that the Activate.ps1
-script is located within.
-
-.Parameter Prompt
-The prompt prefix to display when this virtual environment is activated. By
-default, this prompt is the name of the virtual environment folder (VenvDir)
-surrounded by parentheses and followed by a single space (ie. '(.venv) ').
-
-.Example
-Activate.ps1
-Activates the Python virtual environment that contains the Activate.ps1 script.
-
-.Example
-Activate.ps1 -Verbose
-Activates the Python virtual environment that contains the Activate.ps1 script,
-and shows extra information about the activation as it executes.
-
-.Example
-Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
-Activates the Python virtual environment located in the specified location.
-
-.Example
-Activate.ps1 -Prompt "MyPython"
-Activates the Python virtual environment that contains the Activate.ps1 script,
-and prefixes the current prompt with the specified string (surrounded in
-parentheses) while the virtual environment is active.
-
-.Notes
-On Windows, it may be required to enable this Activate.ps1 script by setting the
-execution policy for the user. You can do this by issuing the following PowerShell
-command:
-
-PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
-
-For more information on Execution Policies: 
-https://go.microsoft.com/fwlink/?LinkID=135170
-
-#>
-Param(
-    [Parameter(Mandatory = $false)]
-    [String]
-    $VenvDir,
-    [Parameter(Mandatory = $false)]
-    [String]
-    $Prompt
-)
-
-<# Function declarations --------------------------------------------------- #>
-
-<#
-.Synopsis
-Remove all shell session elements added by the Activate script, including the
-addition of the virtual environment's Python executable from the beginning of
-the PATH variable.
-
-.Parameter NonDestructive
-If present, do not remove this function from the global namespace for the
-session.
-
-#>
-function global:deactivate ([switch]$NonDestructive) {
-    # Revert to original values
-
-    # The prior prompt:
-    if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
-        Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
-        Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
-    }
-
-    # The prior PYTHONHOME:
-    if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
-        Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
-        Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
-    }
-
-    # The prior PATH:
-    if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
-        Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
-        Remove-Item -Path Env:_OLD_VIRTUAL_PATH
-    }
-
-    # Just remove the VIRTUAL_ENV altogether:
-    if (Test-Path -Path Env:VIRTUAL_ENV) {
-        Remove-Item -Path env:VIRTUAL_ENV
-    }
-
-    # Just remove VIRTUAL_ENV_PROMPT altogether.
-    if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) {
-        Remove-Item -Path env:VIRTUAL_ENV_PROMPT
-    }
-
-    # Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
-    if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
-        Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
-    }
-
-    # Leave deactivate function in the global namespace if requested:
-    if (-not $NonDestructive) {
-        Remove-Item -Path function:deactivate
-    }
-}
-
-<#
-.Description
-Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
-given folder, and returns them in a map.
-
-For each line in the pyvenv.cfg file, if that line can be parsed into exactly
-two strings separated by `=` (with any amount of whitespace surrounding the =)
-then it is considered a `key = value` line. The left hand string is the key,
-the right hand is the value.
-
-If the value starts with a `'` or a `"` then the first and last character is
-stripped from the value before being captured.
-
-.Parameter ConfigDir
-Path to the directory that contains the `pyvenv.cfg` file.
-#>
-function Get-PyVenvConfig(
-    [String]
-    $ConfigDir
-) {
-    Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
-
-    # Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
-    $pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
-
-    # An empty map will be returned if no config file is found.
-    $pyvenvConfig = @{ }
-
-    if ($pyvenvConfigPath) {
-
-        Write-Verbose "File exists, parse `key = value` lines"
-        $pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
-
-        $pyvenvConfigContent | ForEach-Object {
-            $keyval = $PSItem -split "\s*=\s*", 2
-            if ($keyval[0] -and $keyval[1]) {
-                $val = $keyval[1]
-
-                # Remove extraneous quotations around a string value.
-                if ("'""".Contains($val.Substring(0, 1))) {
-                    $val = $val.Substring(1, $val.Length - 2)
-                }
-
-                $pyvenvConfig[$keyval[0]] = $val
-                Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
-            }
-        }
-    }
-    return $pyvenvConfig
-}
-
-
-<# Begin Activate script --------------------------------------------------- #>
-
-# Determine the containing directory of this script
-$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
-$VenvExecDir = Get-Item -Path $VenvExecPath
-
-Write-Verbose "Activation script is located in path: '$VenvExecPath'"
-Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
-Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
-
-# Set values required in priority: CmdLine, ConfigFile, Default
-# First, get the location of the virtual environment, it might not be
-# VenvExecDir if specified on the command line.
-if ($VenvDir) {
-    Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
-}
-else {
-    Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
-    $VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
-    Write-Verbose "VenvDir=$VenvDir"
-}
-
-# Next, read the `pyvenv.cfg` file to determine any required value such
-# as `prompt`.
-$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
-
-# Next, set the prompt from the command line, or the config file, or
-# just use the name of the virtual environment folder.
-if ($Prompt) {
-    Write-Verbose "Prompt specified as argument, using '$Prompt'"
-}
-else {
-    Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
-    if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
-        Write-Verbose "  Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
-        $Prompt = $pyvenvCfg['prompt'];
-    }
-    else {
-        Write-Verbose "  Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)"
-        Write-Verbose "  Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
-        $Prompt = Split-Path -Path $venvDir -Leaf
-    }
-}
-
-Write-Verbose "Prompt = '$Prompt'"
-Write-Verbose "VenvDir='$VenvDir'"
-
-# Deactivate any currently active virtual environment, but leave the
-# deactivate function in place.
-deactivate -nondestructive
-
-# Now set the environment variable VIRTUAL_ENV, used by many tools to determine
-# that there is an activated venv.
-$env:VIRTUAL_ENV = $VenvDir
-
-if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
-
-    Write-Verbose "Setting prompt to '$Prompt'"
-
-    # Set the prompt to include the env name
-    # Make sure _OLD_VIRTUAL_PROMPT is global
-    function global:_OLD_VIRTUAL_PROMPT { "" }
-    Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
-    New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
-
-    function global:prompt {
-        Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
-        _OLD_VIRTUAL_PROMPT
-    }
-    $env:VIRTUAL_ENV_PROMPT = $Prompt
-}
-
-# Clear PYTHONHOME
-if (Test-Path -Path Env:PYTHONHOME) {
-    Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
-    Remove-Item -Path Env:PYTHONHOME
-}
-
-# Add the venv to the PATH
-Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
-$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"
diff --git a/virtual/bin/activate b/virtual/bin/activate
deleted file mode 100644
index cb8602a..0000000
--- a/virtual/bin/activate
+++ /dev/null
@@ -1,70 +0,0 @@
-# This file must be used with "source bin/activate" *from bash*
-# You cannot run it directly
-
-deactivate () {
-    # reset old environment variables
-    if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then
-        PATH="${_OLD_VIRTUAL_PATH:-}"
-        export PATH
-        unset _OLD_VIRTUAL_PATH
-    fi
-    if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then
-        PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}"
-        export PYTHONHOME
-        unset _OLD_VIRTUAL_PYTHONHOME
-    fi
-
-    # Call hash to forget past commands. Without forgetting
-    # past commands the $PATH changes we made may not be respected
-    hash -r 2> /dev/null
-
-    if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then
-        PS1="${_OLD_VIRTUAL_PS1:-}"
-        export PS1
-        unset _OLD_VIRTUAL_PS1
-    fi
-
-    unset VIRTUAL_ENV
-    unset VIRTUAL_ENV_PROMPT
-    if [ ! "${1:-}" = "nondestructive" ] ; then
-    # Self destruct!
-        unset -f deactivate
-    fi
-}
-
-# unset irrelevant variables
-deactivate nondestructive
-
-# on Windows, a path can contain colons and backslashes and has to be converted:
-if [ "${OSTYPE:-}" = "cygwin" ] || [ "${OSTYPE:-}" = "msys" ] ; then
-    # transform D:\path\to\venv to /d/path/to/venv on MSYS
-    # and to /cygdrive/d/path/to/venv on Cygwin
-    export VIRTUAL_ENV=$(cygpath "/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual")
-else
-    # use the path as-is
-    export VIRTUAL_ENV="/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual"
-fi
-
-_OLD_VIRTUAL_PATH="$PATH"
-PATH="$VIRTUAL_ENV/bin:$PATH"
-export PATH
-
-# unset PYTHONHOME if set
-# this will fail if PYTHONHOME is set to the empty string (which is bad anyway)
-# could use `if (set -u; : $PYTHONHOME) ;` in bash
-if [ -n "${PYTHONHOME:-}" ] ; then
-    _OLD_VIRTUAL_PYTHONHOME="${PYTHONHOME:-}"
-    unset PYTHONHOME
-fi
-
-if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT:-}" ] ; then
-    _OLD_VIRTUAL_PS1="${PS1:-}"
-    PS1="(virtual) ${PS1:-}"
-    export PS1
-    VIRTUAL_ENV_PROMPT="(virtual) "
-    export VIRTUAL_ENV_PROMPT
-fi
-
-# Call hash to forget past commands. Without forgetting
-# past commands the $PATH changes we made may not be respected
-hash -r 2> /dev/null
diff --git a/virtual/bin/activate.csh b/virtual/bin/activate.csh
deleted file mode 100644
index 91bc4cb..0000000
--- a/virtual/bin/activate.csh
+++ /dev/null
@@ -1,27 +0,0 @@
-# This file must be used with "source bin/activate.csh" *from csh*.
-# You cannot run it directly.
-
-# Created by Davide Di Blasi <davidedb@gmail.com>.
-# Ported to Python 3.3 venv by Andrew Svetlov <andrew.svetlov@gmail.com>
-
-alias deactivate 'test $?_OLD_VIRTUAL_PATH != 0 && setenv PATH "$_OLD_VIRTUAL_PATH" && unset _OLD_VIRTUAL_PATH; rehash; test $?_OLD_VIRTUAL_PROMPT != 0 && set prompt="$_OLD_VIRTUAL_PROMPT" && unset _OLD_VIRTUAL_PROMPT; unsetenv VIRTUAL_ENV; unsetenv VIRTUAL_ENV_PROMPT; test "\!:*" != "nondestructive" && unalias deactivate'
-
-# Unset irrelevant variables.
-deactivate nondestructive
-
-setenv VIRTUAL_ENV "/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual"
-
-set _OLD_VIRTUAL_PATH="$PATH"
-setenv PATH "$VIRTUAL_ENV/bin:$PATH"
-
-
-set _OLD_VIRTUAL_PROMPT="$prompt"
-
-if (! "$?VIRTUAL_ENV_DISABLE_PROMPT") then
-    set prompt = "(virtual) $prompt"
-    setenv VIRTUAL_ENV_PROMPT "(virtual) "
-endif
-
-alias pydoc python -m pydoc
-
-rehash
diff --git a/virtual/bin/activate.fish b/virtual/bin/activate.fish
deleted file mode 100644
index 3ad20c8..0000000
--- a/virtual/bin/activate.fish
+++ /dev/null
@@ -1,69 +0,0 @@
-# This file must be used with "source <venv>/bin/activate.fish" *from fish*
-# (https://fishshell.com/). You cannot run it directly.
-
-function deactivate  -d "Exit virtual environment and return to normal shell environment"
-    # reset old environment variables
-    if test -n "$_OLD_VIRTUAL_PATH"
-        set -gx PATH $_OLD_VIRTUAL_PATH
-        set -e _OLD_VIRTUAL_PATH
-    end
-    if test -n "$_OLD_VIRTUAL_PYTHONHOME"
-        set -gx PYTHONHOME $_OLD_VIRTUAL_PYTHONHOME
-        set -e _OLD_VIRTUAL_PYTHONHOME
-    end
-
-    if test -n "$_OLD_FISH_PROMPT_OVERRIDE"
-        set -e _OLD_FISH_PROMPT_OVERRIDE
-        # prevents error when using nested fish instances (Issue #93858)
-        if functions -q _old_fish_prompt
-            functions -e fish_prompt
-            functions -c _old_fish_prompt fish_prompt
-            functions -e _old_fish_prompt
-        end
-    end
-
-    set -e VIRTUAL_ENV
-    set -e VIRTUAL_ENV_PROMPT
-    if test "$argv[1]" != "nondestructive"
-        # Self-destruct!
-        functions -e deactivate
-    end
-end
-
-# Unset irrelevant variables.
-deactivate nondestructive
-
-set -gx VIRTUAL_ENV "/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual"
-
-set -gx _OLD_VIRTUAL_PATH $PATH
-set -gx PATH "$VIRTUAL_ENV/bin" $PATH
-
-# Unset PYTHONHOME if set.
-if set -q PYTHONHOME
-    set -gx _OLD_VIRTUAL_PYTHONHOME $PYTHONHOME
-    set -e PYTHONHOME
-end
-
-if test -z "$VIRTUAL_ENV_DISABLE_PROMPT"
-    # fish uses a function instead of an env var to generate the prompt.
-
-    # Save the current fish_prompt function as the function _old_fish_prompt.
-    functions -c fish_prompt _old_fish_prompt
-
-    # With the original prompt function renamed, we can override with our own.
-    function fish_prompt
-        # Save the return status of the last command.
-        set -l old_status $status
-
-        # Output the venv prompt; color taken from the blue of the Python logo.
-        printf "%s%s%s" (set_color 4B8BBE) "(virtual) " (set_color normal)
-
-        # Restore the return status of the previous command.
-        echo "exit $old_status" | .
-        # Output the original/"old" prompt.
-        _old_fish_prompt
-    end
-
-    set -gx _OLD_FISH_PROMPT_OVERRIDE "$VIRTUAL_ENV"
-    set -gx VIRTUAL_ENV_PROMPT "(virtual) "
-end
diff --git a/virtual/bin/chardetect b/virtual/bin/chardetect
deleted file mode 100755
index 297c455..0000000
--- a/virtual/bin/chardetect
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from chardet.cli.chardetect import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/distro b/virtual/bin/distro
deleted file mode 100755
index d012564..0000000
--- a/virtual/bin/distro
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from distro.distro import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/dotenv b/virtual/bin/dotenv
deleted file mode 100755
index d7254e2..0000000
--- a/virtual/bin/dotenv
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from dotenv.__main__ import cli
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(cli())
diff --git a/virtual/bin/email_validator b/virtual/bin/email_validator
deleted file mode 100755
index bd2b2ac..0000000
--- a/virtual/bin/email_validator
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from email_validator.__main__ import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/f2py b/virtual/bin/f2py
deleted file mode 100755
index 49fa48b..0000000
--- a/virtual/bin/f2py
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from numpy.f2py.f2py2e import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/httpx b/virtual/bin/httpx
deleted file mode 100755
index c27a73f..0000000
--- a/virtual/bin/httpx
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from httpx import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/jsondiff b/virtual/bin/jsondiff
deleted file mode 100755
index cc91661..0000000
--- a/virtual/bin/jsondiff
+++ /dev/null
@@ -1,41 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-
-from __future__ import print_function
-
-import sys
-import json
-import jsonpatch
-import argparse
-
-
-parser = argparse.ArgumentParser(description='Diff two JSON files')
-parser.add_argument('FILE1', type=argparse.FileType('r'))
-parser.add_argument('FILE2', type=argparse.FileType('r'))
-parser.add_argument('--indent', type=int, default=None,
-                    help='Indent output by n spaces')
-parser.add_argument('-u', '--preserve-unicode', action='store_true',
-                    help='Output Unicode character as-is without using Code Point')
-parser.add_argument('-v', '--version', action='version',
-                    version='%(prog)s ' + jsonpatch.__version__)
-
-
-def main():
-    try:
-        diff_files()
-    except KeyboardInterrupt:
-        sys.exit(1)
-
-
-def diff_files():
-    """ Diffs two JSON files and prints a patch """
-    args = parser.parse_args()
-    doc1 = json.load(args.FILE1)
-    doc2 = json.load(args.FILE2)
-    patch = jsonpatch.make_patch(doc1, doc2)
-    if patch.patch:
-        print(json.dumps(patch.patch, indent=args.indent, ensure_ascii=not(args.preserve_unicode)))
-        sys.exit(1)
-
-if __name__ == "__main__":
-    main()
diff --git a/virtual/bin/jsonpatch b/virtual/bin/jsonpatch
deleted file mode 100755
index b4883a6..0000000
--- a/virtual/bin/jsonpatch
+++ /dev/null
@@ -1,107 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-
-import sys
-import os.path
-import json
-import jsonpatch
-import tempfile
-import argparse
-
-
-parser = argparse.ArgumentParser(
-    description='Apply a JSON patch on a JSON file')
-parser.add_argument('ORIGINAL', type=argparse.FileType('r'),
-                    help='Original file')
-parser.add_argument('PATCH', type=argparse.FileType('r'),
-                    nargs='?', default=sys.stdin,
-                    help='Patch file (read from stdin if omitted)')
-parser.add_argument('--indent', type=int, default=None,
-                    help='Indent output by n spaces')
-parser.add_argument('-b', '--backup', action='store_true',
-                    help='Back up ORIGINAL if modifying in-place')
-parser.add_argument('-i', '--in-place', action='store_true',
-                    help='Modify ORIGINAL in-place instead of to stdout')
-parser.add_argument('-v', '--version', action='version',
-                    version='%(prog)s ' + jsonpatch.__version__)
-parser.add_argument('-u', '--preserve-unicode', action='store_true',
-                    help='Output Unicode character as-is without using Code Point')
-
-def main():
-    try:
-        patch_files()
-    except KeyboardInterrupt:
-        sys.exit(1)
-
-
-def patch_files():
-    """ Diffs two JSON files and prints a patch """
-    args = parser.parse_args()
-    doc = json.load(args.ORIGINAL)
-    patch = json.load(args.PATCH)
-    result = jsonpatch.apply_patch(doc, patch)
-
-    if args.in_place:
-        dirname = os.path.abspath(os.path.dirname(args.ORIGINAL.name))
-
-        try:
-            # Attempt to replace the file atomically.  We do this by
-            # creating a temporary file in the same directory as the
-            # original file so we can atomically move the new file over
-            # the original later.  (This is done in the same directory
-	    # because atomic renames do not work across mount points.)
-
-            fd, pathname = tempfile.mkstemp(dir=dirname)
-            fp = os.fdopen(fd, 'w')
-            atomic = True
-
-        except OSError:
-            # We failed to create the temporary file for an atomic
-            # replace, so fall back to non-atomic mode by backing up
-            # the original (if desired) and writing a new file.
-
-            if args.backup:
-                os.rename(args.ORIGINAL.name, args.ORIGINAL.name + '.orig')
-            fp = open(args.ORIGINAL.name, 'w')
-            atomic = False
-
-    else:
-        # Since we're not replacing the original file in-place, write
-        # the modified JSON to stdout instead.
-
-        fp = sys.stdout
-
-    # By this point we have some sort of file object we can write the 
-    # modified JSON to.
-    
-    json.dump(result, fp, indent=args.indent, ensure_ascii=not(args.preserve_unicode))
-    fp.write('\n')
-
-    if args.in_place:
-        # Close the new file.  If we aren't replacing atomically, this
-        # is our last step, since everything else is already in place.
-
-        fp.close()
-
-        if atomic:
-            try:
-                # Complete the atomic replace by linking the original
-                # to a backup (if desired), fixing up the permissions
-                # on the temporary file, and moving it into place.
-
-                if args.backup:
-                    os.link(args.ORIGINAL.name, args.ORIGINAL.name + '.orig')
-                os.chmod(pathname, os.stat(args.ORIGINAL.name).st_mode)
-                os.rename(pathname, args.ORIGINAL.name)
-
-            except OSError:
-                # In the event we could not actually do the atomic
-                # replace, unlink the original to move it out of the
-                # way and finally move the temporary file into place.
-                
-                os.unlink(args.ORIGINAL.name)
-                os.rename(pathname, args.ORIGINAL.name)
-
-
-if __name__ == "__main__":
-    main()
diff --git a/virtual/bin/jsonpointer b/virtual/bin/jsonpointer
deleted file mode 100755
index c0f532a..0000000
--- a/virtual/bin/jsonpointer
+++ /dev/null
@@ -1,67 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-
-
-import argparse
-import json
-import sys
-
-import jsonpointer
-
-parser = argparse.ArgumentParser(
-    description='Resolve a JSON pointer on JSON files')
-
-# Accept pointer as argument or as file
-ptr_group = parser.add_mutually_exclusive_group(required=True)
-
-ptr_group.add_argument('-f', '--pointer-file', type=argparse.FileType('r'),
-                       nargs='?',
-                       help='File containing a JSON pointer expression')
-
-ptr_group.add_argument('POINTER', type=str, nargs='?',
-                       help='A JSON pointer expression')
-
-parser.add_argument('FILE', type=argparse.FileType('r'), nargs='+',
-                    help='Files for which the pointer should be resolved')
-parser.add_argument('--indent', type=int, default=None,
-                    help='Indent output by n spaces')
-parser.add_argument('-v', '--version', action='version',
-                    version='%(prog)s ' + jsonpointer.__version__)
-
-
-def main():
-    try:
-        resolve_files()
-    except KeyboardInterrupt:
-        sys.exit(1)
-
-
-def parse_pointer(args):
-    if args.POINTER:
-        ptr = args.POINTER
-    elif args.pointer_file:
-        ptr = args.pointer_file.read().strip()
-    else:
-        parser.print_usage()
-        sys.exit(1)
-
-    return ptr
-
-
-def resolve_files():
-    """ Resolve a JSON pointer on JSON files """
-    args = parser.parse_args()
-
-    ptr = parse_pointer(args)
-
-    for f in args.FILE:
-        doc = json.load(f)
-        try:
-            result = jsonpointer.resolve_pointer(doc, ptr)
-            print(json.dumps(result, indent=args.indent))
-        except jsonpointer.JsonPointerException as e:
-            print('Could not resolve pointer: %s' % str(e), file=sys.stderr)
-
-
-if __name__ == "__main__":
-    main()
diff --git a/virtual/bin/langchain-server b/virtual/bin/langchain-server
deleted file mode 100755
index 5a3ad02..0000000
--- a/virtual/bin/langchain-server
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from langchain.server import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/langsmith b/virtual/bin/langsmith
deleted file mode 100755
index 65e31b1..0000000
--- a/virtual/bin/langsmith
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from langsmith.cli.main import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/normalizer b/virtual/bin/normalizer
deleted file mode 100755
index 3f47584..0000000
--- a/virtual/bin/normalizer
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from charset_normalizer.cli import cli_detect
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(cli_detect())
diff --git a/virtual/bin/openai b/virtual/bin/openai
deleted file mode 100755
index 3d595a3..0000000
--- a/virtual/bin/openai
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from openai.cli import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/pip b/virtual/bin/pip
deleted file mode 100755
index c5b8677..0000000
--- a/virtual/bin/pip
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from pip._internal.cli.main import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/pip3 b/virtual/bin/pip3
deleted file mode 100755
index c5b8677..0000000
--- a/virtual/bin/pip3
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from pip._internal.cli.main import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/pip3.12 b/virtual/bin/pip3.12
deleted file mode 100755
index c5b8677..0000000
--- a/virtual/bin/pip3.12
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from pip._internal.cli.main import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/bin/python b/virtual/bin/python
deleted file mode 120000
index 11b9d88..0000000
--- a/virtual/bin/python
+++ /dev/null
@@ -1 +0,0 @@
-python3.12
\ No newline at end of file
diff --git a/virtual/bin/python3 b/virtual/bin/python3
deleted file mode 120000
index 11b9d88..0000000
--- a/virtual/bin/python3
+++ /dev/null
@@ -1 +0,0 @@
-python3.12
\ No newline at end of file
diff --git a/virtual/bin/python3.12 b/virtual/bin/python3.12
deleted file mode 120000
index a3f0508..0000000
--- a/virtual/bin/python3.12
+++ /dev/null
@@ -1 +0,0 @@
-/opt/homebrew/opt/python@3.12/bin/python3.12
\ No newline at end of file
diff --git a/virtual/bin/tqdm b/virtual/bin/tqdm
deleted file mode 100755
index a4f79ac..0000000
--- a/virtual/bin/tqdm
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual/bin/python3.12
-# -*- coding: utf-8 -*-
-import re
-import sys
-from tqdm.cli import main
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())
diff --git a/virtual/pyvenv.cfg b/virtual/pyvenv.cfg
deleted file mode 100644
index fccf188..0000000
--- a/virtual/pyvenv.cfg
+++ /dev/null
@@ -1,5 +0,0 @@
-home = /opt/homebrew/opt/python@3.12/bin
-include-system-site-packages = false
-version = 3.12.6
-executable = /opt/homebrew/Cellar/python@3.12/3.12.6/Frameworks/Python.framework/Versions/3.12/bin/python3.12
-command = /opt/homebrew/opt/python@3.12/bin/python3.12 -m venv /Users/elliothayner/GitHub/linkedIn_AI_hawk/virtual