To register for this event, please login or create your visitor account.

Tuesday
24 March
2026
08:30 to 10:30
IN PERSON
BY REQUEST
Tuesday 24 March 2026
08:30 to 10:30

Presentation

When disputes turn on source code, data architecture or algorithmic behaviour, traditional arbitral frameworks are put under pressure. How do tribunals meaningfully assess highly technical, dynamic and sometimes opaque digital evidence? How should arbitration adapt when the key exhibit is not a document, but a software repository?

This Bird & Bird panel will explore how international arbitration can be calibrated for technology-driven disputes in which code itself becomes central evidence. From the choice of an arbitral institution and seat, to the intervention of experts and organisation of the procedure, the discussion will examine the structural decisions that shape the quality and enforceability of awards in tech cases.

Bringing together the perspectives of leading arbitrators, experts and counsel, this panel will address practical challenges faced by clients and arbitration practitioners alike, and explore a way forward for thoughtfully tailoring arbitral procedure to ensure it remains effective and fit for purpose in technology-driven disputes.

This session will be of particular interest to in-house counsel in technology-intensive sectors, arbitrators, arbitration practitioners and experts regularly involved in disputes where software, data and algorithms are not background context, but the core of the case.

Host Speakers

Flore POLONI
Partner
Bird & Bird AARPI

Guest Speakers

Ann HENRY
Partner
Bird & Bird AARPI
Annet VAN HOOFT
Founder
Van Hooft Legal
Richard MARSHALL
Expert Witness
Concept Gap Ltd

Venue

Bird & Bird
2 rue de la Chaussée d'Antin
75009 Paris

Registration for this event is now closed.

 array:25 [
  "__path" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/wp/wp-content/uploads/cache/c84ebf1432a129894c6a5ed11ec848552cf558ba.php"
  "__data" => array:23 [
    "__env" => Illuminate\View\Factory {#2419
      #engines: Illuminate\View\Engines\EngineResolver {#2411
        #resolvers: array:3 [
          "file" => Closure() {#2412 …2}
          "php" => Closure() {#2413 …2}
          "blade" => Closure() {#2414 …2}
        ]
        #resolved: array:1 [
          "blade" => Illuminate\View\Engines\CompilerEngine {#4174 …3}
        ]
      }
      #finder: Illuminate\View\FileViewFinder {#2415
        #files: Illuminate\Filesystem\Filesystem {#2416}
        #paths: array:1 [
          0 => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views"
        ]
        #views: array:19 [
          "single-event" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/single-event.blade.php"
          "partials.single-event.section-top" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/single-event/section-top.blade.php"
          "partials.single-event.section-left" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/single-event/section-left.blade.php"
          "partials.event-format" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/event-format.blade.php"
          "partials.event-type" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/event-type.blade.php"
          "partials.entry-sharer" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/entry-sharer.blade.php"
          "partials.single-event.section-right" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/single-event/section-right.blade.php"
          "partials.single-event.medias" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/single-event/medias.blade.php"
          "partials.single-event.section-bottom" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/single-event/section-bottom.blade.php"
          "partials.user-thumbnail" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/user-thumbnail.blade.php"
          "partials.single-event.venue" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/single-event/venue.blade.php"
          "partials.single-event.register" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/single-event/register.blade.php"
          "layouts.app-left-right" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/layouts/app-left-right.blade.php"
          "structs.head" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/structs/head.blade.php"
          "structs.header" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/structs/header.blade.php"
          "partials.notices" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/notices.blade.php"
          "partials.breadcrumbs" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/breadcrumbs.blade.php"
          "structs.footer" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/structs/footer.blade.php"
          "partials.nav-social" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/src/themes/paw/resources/views/partials/nav-social.blade.php"
        ]
        #hints: []
        #extensions: array:4 [
          0 => "blade.php"
          1 => "php"
          2 => "css"
          3 => "html"
        ]
      }
      #events: Illuminate\Events\Dispatcher {#2417
        #container: Illuminate\Container\Container {#2418
          #resolved: []
          #bindings: []
          #methodBindings: []
          #instances: []
          #scopedInstances: []
          #aliases: []
          #abstractAliases: []
          #extenders: []
          #tags: []
          #buildStack: []
          #with: []
          +contextual: []
          #reboundCallbacks: []
          #globalBeforeResolvingCallbacks: []
          #globalResolvingCallbacks: []
          #globalAfterResolvingCallbacks: []
          #beforeResolvingCallbacks: []
          #resolvingCallbacks: []
          #afterResolvingCallbacks: []
        }
        #listeners: []
        #wildcards: []
        #wildcardsCache: array:38 [
          "creating: single-event" => []
          "composing: single-event" => []
          "creating: partials.single-event.section-top" => []
          "composing: partials.single-event.section-top" => []
          "creating: partials.single-event.section-left" => []
          "composing: partials.single-event.section-left" => []
          "creating: partials.event-format" => []
          "composing: partials.event-format" => []
          "creating: partials.event-type" => []
          "composing: partials.event-type" => []
          "creating: partials.entry-sharer" => []
          "composing: partials.entry-sharer" => []
          "creating: partials.single-event.section-right" => []
          "composing: partials.single-event.section-right" => []
          "creating: partials.single-event.medias" => []
          "composing: partials.single-event.medias" => []
          "creating: partials.single-event.section-bottom" => []
          "composing: partials.single-event.section-bottom" => []
          "creating: partials.user-thumbnail" => []
          "composing: partials.user-thumbnail" => []
          "creating: partials.single-event.venue" => []
          "composing: partials.single-event.venue" => []
          "creating: partials.single-event.register" => []
          "composing: partials.single-event.register" => []
          "creating: layouts.app-left-right" => []
          "composing: layouts.app-left-right" => []
          "creating: structs.head" => []
          "composing: structs.head" => []
          "creating: structs.header" => []
          "composing: structs.header" => []
          "creating: partials.notices" => []
          "composing: partials.notices" => []
          "creating: partials.breadcrumbs" => []
          "composing: partials.breadcrumbs" => []
          "creating: structs.footer" => []
          "composing: structs.footer" => []
          "creating: partials.nav-social" => []
          "composing: partials.nav-social" => []
        ]
        #queueResolver: null
      }
      #container: Illuminate\Container\Container {#2401
        #resolved: array:7 [
          "view.engine.resolver" => true
          "files" => true
          "config" => true
          "view.finder" => true
          "events" => true
          "view" => true
          "blade.compiler" => true
        ]
        #bindings: array:7 [
          "files" => array:2 [
            "concrete" => Closure() {#2403 …2}
            "shared" => true
          ]
          "events" => array:2 [
            "concrete" => Closure() {#2404 …2}
            "shared" => true
          ]
          "config" => array:2 [
            "concrete" => Closure() {#2405 …3}
            "shared" => true
          ]
          "view" => array:2 [
            "concrete" => Closure($app) {#2407 …2}
            "shared" => true
          ]
          "view.finder" => array:2 [
            "concrete" => Closure($app) {#2408 …2}
            "shared" => false
          ]
          "blade.compiler" => array:2 [
            "concrete" => Closure($app) {#2409 …2}
            "shared" => true
          ]
          "view.engine.resolver" => array:2 [
            "concrete" => Closure() {#2410 …2}
            "shared" => true
          ]
        ]
        #methodBindings: []
        #instances: array:6 [
          "view.engine.resolver" => Illuminate\View\Engines\EngineResolver {#2411}
          "files" => Illuminate\Filesystem\Filesystem {#2416}
          "config" => array:2 [
            "view.paths" => array:1 [ …1]
            "view.compiled" => "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/wp/wp-content/uploads/cache"
          ]
          "events" => Illuminate\Events\Dispatcher {#2417}
          "view" => Illuminate\View\Factory {#2419}
          "blade.compiler" => Illuminate\View\Compilers\BladeCompiler {#2420
            #files: Illuminate\Filesystem\Filesystem {#2416}
            #cachePath: "/var/www/vhosts/parisarbitrationweek.preprod.online/httpdocs/wp/wp-content/uploads/cache"
            #extensions: []
            #customDirectives: array:4 [ …4]
            #conditions: []
            #precompilers: []
            #path: null
            #compilers: array:3 [ …3]
            #rawTags: array:2 [ …2]
            #contentTags: array:2 [ …2]
            #escapedTags: array:2 [ …2]
            #echoFormat: "e(%s)"
            #footer: []
            #rawBlocks: []
            #classComponentAliases: array:1 [ …1]
            #classComponentNamespaces: []
            #compilesComponentTags: true
            #firstCaseInSwitch: true
            #echoHandlers: []
            -encodingOptions: 15
            #lastSection: null
            #forElseCounter: 0
          }
        ]
        #scopedInstances: []
        #aliases: []
        #abstractAliases: []
        #extenders: []
        #tags: []
        #buildStack: []
        #with: []
        +contextual: []
        #reboundCallbacks: []
        #globalBeforeResolvingCallbacks: []
        #globalResolvingCallbacks: []
        #globalAfterResolvingCallbacks: []
        #beforeResolvingCallbacks: []
        #resolvingCallbacks: []
        #afterResolvingCallbacks: []
      }
      #shared: array:2 [
        "__env" => Illuminate\View\Factory {#2419}
        "app" => Illuminate\Container\Container {#2401}
      ]
      #extensions: array:4 [
        "blade.php" => "blade"
        "php" => "php"
        "css" => "file"
        "html" => "file"
      ]
      #composers: []
      #renderCount: 3
      #renderedOnce: []
      #componentStack: []
      #componentData: []
      #currentComponentData: []
      #slots: []
      #slotStack: []
      #sections: array:4 [
        "content-top" => """
              <div class="wrapper">\n
              <div class="event-status ">\n
                  <div class="event-status_ctn">\n
                                                          <p>To register for this event, please login or create your visitor account.</p>\n
                              <a class="button signin-event is-style-primary-white" href="https://parisarbitrationweek.preprod.online/sign-in/">\n
                                  <span>\n
                                      Sign in\n
                                      <i class="paw-icon-arrow"></i>\n
                                  </span>\n
                              </a>\n
                                              </div>\n
              </div>\n
          </div>
          """
        "content-left" => """
              <div class="event-details is-hidden-touch">\n
              \n
              <div class="event-date">\n
                  <div>Tuesday</div>\n
                  <div>24 March</div>\n
                  <div>2026</div>\n
              </div>\n
              \n
              \n
              <div class="event-time">08:30 to 10:30</div>\n
          \n
              \n
              <div class="event-format">\n
              <div class="term">\n
                  <svg xmlns="http://www.w3.org/2000/svg" width="15.036" height="7.786" viewBox="0 0 15.036 7.786">\r\n
            <path d="M7.708,7.328a.269.269,0,0,1,0,.38L.459,14.957A.269.269,0,0,1,0,14.767V.269A.269.269,0,0,1,.459.079Z" transform="translate(15.036) rotate(90)" fill="currentColor"/>\r\n
          </svg>\r\n
          \n
                  IN PERSON\n
              </div>\n
          </div>\n
              \n
              \n
              <div class="event-type">\n
              <div class="term">\n
                  BY REQUEST\n
              </div>\n
          </div>\n
                  \n
              \n
              \n
                      <div class="partner-contact" style="margin-top: 20px">\n
                      <button id="gf_button_get_form_6ac8e7333cc93" class="contact button">Contact the Organiser</button><script>\n
                      (function () {\n
                          var initAjaxButton = function() {\n
                              jQuery('#gf_button_get_form_6ac8e7333cc93').click(function(){\n
                                  var button = jQuery(this);\n
                                  let modal = $('.modal.global');\n
                                  let modalCtn = modal.find('.modal-content');\n
                                  \n
                                  jQuery.get('https://parisarbitrationweek.preprod.online/wp-admin/admin-ajax.php?action=show_contact_partner_form&form_id=18&partner_id=3222',function(response){\n
                                      modalCtn.empty();\n
                                      modalCtn.append(response);\n
                                      modal.addClass('is-active');\n
                                      modal.trigger('classChange');\n
                                      if(window['gformInitDatepicker']) {gformInitDatepicker();}\n
                                      /*\n
                                      if('show_contact_partner_form' === 'add_rsvp') {\n
                                          $('.gform_heading').append('<h2>Send a RSVP invitation</h2>');\n
                                      } else if('show_contact_partner_form' === 'add_visitor') {\n
                                          $('.gform_heading').append('<h2>Add an Attendee</h2>');\n
                                      }\n
                                      */\n
                                  });\n
                              });\n
                          };\n
                          window.addEventListener('DOMContentLoaded', initAjaxButton);\n
                      }());\n
                  </script>\n
                  </div>\n
                  \n
              \n
              <div class="entry-sharer ">\n
              <div class="share-container">\n
                <button\n
                  aria-label="Partager"\n
                  class="share-button"\n
                  data-title="When Code Becomes Evidence: Proving and Testing AI and Tech Claims in Arbitration"\n
                  data-excerpt="When disputes turn on source code, data architecture or algorithmic behaviour, traditional arbitral [&hellip;]"\n
                  data-url="https://parisarbitrationweek.preprod.online/event/bird-bird-aarpi-2026-40854/"\n
                  >\n
                      <span>Share\n
                          <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="16.32" height="18.157" viewBox="0 0 16.32 18.157">\r\n
            <g>\r\n
              <path d="M13.072,11.714a3.13,3.13,0,0,0-2.423,1.118L6.123,10.489a3.137,3.137,0,0,0,.319-1.411,3.535,3.535,0,0,0-.319-1.411l4.526-2.343a3.171,3.171,0,0,0,2.423,1.118,3.221,3.221,0,1,0,0-6.443A3.278,3.278,0,0,0,9.85,3.275a3.389,3.389,0,0,0,.213,1.171L5.458,6.815a3.179,3.179,0,0,0-2.263-.932,3.221,3.221,0,0,0,.027,6.443,3.179,3.179,0,0,0,2.263-.932l4.606,2.369a3.389,3.389,0,0,0-.213,1.171,3.221,3.221,0,1,0,3.195-3.221m0-10.569a2.156,2.156,0,1,1-2.156,2.13,2.142,2.142,0,0,1,2.156-2.13M3.221,11.261A2.156,2.156,0,1,1,5.378,9.1a2.182,2.182,0,0,1-2.156,2.156m9.85,5.8a2.156,2.156,0,1,1,2.156-2.156,2.164,2.164,0,0,1-2.156,2.156" fill="currentColor"/>\r\n
            </g>\r\n
          </svg>\r\n
                      </span>\n
                </button>\n
              </div>\n
          \n
                      <div class="favorite-container">\n
                      <button class="fav "\n
                          data-nonce="6a03838bfb" data-id="40854"\n
                          aria-label="Add to favorite"\n
                          title="Add to my favourites">\n
                          <span class="star">\n
                              <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" viewBox="0 0 30 30">\n
            <g>\n
              <path class="fav-outline" fill-rule="evenodd" fill="currentColor" d="M15.84,7.4l1.94,4.76,5.13.38c.35.03.61.33.59.68-.01.17-.09.33-.22.44l-3.92,3.32,1.22,4.99c.03.12.02.25-.02.37h0c-.12.33-.49.5-.82.38-.04-.01-.08-.03-.12-.06l-4.37-2.71-4.37,2.71c-.3.18-.69.09-.88-.21-.02-.04-.04-.08-.06-.12h0c-.04-.12-.05-.25-.02-.37l1.22-4.99-3.93-3.32c-.27-.23-.3-.63-.07-.9.11-.13.27-.21.44-.22l5.13-.38,1.94-4.75c.13-.33.5-.48.83-.35.16.06.29.19.35.35ZM17.1,12.71l-1.85-4.53-1.95,4.78-5.14.38,3.94,3.33-1.23,5.01,4.38-2.72,4.38,2.72-1.23-5.01,3.93-3.33-5.14-.38-.1-.24Z"/>\n
              <path class="fav-filled" fill="currentColor" d="M15.84,7.4l1.94,4.76,5.13.38c.35.03.61.33.59.68-.01.17-.09.33-.22.44l-3.92,3.32,1.22,4.99c.03.12.02.25-.02.37h0c-.12.33-.49.5-.82.38-.04-.01-.08-.03-.12-.06l-4.37-2.71-4.37,2.71c-.3.18-.69.09-.88-.21-.02-.04-.04-.08-.06-.12h0c-.04-.12-.05-.25-.02-.37l1.22-4.99-3.93-3.32c-.27-.23-.3-.63-.07-.9.11-.13.27-.21.44-.22l5.13-.38,1.94-4.75c.13-.33.5-.48.83-.35.16.06.29.19.35.35Z"/>\n
            </g>\n
          </svg>                </span>\n
                      </button>\n
                  </div>\n
              </div></div>
          """
        "content-right" => """
              <div class="page-header">\n
              <div class="event-category">\n
                  [Academic]\n
              </div>\n
              <h1>When Code Becomes Evidence: Proving and Testing AI and Tech Claims in Arbitration</h1>\n
              <div class="event-terms">\n
                              <a class="theme" href="https://parisarbitrationweek.preprod.online/theme/technology/">\n
                          #Technology\n
                      </a>\n
                                      <a class="region" href="https://parisarbitrationweek.preprod.online/region/europe/">\n
                          #Europe\n
                      </a>\n
                      </div>\n
          </div>\n
          \n
          <div class="event-details is-hidden-desktop">\n
              <div class="event-date">Tuesday 24 March 2026</div>\n
              \n
              \n
                      \n
                  <div></div>\n
              \n
              \n
              <div class="event-time">08:30 to 10:30</div>\n
              \n
              \n
              <div class="entry-sharer ">\n
              <div class="share-container">\n
                <button\n
                  aria-label="Partager"\n
                  class="share-button"\n
                  data-title="When Code Becomes Evidence: Proving and Testing AI and Tech Claims in Arbitration"\n
                  data-excerpt="When disputes turn on source code, data architecture or algorithmic behaviour, traditional arbitral [&hellip;]"\n
                  data-url="https://parisarbitrationweek.preprod.online/event/bird-bird-aarpi-2026-40854/"\n
                  >\n
                      <span>Share\n
                          <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="16.32" height="18.157" viewBox="0 0 16.32 18.157">\r\n
            <g>\r\n
              <path d="M13.072,11.714a3.13,3.13,0,0,0-2.423,1.118L6.123,10.489a3.137,3.137,0,0,0,.319-1.411,3.535,3.535,0,0,0-.319-1.411l4.526-2.343a3.171,3.171,0,0,0,2.423,1.118,3.221,3.221,0,1,0,0-6.443A3.278,3.278,0,0,0,9.85,3.275a3.389,3.389,0,0,0,.213,1.171L5.458,6.815a3.179,3.179,0,0,0-2.263-.932,3.221,3.221,0,0,0,.027,6.443,3.179,3.179,0,0,0,2.263-.932l4.606,2.369a3.389,3.389,0,0,0-.213,1.171,3.221,3.221,0,1,0,3.195-3.221m0-10.569a2.156,2.156,0,1,1-2.156,2.13,2.142,2.142,0,0,1,2.156-2.13M3.221,11.261A2.156,2.156,0,1,1,5.378,9.1a2.182,2.182,0,0,1-2.156,2.156m9.85,5.8a2.156,2.156,0,1,1,2.156-2.156,2.164,2.164,0,0,1-2.156,2.156" fill="currentColor"/>\r\n
            </g>\r\n
          </svg>\r\n
                      </span>\n
                </button>\n
              </div>\n
          \n
                      <div class="favorite-container">\n
                      <button class="fav "\n
                          data-nonce="6a03838bfb" data-id="40854"\n
                          aria-label="Add to favorite"\n
                          title="Add to my favourites">\n
                          <span class="star">\n
                              <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" viewBox="0 0 30 30">\n
            <g>\n
              <path class="fav-outline" fill-rule="evenodd" fill="currentColor" d="M15.84,7.4l1.94,4.76,5.13.38c.35.03.61.33.59.68-.01.17-.09.33-.22.44l-3.92,3.32,1.22,4.99c.03.12.02.25-.02.37h0c-.12.33-.49.5-.82.38-.04-.01-.08-.03-.12-.06l-4.37-2.71-4.37,2.71c-.3.18-.69.09-.88-.21-.02-.04-.04-.08-.06-.12h0c-.04-.12-.05-.25-.02-.37l1.22-4.99-3.93-3.32c-.27-.23-.3-.63-.07-.9.11-.13.27-.21.44-.22l5.13-.38,1.94-4.75c.13-.33.5-.48.83-.35.16.06.29.19.35.35ZM17.1,12.71l-1.85-4.53-1.95,4.78-5.14.38,3.94,3.33-1.23,5.01,4.38-2.72,4.38,2.72-1.23-5.01,3.93-3.33-5.14-.38-.1-.24Z"/>\n
              <path class="fav-filled" fill="currentColor" d="M15.84,7.4l1.94,4.76,5.13.38c.35.03.61.33.59.68-.01.17-.09.33-.22.44l-3.92,3.32,1.22,4.99c.03.12.02.25-.02.37h0c-.12.33-.49.5-.82.38-.04-.01-.08-.03-.12-.06l-4.37-2.71-4.37,2.71c-.3.18-.69.09-.88-.21-.02-.04-.04-.08-.06-.12h0c-.04-.12-.05-.25-.02-.37l1.22-4.99-3.93-3.32c-.27-.23-.3-.63-.07-.9.11-.13.27-.21.44-.22l5.13-.38,1.94-4.75c.13-.33.5-.48.83-.35.16.06.29.19.35.35Z"/>\n
            </g>\n
          </svg>                </span>\n
                      </button>\n
                  </div>\n
              </div></div>\n
          \n
          <div class="partner-company">\n
                                      <a href="https://parisarbitrationweek.preprod.online/partner/bird-bird-aarpi/">\n
                          <img src="https://parisarbitrationweek.preprod.online/wp-content/uploads/2022/12/bird-bird_logo_rgb_slate.png" alt="Logo partner">\n
                      </a>\n
                      \n
              </div>\n
          \n
              \n
                      <div class="event-presentation event-section box">\n
                      <h3 class="mt-0 is-style-h2">Presentation</h3>\n
                      <p>When disputes turn on source code, data architecture or algorithmic behaviour, traditional arbitral frameworks are put under pressure. How do tribunals meaningfully assess highly technical, dynamic and sometimes opaque digital evidence? How should arbitration adapt when the key exhibit is not a document, but a software repository?</p>\n
          <p>This Bird &amp; Bird panel will explore how international arbitration can be calibrated for technology-driven disputes in which code itself becomes central evidence. From the choice of an arbitral institution and seat, to the intervention of experts and organisation of the procedure, the discussion will examine the structural decisions that shape the quality and enforceability of awards in tech cases.</p>\n
          <p>Bringing together the perspectives of leading arbitrators, experts and counsel, this panel will address practical challenges faced by clients and arbitration practitioners alike, and explore a way forward for thoughtfully tailoring arbitral procedure to ensure it remains effective and fit for purpose in technology-driven disputes.</p>\n
          <p>This session will be of particular interest to in-house counsel in technology-intensive sectors, arbitrators, arbitration practitioners and experts regularly involved in disputes where software, data and algorithms are not background context, but the core of the case.</p>\n
          \n
                  </div>\n
              
          """
        "content-bottom" => """
                  <div class="event_speakers_hld event-section">\n
                  <h3 class="is-style-h2">Host Speakers</h3>\n
                  <div class="event-speakers">\n
                                      <div class="user">\n
                  <a href="https://parisarbitrationweek.preprod.online/speakers/flore-poloni-15312/">\n
                                      <img src="https://parisarbitrationweek.preprod.online/wp-content/uploads/2026/01/flore_mobile.jpg" alt="" class="image">\n
                              </a>\n
                  <div class="fullname mt-4 mb-1">Flore POLONI</div>\n
                  <div class="job">Partner</div>\n
                  <div class="company mt-1">Bird &amp; Bird AARPI</div>\n
              </div>\n
                              </div>\n
              </div>\n
          \n
              <div class="event_speakers_hld event-section">\n
                  <h3 class="is-style-h2">Guest Speakers</h3>\n
                  <div class="event-speakers">\n
                                      <div class="user">\n
                  <a href="https://parisarbitrationweek.preprod.online/speakers/ann-henry-16883/">\n
                                      <img src="https://parisarbitrationweek.preprod.online/wp-content/uploads/2026/02/ah-profile-pic.jpg" alt="" class="image">\n
                              </a>\n
                  <div class="fullname mt-4 mb-1">Ann HENRY</div>\n
                  <div class="job">Partner</div>\n
                  <div class="company mt-1">Bird &amp; Bird AARPI</div>\n
              </div>\n
                                      <div class="user">\n
                  <a href="https://parisarbitrationweek.preprod.online/speakers/vanhooftvanhooft-legal-com/">\n
                                      <img src="https://parisarbitrationweek.preprod.online/wp-content/uploads/2026/02/van-hooft-annet_studio-harcourt-ep_4x3_h_3745-675x675_1079.jpg" alt="" class="image">\n
                              </a>\n
                  <div class="fullname mt-4 mb-1">Annet VAN HOOFT</div>\n
                  <div class="job">Founder</div>\n
                  <div class="company mt-1">Van Hooft Legal</div>\n
              </div>\n
                                      <div class="user">\n
                  <a href="https://parisarbitrationweek.preprod.online/speakers/richard-marshall-16965/">\n
                                      <img src="https://parisarbitrationweek.preprod.online/wp-content/uploads/2026/02/suite-and-tie-large-1060x1060_16965.jpg" alt="" class="image">\n
                              </a>\n
                  <div class="fullname mt-4 mb-1">Richard MARSHALL</div>\n
                  <div class="job">Expert Witness</div>\n
                  <div class="company mt-1">Concept Gap Ltd</div>\n
              </div>\n
                              </div>\n
              </div>\n
          \n
          \n
          \n
          \n
              <div class="register-in_person event-venue event-section">\n
              <div class="event_address">\n
                  <h3 class="is-style-h2">Venue</h3>\n
                  <b>Bird &amp; Bird</b><br>\n
                  2 rue de la Chaussée d&#039;Antin<br>\n
                  75009 Paris\n
                      </div>\n
              <div class="event_map">\n
                  <div class="maps"></div>\n
                  <iframe\n
                      width="520"\n
                      height="320"\n
                      frameborder="0" style="border:0"\n
                      referrerpolicy="no-referrer-when-downgrade"\n
                      src="https://www.google.com/maps/embed/v1/place?key=AIzaSyCykTSHbAIskoaDWw4hqClIH18XDau4D7k&q=2+rue+de+la+Chaussée+d&#039;Antin,75009,Paris"\n
                      allowfullscreen\n
                      data-lenis-prevent\n
                      >\n
                  </iframe>\n
              </div>\n
          </div>\n
          \n
          <div id="register" class="event-registration event-section">\n
              <div>\n
                  \n
                  \n
                  <div class="event-register aligncompact">\n
                      <p class="has-text-align-center"><strong>\n
                      Registration for this event is now closed.\n
                  </strong></p>\n
              </div>    </div>\n
          </div>    
          """
      ]
      #sectionStack: []
      #loopsStack: []
      #pushes: []
      #prepends: []
      #pushStack: []
      #translationReplacements: []
    }
    "app" => Illuminate\Container\Container {#2401}
    "override" => "app"
    "display_sidebar" => false
    "notices" => []
    "browser" => null
    "displayArchiveStructs" => false
    "relatedEdition" => WP_Post {#4178
      +ID: 40615
      +post_author: "234"
      +post_date: "2025-11-17 10:14:18"
      +post_date_gmt: "2025-11-17 10:14:18"
      +post_content: ""
      +post_title: "2026"
      +post_excerpt: ""
      +post_status: "publish"
      +comment_status: "closed"
      +ping_status: "closed"
      +post_password: ""
      +post_name: "2026"
      +to_ping: ""
      +pinged: ""
      +post_modified: "2026-02-12 11:08:32"
      +post_modified_gmt: "2026-02-12 11:08:32"
      +post_content_filtered: ""
      +post_parent: 0
      +guid: "https://parisarbitrationweek.preprod.online/?post_type=edition&#038;p=40615"
      +menu_order: 0
      +post_type: "edition"
      +post_mime_type: ""
      +comment_count: "0"
      +filter: "raw"
      +"isCurrent": "on"
      +"num": "2026"
      +"dateOpeningRegister": "2026-01-05"
      +"datePawEventRegister": "2026-02-20"
      +"dateStart": "2026-03-23"
      +"dateEnd": "2026-03-27"
      +"committeeImage": ""
      +"committeeDescription": ""
      +"emailHeader": "https://parisarbitrationweek.preprod.online/wp-content/uploads/2025/11/header-paw2026-v2.png"
      +"stats": {#4177
        +"eventsCount": ""
        +"partnersCount": ""
        +"participantsCount": ""
        +"registrationsCount": ""
        +"satisfaction": ""
      }
    }
    "edition_dates" => "23 - 27 March 2026"
    "static_pages" => array:9 [
      "middle_office" => "89"
      "digital_library" => "13219"
      "legal_notice" => "955"
      "privacy_statement" => "12766"
      "contact_us" => "95"
      "sign_in" => "424"
      "visitor_register" => "40592"
      "partner_register" => "28"
      "maintenance" => "40491"
    ]
    "event" => WP_Post {#4183
      +ID: 40854
      +post_author: "266"
      +post_date: "2026-03-10 13:53:00"
      +post_date_gmt: "2026-03-10 13:53:00"
      +post_content: """
        When disputes turn on source code, data architecture or algorithmic behaviour, traditional arbitral frameworks are put under pressure. How do tribunals meaningfully assess highly technical, dynamic and sometimes opaque digital evidence? How should arbitration adapt when the key exhibit is not a document, but a software repository?\r\n
        \r\n
        This Bird &amp; Bird panel will explore how international arbitration can be calibrated for technology-driven disputes in which code itself becomes central evidence. From the choice of an arbitral institution and seat, to the intervention of experts and organisation of the procedure, the discussion will examine the structural decisions that shape the quality and enforceability of awards in tech cases.\r\n
        \r\n
        Bringing together the perspectives of leading arbitrators, experts and counsel, this panel will address practical challenges faced by clients and arbitration practitioners alike, and explore a way forward for thoughtfully tailoring arbitral procedure to ensure it remains effective and fit for purpose in technology-driven disputes.\r\n
        \r\n
        This session will be of particular interest to in-house counsel in technology-intensive sectors, arbitrators, arbitration practitioners and experts regularly involved in disputes where software, data and algorithms are not background context, but the core of the case.
        """
      +post_title: "When Code Becomes Evidence: Proving and Testing AI and Tech Claims in Arbitration"
      +post_excerpt: ""
      +post_status: "publish"
      +comment_status: "closed"
      +ping_status: "closed"
      +post_password: ""
      +post_name: "bird-bird-aarpi-2026-40854"
      +to_ping: ""
      +pinged: ""
      +post_modified: "2026-03-10 13:53:00"
      +post_modified_gmt: "2026-03-10 13:53:00"
      +post_content_filtered: ""
      +post_parent: 0
      +guid: "https://parisarbitrationweek.preprod.online/event/when-code-becomes-evidence-proving-and-testing-ai-and-tech-claims-in-arbitration/"
      +menu_order: 0
      +post_type: "event"
      +post_mime_type: ""
      +comment_count: "0"
      +filter: "raw"
      +"review": ""
      +"state": "published"
      +"themes": array:1 [
        0 => WP_Term {#4182
          +term_id: 31
          +name: "Technology"
          +slug: "technology"
          +term_group: 0
          +term_taxonomy_id: 31
          +taxonomy: "theme"
          +description: ""
          +parent: 0
          +count: 34
          +filter: "raw"
        }
      ]
      +"themeIDs": array:1 [
        0 => 31
      ]
      +"regions": array:1 [
        0 => WP_Term {#4181
          +term_id: 33
          +name: "Europe"
          +slug: "europe"
          +term_group: 0
          +term_taxonomy_id: 33
          +taxonomy: "region"
          +description: ""
          +parent: 0
          +count: 275
          +filter: "raw"
        }
      ]
      +"regionIDs": array:1 [
        0 => 33
      ]
      +"partnerID": "3222"
      +"type": "by_request"
      +"category": "academic"
      +"format": "in_person"
      +"paw_networking": ""
      +"coHosts": []
      +"date": "2026-03-24"
      +"startingTimeSlot": "37800"
      +"startTime": "08:30"
      +"endTime": "10:30"
      +"dateOpeningRegister": "2026-01-13"
      +"dateLimitRegister": "2026-03-17"
      +"showDateOpeningRegister": false
      +"isOpenForRegistration": true
      +"typeStart": "morning"
      +"edition": "40615"
      +"isCurrent": true
      +"registrationType": "paw"
      +"externalRegistrationLink": ""
      +"ticketsNumber": "90"
      +"onlineConfLink": ""
      +"hasWaitingList": false
      +"replay": ""
      +"photos": ""
      +"publication": ""
      +"publication_description": ""
      +"address": {#4180
        +"street": "2 rue de la Chaussée d'Antin"
        +"building": "Bird & Bird"
        +"city": "Paris"
        +"postcode": "75009"
        +"information": ""
        +"gps": "48.8712104,2.3342243"
        +"maps_query": "2+rue+de+la+Chaussée+d'Antin,75009,Paris"
      }
      +"speakerHosts": array:1 [
        0 => "15312"
      ]
      +"speakerGuests": array:3 [
        0 => "16883"
        1 => "1079"
        2 => "16965"
      ]
      +"attendeeReminderLastSent": ""
      +"attendees": array:325 [
        266 => array:7 [
          "userID" => 266
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768313148
          "expiry_date" => null
        ]
        15106 => array:7 [
          "userID" => 15106
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768338895
          "expiry_date" => null
        ]
        15309 => array:7 [
          "userID" => 15309
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768369937
          "expiry_date" => null
        ]
        14977 => array:7 [
          "userID" => 14977
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768425758
          "expiry_date" => null
        ]
        2631 => array:7 [
          "userID" => 2631
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768470085
          "expiry_date" => null
        ]
        2678 => array:7 [
          "userID" => 2678
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768549804
          "date_request" => 1768549804
          "expiry_date" => null
        ]
        10500 => array:7 [
          "userID" => 10500
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768560761
          "expiry_date" => null
        ]
        6811 => array:7 [
          "userID" => 6811
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768576091
          "date_request" => 1768576091
          "expiry_date" => null
        ]
        9180 => array:7 [
          "userID" => 9180
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768577131
          "expiry_date" => null
        ]
        10945 => array:7 [
          "userID" => 10945
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768589559
          "expiry_date" => null
        ]
        240 => array:7 [
          "userID" => 240
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768602738
          "expiry_date" => null
        ]
        15451 => array:7 [
          "userID" => 15451
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768669118
          "expiry_date" => null
        ]
        1209 => array:7 [
          "userID" => 1209
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768765176
          "expiry_date" => null
        ]
        11477 => array:7 [
          "userID" => 11477
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768815874
          "date_request" => 1768815874
          "expiry_date" => null
        ]
        3201 => array:7 [
          "userID" => 3201
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768829228
          "date_request" => 1768829228
          "expiry_date" => null
        ]
        888 => array:7 [
          "userID" => 888
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768835201
          "date_request" => 1768835201
          "expiry_date" => null
        ]
        10412 => array:7 [
          "userID" => 10412
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768860256
          "date_request" => 1768860256
          "expiry_date" => null
        ]
        15292 => array:7 [
          "userID" => 15292
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768861021
          "expiry_date" => null
        ]
        284 => array:7 [
          "userID" => 284
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768908349
          "date_request" => 1768908349
          "expiry_date" => null
        ]
        6706 => array:7 [
          "userID" => 6706
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768909844
          "date_request" => 1768909844
          "expiry_date" => null
        ]
        852 => array:7 [
          "userID" => 852
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768915541
          "expiry_date" => null
        ]
        3897 => array:7 [
          "userID" => 3897
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768917498
          "expiry_date" => null
        ]
        3019 => array:7 [
          "userID" => 3019
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768918096
          "expiry_date" => null
        ]
        3875 => array:7 [
          "userID" => 3875
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768920234
          "date_request" => 1768920234
          "expiry_date" => null
        ]
        5947 => array:7 [
          "userID" => 5947
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768924676
          "date_request" => 1768924676
          "expiry_date" => null
        ]
        6744 => array:7 [
          "userID" => 6744
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768928971
          "expiry_date" => null
        ]
        854 => array:7 [
          "userID" => 854
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768929760
          "date_request" => 1768929760
          "expiry_date" => null
        ]
        8224 => array:7 [
          "userID" => 8224
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768932072
          "date_request" => 1768932072
          "expiry_date" => null
        ]
        6895 => array:7 [
          "userID" => 6895
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768988075
          "date_request" => 1768988075
          "expiry_date" => ""
        ]
        15573 => array:7 [
          "userID" => 15573
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1768989612
          "expiry_date" => null
        ]
        11074 => array:7 [
          "userID" => 11074
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1768993341
          "date_request" => 1768993341
          "expiry_date" => null
        ]
        12238 => array:7 [
          "userID" => 12238
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769001257
          "date_request" => 1769001257
          "expiry_date" => null
        ]
        10652 => array:7 [
          "userID" => 10652
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769005508
          "date_request" => 1769005508
          "expiry_date" => null
        ]
        15599 => array:7 [
          "userID" => 15599
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769014921
          "expiry_date" => null
        ]
        3994 => array:7 [
          "userID" => 3994
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769055875
          "date_request" => 1769055875
          "expiry_date" => null
        ]
        1374 => array:7 [
          "userID" => 1374
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769069028
          "date_request" => 1769069028
          "expiry_date" => null
        ]
        5174 => array:7 [
          "userID" => 5174
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769074323
          "expiry_date" => null
        ]
        5089 => array:7 [
          "userID" => 5089
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769075028
          "date_request" => 1769075028
          "expiry_date" => null
        ]
        7446 => array:7 [
          "userID" => 7446
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769075052
          "expiry_date" => null
        ]
        1509 => array:7 [
          "userID" => 1509
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769075392
          "date_request" => 1769075392
          "expiry_date" => null
        ]
        15379 => array:7 [
          "userID" => 15379
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769075578
          "expiry_date" => null
        ]
        10657 => array:7 [
          "userID" => 10657
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769076523
          "date_request" => 1769076523
          "expiry_date" => null
        ]
        10614 => array:7 [
          "userID" => 10614
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769077108
          "date_request" => 1769077108
          "expiry_date" => null
        ]
        3915 => array:7 [
          "userID" => 3915
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769078446
          "expiry_date" => null
        ]
        8813 => array:7 [
          "userID" => 8813
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769079535
          "date_request" => 1769079535
          "expiry_date" => null
        ]
        15212 => array:7 [
          "userID" => 15212
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769079805
          "date_request" => 1769079805
          "expiry_date" => null
        ]
        11577 => array:7 [
          "userID" => 11577
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769080149
          "date_request" => 1769080149
          "expiry_date" => null
        ]
        2946 => array:7 [
          "userID" => 2946
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769080853
          "date_request" => 1769080853
          "expiry_date" => null
        ]
        1079 => array:7 [
          "userID" => 1079
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769081296
          "expiry_date" => null
        ]
        2497 => array:7 [
          "userID" => 2497
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769081496
          "date_request" => 1769081496
          "expiry_date" => null
        ]
        8677 => array:7 [
          "userID" => 8677
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769082219
          "date_request" => 1769082219
          "expiry_date" => null
        ]
        12215 => array:7 [
          "userID" => 12215
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769085113
          "expiry_date" => null
        ]
        15631 => array:7 [
          "userID" => 15631
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769085529
          "expiry_date" => null
        ]
        10408 => array:7 [
          "userID" => 10408
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769085635
          "date_request" => 1769085635
          "expiry_date" => null
        ]
        15089 => array:7 [
          "userID" => 15089
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769085678
          "expiry_date" => null
        ]
        7182 => array:7 [
          "userID" => 7182
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769087040
          "expiry_date" => null
        ]
        10075 => array:7 [
          "userID" => 10075
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769092356
          "date_request" => 1769092356
          "expiry_date" => null
        ]
        1697 => array:7 [
          "userID" => 1697
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769097461
          "date_request" => 1769097461
          "expiry_date" => null
        ]
        11369 => array:7 [
          "userID" => 11369
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769098179
          "date_request" => 1769098179
          "expiry_date" => null
        ]
        15176 => array:7 [
          "userID" => 15176
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769103152
          "date_request" => 1769103152
          "expiry_date" => null
        ]
        15602 => array:7 [
          "userID" => 15602
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769124349
          "expiry_date" => null
        ]
        15229 => array:7 [
          "userID" => 15229
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769160643
          "expiry_date" => null
        ]
        15689 => array:7 [
          "userID" => 15689
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769164873
          "expiry_date" => null
        ]
        15026 => array:7 [
          "userID" => 15026
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769165589
          "expiry_date" => null
        ]
        1579 => array:7 [
          "userID" => 1579
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769167898
          "date_request" => 1769167898
          "expiry_date" => null
        ]
        1190 => array:7 [
          "userID" => 1190
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769172308
          "expiry_date" => null
        ]
        14408 => array:7 [
          "userID" => 14408
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769172865
          "expiry_date" => null
        ]
        8570 => array:7 [
          "userID" => 8570
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769190130
          "expiry_date" => null
        ]
        8869 => array:7 [
          "userID" => 8869
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769195020
          "date_request" => 1769195020
          "expiry_date" => null
        ]
        15013 => array:7 [
          "userID" => 15013
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769202647
          "date_request" => 1769202647
          "expiry_date" => null
        ]
        9654 => array:7 [
          "userID" => 9654
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769267896
          "date_request" => 1769267896
          "expiry_date" => null
        ]
        492 => array:7 [
          "userID" => 492
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769325703
          "date_request" => 1769325703
          "expiry_date" => null
        ]
        15727 => array:7 [
          "userID" => 15727
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769350196
          "expiry_date" => null
        ]
        4273 => array:7 [
          "userID" => 4273
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769351317
          "expiry_date" => null
        ]
        15713 => array:7 [
          "userID" => 15713
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769360590
          "expiry_date" => null
        ]
        3929 => array:7 [
          "userID" => 3929
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769368266
          "date_request" => 1769368266
          "expiry_date" => null
        ]
        4457 => array:7 [
          "userID" => 4457
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769374153
          "expiry_date" => null
        ]
        11639 => array:7 [
          "userID" => 11639
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769382249
          "date_request" => 1769382249
          "expiry_date" => null
        ]
        9931 => array:7 [
          "userID" => 9931
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769420841
          "expiry_date" => null
        ]
        14924 => array:7 [
          "userID" => 14924
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769423113
          "expiry_date" => null
        ]
        13352 => array:7 [
          "userID" => 13352
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769424176
          "date_request" => 1769424176
          "expiry_date" => null
        ]
        10250 => array:7 [
          "userID" => 10250
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769435510
          "expiry_date" => null
        ]
        15098 => array:7 [
          "userID" => 15098
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769435729
          "expiry_date" => null
        ]
        15755 => array:7 [
          "userID" => 15755
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769440918
          "expiry_date" => null
        ]
        15702 => array:7 [
          "userID" => 15702
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769441377
          "date_request" => 1769441377
          "expiry_date" => null
        ]
        15060 => array:7 [
          "userID" => 15060
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769445281
          "expiry_date" => null
        ]
        15774 => array:7 [
          "userID" => 15774
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769476392
          "date_request" => 1769476392
          "expiry_date" => null
        ]
        10719 => array:7 [
          "userID" => 10719
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769510545
          "expiry_date" => null
        ]
        12498 => array:7 [
          "userID" => 12498
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769510967
          "expiry_date" => null
        ]
        12447 => array:7 [
          "userID" => 12447
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769511270
          "expiry_date" => null
        ]
        9981 => array:7 [
          "userID" => 9981
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769520272
          "expiry_date" => null
        ]
        15790 => array:7 [
          "userID" => 15790
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769522565
          "expiry_date" => null
        ]
        15601 => array:7 [
          "userID" => 15601
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769530294
          "date_request" => 1769530294
          "expiry_date" => null
        ]
        15806 => array:7 [
          "userID" => 15806
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769549863
          "expiry_date" => null
        ]
        15283 => array:7 [
          "userID" => 15283
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769554535
          "date_request" => 1769554535
          "expiry_date" => null
        ]
        10228 => array:7 [
          "userID" => 10228
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769572505
          "date_request" => 1769572505
          "expiry_date" => null
        ]
        15812 => array:7 [
          "userID" => 15812
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769590466
          "expiry_date" => null
        ]
        6178 => array:7 [
          "userID" => 6178
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769595412
          "date_request" => 1769595412
          "expiry_date" => null
        ]
        12360 => array:7 [
          "userID" => 12360
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769596899
          "date_request" => 1769596899
          "expiry_date" => null
        ]
        928 => array:7 [
          "userID" => 928
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769597735
          "expiry_date" => null
        ]
        9995 => array:7 [
          "userID" => 9995
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769597752
          "expiry_date" => null
        ]
        1339 => array:7 [
          "userID" => 1339
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769598043
          "expiry_date" => null
        ]
        7185 => array:7 [
          "userID" => 7185
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769601852
          "date_request" => 1769601852
          "expiry_date" => null
        ]
        15821 => array:7 [
          "userID" => 15821
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769603538
          "expiry_date" => null
        ]
        12281 => array:7 [
          "userID" => 12281
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769605821
          "date_request" => 1769605821
          "expiry_date" => null
        ]
        2644 => array:7 [
          "userID" => 2644
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769605852
          "expiry_date" => null
        ]
        12387 => array:7 [
          "userID" => 12387
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769610597
          "date_request" => 1769610597
          "expiry_date" => null
        ]
        15830 => array:7 [
          "userID" => 15830
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769611056
          "date_request" => 1769611056
          "expiry_date" => null
        ]
        2002 => array:7 [
          "userID" => 2002
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769616441
          "date_request" => 1769616441
          "expiry_date" => null
        ]
        1574 => array:7 [
          "userID" => 1574
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769616872
          "date_request" => 1769616872
          "expiry_date" => null
        ]
        6098 => array:7 [
          "userID" => 6098
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769623115
          "expiry_date" => null
        ]
        15103 => array:7 [
          "userID" => 15103
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769629041
          "date_request" => 1769629041
          "expiry_date" => null
        ]
        6828 => array:7 [
          "userID" => 6828
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769635316
          "expiry_date" => null
        ]
        9532 => array:7 [
          "userID" => 9532
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769674677
          "date_request" => 1769674677
          "expiry_date" => null
        ]
        15151 => array:7 [
          "userID" => 15151
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769685788
          "expiry_date" => null
        ]
        1018 => array:7 [
          "userID" => 1018
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769693703
          "expiry_date" => null
        ]
        15224 => array:7 [
          "userID" => 15224
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769711520
          "expiry_date" => null
        ]
        15890 => array:7 [
          "userID" => 15890
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769715292
          "date_request" => 1769715292
          "expiry_date" => null
        ]
        15625 => array:7 [
          "userID" => 15625
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769716228
          "expiry_date" => null
        ]
        7894 => array:7 [
          "userID" => 7894
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769774839
          "date_request" => 1769774839
          "expiry_date" => null
        ]
        312 => array:7 [
          "userID" => 312
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769776574
          "expiry_date" => null
        ]
        15908 => array:7 [
          "userID" => 15908
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769785508
          "expiry_date" => null
        ]
        702 => array:7 [
          "userID" => 702
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769789114
          "expiry_date" => null
        ]
        15764 => array:7 [
          "userID" => 15764
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1769805894
          "expiry_date" => null
        ]
        573 => array:7 [
          "userID" => 573
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1769946743
          "date_request" => 1769946743
          "expiry_date" => null
        ]
        6852 => array:7 [
          "userID" => 6852
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770055649
          "date_request" => 1770055649
          "expiry_date" => null
        ]
        10277 => array:7 [
          "userID" => 10277
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770057801
          "expiry_date" => null
        ]
        15322 => array:7 [
          "userID" => 15322
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770057990
          "expiry_date" => null
        ]
        15800 => array:7 [
          "userID" => 15800
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770078905
          "expiry_date" => null
        ]
        12289 => array:7 [
          "userID" => 12289
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770121894
          "date_request" => 1770121894
          "expiry_date" => null
        ]
        6776 => array:7 [
          "userID" => 6776
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770125620
          "date_request" => 1770125620
          "expiry_date" => null
        ]
        11490 => array:7 [
          "userID" => 11490
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770129489
          "expiry_date" => null
        ]
        9435 => array:7 [
          "userID" => 9435
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770140320
          "expiry_date" => null
        ]
        1019 => array:7 [
          "userID" => 1019
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770207505
          "date_request" => 1770207505
          "expiry_date" => null
        ]
        712 => array:7 [
          "userID" => 712
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770210499
          "expiry_date" => null
        ]
        11972 => array:7 [
          "userID" => 11972
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770210662
          "expiry_date" => null
        ]
        1418 => array:7 [
          "userID" => 1418
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770212260
          "expiry_date" => null
        ]
        11675 => array:7 [
          "userID" => 11675
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770212349
          "expiry_date" => null
        ]
        12746 => array:7 [
          "userID" => 12746
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770212836
          "expiry_date" => null
        ]
        14003 => array:7 [
          "userID" => 14003
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770216293
          "expiry_date" => null
        ]
        14009 => array:7 [
          "userID" => 14009
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770216374
          "date_request" => 1770216374
          "expiry_date" => null
        ]
        15037 => array:7 [
          "userID" => 15037
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770216377
          "expiry_date" => null
        ]
        16163 => array:7 [
          "userID" => 16163
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770217701
          "date_request" => 1770217701
          "expiry_date" => null
        ]
        11427 => array:7 [
          "userID" => 11427
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770218080
          "date_request" => 1770218080
          "expiry_date" => null
        ]
        1195 => array:7 [
          "userID" => 1195
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770220639
          "date_request" => 1770220639
          "expiry_date" => null
        ]
        10206 => array:7 [
          "userID" => 10206
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770224762
          "expiry_date" => null
        ]
        7262 => array:7 [
          "userID" => 7262
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770237378
          "date_request" => 1770237378
          "expiry_date" => null
        ]
        11482 => array:7 [
          "userID" => 11482
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770268976
          "date_request" => 1770268976
          "expiry_date" => null
        ]
        8047 => array:7 [
          "userID" => 8047
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770284745
          "date_request" => 1770284745
          "expiry_date" => null
        ]
        16238 => array:7 [
          "userID" => 16238
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770288272
          "expiry_date" => null
        ]
        16243 => array:7 [
          "userID" => 16243
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770288765
          "expiry_date" => null
        ]
        8562 => array:7 [
          "userID" => 8562
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770294205
          "expiry_date" => null
        ]
        12824 => array:7 [
          "userID" => 12824
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770301991
          "expiry_date" => null
        ]
        16272 => array:7 [
          "userID" => 16272
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770322339
          "expiry_date" => null
        ]
        16269 => array:7 [
          "userID" => 16269
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770324154
          "date_request" => 1770324154
          "expiry_date" => null
        ]
        10009 => array:7 [
          "userID" => 10009
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770375322
          "expiry_date" => null
        ]
        16300 => array:7 [
          "userID" => 16300
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770379078
          "expiry_date" => null
        ]
        15426 => array:7 [
          "userID" => 15426
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770381709
          "date_request" => 1770381709
          "expiry_date" => null
        ]
        16314 => array:7 [
          "userID" => 16314
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770400705
          "expiry_date" => null
        ]
        16334 => array:7 [
          "userID" => 16334
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770493554
          "expiry_date" => null
        ]
        10329 => array:7 [
          "userID" => 10329
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770528573
          "date_request" => 1770528573
          "expiry_date" => null
        ]
        11159 => array:7 [
          "userID" => 11159
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770643765
          "expiry_date" => null
        ]
        16381 => array:7 [
          "userID" => 16381
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770645710
          "expiry_date" => null
        ]
        886 => array:7 [
          "userID" => 886
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770646706
          "date_request" => 1770646706
          "expiry_date" => null
        ]
        488 => array:7 [
          "userID" => 488
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770701411
          "expiry_date" => null
        ]
        16429 => array:7 [
          "userID" => 16429
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770722542
          "expiry_date" => null
        ]
        15444 => array:7 [
          "userID" => 15444
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770727450
          "date_request" => 1770727450
          "expiry_date" => null
        ]
        15277 => array:7 [
          "userID" => 15277
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770734066
          "expiry_date" => null
        ]
        8016 => array:7 [
          "userID" => 8016
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770735327
          "date_request" => 1770735327
          "expiry_date" => null
        ]
        8717 => array:7 [
          "userID" => 8717
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770735628
          "date_request" => 1770735628
          "expiry_date" => null
        ]
        6081 => array:7 [
          "userID" => 6081
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770736512
          "date_request" => 1770736512
          "expiry_date" => null
        ]
        16453 => array:7 [
          "userID" => 16453
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770739292
          "expiry_date" => null
        ]
        10214 => array:7 [
          "userID" => 10214
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770753333
          "date_request" => 1770753333
          "expiry_date" => null
        ]
        15373 => array:7 [
          "userID" => 15373
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770808948
          "expiry_date" => null
        ]
        16105 => array:7 [
          "userID" => 16105
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770831287
          "expiry_date" => null
        ]
        2693 => array:7 [
          "userID" => 2693
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770844662
          "date_request" => 1770844662
          "expiry_date" => null
        ]
        1260 => array:7 [
          "userID" => 1260
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770887914
          "date_request" => 1770887914
          "expiry_date" => null
        ]
        7814 => array:7 [
          "userID" => 7814
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770893828
          "date_request" => 1770893828
          "expiry_date" => null
        ]
        6272 => array:7 [
          "userID" => 6272
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770894480
          "expiry_date" => null
        ]
        11677 => array:7 [
          "userID" => 11677
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770896804
          "date_request" => 1770896804
          "expiry_date" => null
        ]
        16595 => array:7 [
          "userID" => 16595
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770902365
          "expiry_date" => null
        ]
        13339 => array:7 [
          "userID" => 13339
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770904687
          "expiry_date" => null
        ]
        10685 => array:7 [
          "userID" => 10685
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1770905039
          "expiry_date" => null
        ]
        6757 => array:7 [
          "userID" => 6757
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770920369
          "date_request" => 1770920369
          "expiry_date" => null
        ]
        375 => array:7 [
          "userID" => 375
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770976273
          "date_request" => 1770976273
          "expiry_date" => null
        ]
        16677 => array:7 [
          "userID" => 16677
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1770993883
          "date_request" => 1770993883
          "expiry_date" => null
        ]
        14858 => array:7 [
          "userID" => 14858
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771006714
          "date_request" => 1771006714
          "expiry_date" => null
        ]
        15640 => array:7 [
          "userID" => 15640
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771050334
          "date_request" => 1771050334
          "expiry_date" => null
        ]
        6586 => array:7 [
          "userID" => 6586
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771054360
          "date_request" => 1771054360
          "expiry_date" => null
        ]
        16714 => array:7 [
          "userID" => 16714
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771080600
          "expiry_date" => null
        ]
        11288 => array:7 [
          "userID" => 11288
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771085070
          "date_request" => 1771085070
          "expiry_date" => null
        ]
        5886 => array:7 [
          "userID" => 5886
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771124415
          "expiry_date" => null
        ]
        16732 => array:7 [
          "userID" => 16732
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771187483
          "expiry_date" => null
        ]
        15034 => array:7 [
          "userID" => 15034
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771227963
          "expiry_date" => null
        ]
        16298 => array:7 [
          "userID" => 16298
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771236035
          "expiry_date" => null
        ]
        15940 => array:7 [
          "userID" => 15940
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771240097
          "expiry_date" => null
        ]
        15823 => array:7 [
          "userID" => 15823
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771241094
          "date_request" => 1771241094
          "expiry_date" => null
        ]
        13010 => array:7 [
          "userID" => 13010
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771241554
          "date_request" => 1771241554
          "expiry_date" => null
        ]
        4704 => array:7 [
          "userID" => 4704
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771242061
          "expiry_date" => null
        ]
        8153 => array:7 [
          "userID" => 8153
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771244452
          "date_request" => 1771244452
          "expiry_date" => null
        ]
        8842 => array:7 [
          "userID" => 8842
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771261487
          "expiry_date" => null
        ]
        6813 => array:7 [
          "userID" => 6813
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771269737
          "date_request" => 1771269737
          "expiry_date" => null
        ]
        16802 => array:7 [
          "userID" => 16802
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771280500
          "expiry_date" => null
        ]
        14017 => array:7 [
          "userID" => 14017
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771314463
          "date_request" => 1771314463
          "expiry_date" => null
        ]
        13602 => array:7 [
          "userID" => 13602
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771325695
          "expiry_date" => null
        ]
        16547 => array:7 [
          "userID" => 16547
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771326597
          "expiry_date" => null
        ]
        16367 => array:7 [
          "userID" => 16367
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771328650
          "expiry_date" => null
        ]
        16823 => array:7 [
          "userID" => 16823
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771329666
          "expiry_date" => null
        ]
        11960 => array:7 [
          "userID" => 11960
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771338728
          "expiry_date" => null
        ]
        16807 => array:7 [
          "userID" => 16807
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771347288
          "expiry_date" => null
        ]
        10845 => array:7 [
          "userID" => 10845
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771410496
          "date_request" => 1771410496
          "expiry_date" => null
        ]
        2613 => array:7 [
          "userID" => 2613
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771420085
          "date_request" => 1771420085
          "expiry_date" => null
        ]
        4499 => array:7 [
          "userID" => 4499
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771423325
          "date_request" => 1771423325
          "expiry_date" => null
        ]
        16910 => array:7 [
          "userID" => 16910
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771425048
          "expiry_date" => null
        ]
        15555 => array:7 [
          "userID" => 15555
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771434371
          "expiry_date" => null
        ]
        2470 => array:7 [
          "userID" => 2470
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771486011
          "expiry_date" => null
        ]
        16987 => array:7 [
          "userID" => 16987
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771499726
          "expiry_date" => null
        ]
        8657 => array:7 [
          "userID" => 8657
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771500130
          "date_request" => 1771500130
          "expiry_date" => null
        ]
        7009 => array:7 [
          "userID" => 7009
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771507615
          "date_request" => 1771507615
          "expiry_date" => null
        ]
        1689 => array:7 [
          "userID" => 1689
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771513560
          "expiry_date" => null
        ]
        10992 => array:7 [
          "userID" => 10992
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771515275
          "date_request" => 1771515275
          "expiry_date" => null
        ]
        5559 => array:7 [
          "userID" => 5559
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771577840
          "expiry_date" => null
        ]
        17048 => array:7 [
          "userID" => 17048
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771581727
          "date_request" => 1771581727
          "expiry_date" => null
        ]
        12276 => array:7 [
          "userID" => 12276
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771587911
          "date_request" => 1771587911
          "expiry_date" => null
        ]
        6199 => array:7 [
          "userID" => 6199
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771780618
          "date_request" => 1771780618
          "expiry_date" => null
        ]
        12823 => array:7 [
          "userID" => 12823
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771795703
          "expiry_date" => null
        ]
        15734 => array:7 [
          "userID" => 15734
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771833572
          "date_request" => 1771833572
          "expiry_date" => null
        ]
        16787 => array:7 [
          "userID" => 16787
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771841044
          "date_request" => 1771841044
          "expiry_date" => null
        ]
        1164 => array:7 [
          "userID" => 1164
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771843120
          "expiry_date" => null
        ]
        17159 => array:7 [
          "userID" => 17159
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771851884
          "date_request" => 1771851884
          "expiry_date" => null
        ]
        10920 => array:7 [
          "userID" => 10920
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771852575
          "expiry_date" => null
        ]
        7701 => array:7 [
          "userID" => 7701
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
          "date_request" => 1771855665
          "expiry_date" => null
        ]
        4307 => array:7 [
          "userID" => 4307
          "presence" => "in_person"
          "status" => "declined"
          "paw_networking" => "on"
          "paw_networking_timestamp" => 1771884321
          "date_request" => 1771884321
          "expiry_date" => null
        ]
        12429 => array:7 [
          "userID" => 12429
          "presence" => "in_person"
          "status" => "accepted"
          "paw_networking" => ""
          "paw_networking_timestamp" => ""
           …2
        ]
        17279 => array:7 [ …7]
        4594 => array:7 [ …7]
        16916 => array:7 [ …7]
        17131 => array:7 [ …7]
        17314 => array:7 [ …7]
        17273 => array:7 [ …7]
        1997 => array:7 [ …7]
        16992 => array:7 [ …7]
        7958 => array:7 [ …7]
        10771 => array:7 [ …7]
        17180 => array:7 [ …7]
        9851 => array:7 [ …7]
        15901 => array:7 [ …7]
        1723 => array:7 [ …7]
        11325 => array:7 [ …7]
        17427 => array:7 [ …7]
        17062 => array:7 [ …7]
        7223 => array:7 [ …7]
        15391 => array:7 [ …7]
        6011 => array:7 [ …7]
        3461 => array:7 [ …7]
        11881 => array:7 [ …7]
        17541 => array:7 [ …7]
        17578 => array:7 [ …7]
        10198 => array:7 [ …7]
        17406 => array:7 [ …7]
        2118 => array:7 [ …7]
        7260 => array:7 [ …7]
        17573 => array:7 [ …7]
        13514 => array:7 [ …7]
        7338 => array:7 [ …7]
        16592 => array:7 [ …7]
        17289 => array:7 [ …7]
        14398 => array:7 [ …7]
        17577 => array:7 [ …7]
        1181 => array:7 [ …7]
        10089 => array:7 [ …7]
        16682 => array:7 [ …7]
        14262 => array:7 [ …7]
        17925 => array:7 [ …7]
        5443 => array:7 [ …7]
        6634 => array:7 [ …7]
        17161 => array:7 [ …7]
        1369 => array:7 [ …7]
        16830 => array:7 [ …7]
        18137 => array:7 [ …7]
        11669 => array:7 [ …7]
        18145 => array:7 [ …7]
        18165 => array:7 [ …7]
        18190 => array:7 [ …7]
        18197 => array:7 [ …7]
        12183 => array:7 [ …7]
        9835 => array:7 [ …7]
        16433 => array:7 [ …7]
        10697 => array:7 [ …7]
        18051 => array:7 [ …7]
        18278 => array:7 [ …7]
        15467 => array:7 [ …7]
        18230 => array:7 [ …7]
        18402 => array:7 [ …7]
        16402 => array:7 [ …7]
        6346 => array:7 [ …7]
        18426 => array:7 [ …7]
        8776 => array:7 [ …7]
        925 => array:7 [ …7]
        9192 => array:7 [ …7]
        17157 => array:7 [ …7]
        1893 => array:7 [ …7]
        18275 => array:7 [ …7]
        18684 => array:7 [ …7]
        18682 => array:7 [ …7]
        1349 => array:7 [ …7]
        12622 => array:7 [ …7]
        11267 => array:7 [ …7]
        1322 => array:7 [ …7]
        15183 => array:7 [ …7]
        11344 => array:7 [ …7]
        16761 => array:7 [ …7]
        694 => array:7 [ …7]
        18838 => array:7 [ …7]
        1423 => array:7 [ …7]
        11394 => array:7 [ …7]
        15328 => array:7 [ …7]
        18981 => array:7 [ …7]
        17670 => array:7 [ …7]
        10970 => array:7 [ …7]
        11861 => array:7 [ …7]
        14203 => array:7 [ …7]
        15356 => array:7 [ …7]
        19105 => array:7 [ …7]
        18678 => array:7 [ …7]
      ]
      +"stats": {#4179
        +"total": "90"
        +"accepted": 79
        +"pending": 20
        +"declined": 226
        +"cancelled": 0
        +"waiting": 0
        +"in_person": 79
        +"online": 0
        +"checked_in": 27
        +"left": 11
      }
    }
    "realHostSpeakers" => array:1 [
      0 => 15312
    ]
    "userID" => "16965"
    "user" => WP_User {#4624
      +data: {#4588
        +"ID": "16965"
        +"user_login": "richard.marshall@conceptgap.com"
        +"user_pass": "$wp$2y$10$br.i4/VA2h7kLPGovqzRG.lrGzT4CRXLK4iJoWDjS7L2ycdD/FLg2"
        +"user_nicename": "richard-marshall-16965"
        +"user_email": "richard.marshall@conceptgap.com"
        +"user_url": ""
        +"user_registered": "2026-02-18 16:56:03"
        +"user_activation_key": ""
        +"user_status": "0"
        +"display_name": "Richard Marshall"
        +"review": ""
        +"state": "published"
        +"first_name": "Richard"
        +"last_name": "MARSHALL"
        +"full_name": "Richard MARSHALL"
        +"civility": "Dr"
        +"description": """
          Dr. Richard M. Marshall, PhD, is the Principal of Concept Gap and a seasoned technical expert witness with over 30 years of experience in software innovation and design. \r\n
          \r\n
          A "battle-hardened" entrepreneur and former Gartner analyst, Richard has written hundreds of thousands of lines of code and numerous technical reports. \r\n
          \r\n
          He specializes in communicating complex technical subjects for juries, judges, tribunals, and counsel. He has been instrumental in securing over $2 billion in compensation for his clients, notably serving as the lead technical expert in the record-breaking Appian vs. Pegasystems trade secret case. Beyond IP and trade secrets, Richard’s practice encompasses high-profile confidential matters involving complex data analysis and cybersecurity breaches, where he deconstructs "black-box" systems to provide forensic clarity. \r\n
          \r\n
          When not navigating forensic code reviews or voir-dire challenges, he maintains his mental and physical agility by practicing Parkour.
          """
        +"citation": ""
        +"citationAuthor": ""
        +"company": "Concept Gap Ltd"
        +"companyID": "other"
        +"job": "Expert Witness"
        +"status": "1"
        +"phone": "+447785394458"
        +"country": "United Kingdom"
        +"city": ""
        +"twitter": ""
        +"linkedin": "https://www.linkedin.com/in/rmmarshall/"
        +"default_paw_networking": "1"
        +"avatar": "https://parisarbitrationweek.preprod.online/wp-content/uploads/2026/02/suite-and-tie-large-1060x1060_16965.jpg"
        +"rang": ""
        +"activity": "expert_firm"
        +"themes": array:1 [ …1]
        +"companyName": "Concept Gap Ltd"
        +"favorites": []
      }
      +ID: 16965
      +caps: array:1 [
        "speaker" => true
      ]
      +cap_key: "wp_capabilities"
      +roles: array:1 [
        0 => "speaker"
      ]
      +allcaps: array:2 [
        "read" => true
        "speaker" => true
      ]
      +filter: null
      -site_id: 1
    }
    "realGuestSpeakers" => array:3 [
      0 => 16883
      1 => 1079
      2 => 16965
    ]
    "partner" => WP_Post {#4636
      +ID: 3222
      +post_author: "266"
      +post_date: "2024-02-15 09:55:18"
      +post_date_gmt: "2024-02-15 09:55:18"
      +post_content: """
        Bird &amp; Bird is an international law firm, with more than 1,600 lawyers in 32 integrated offices across Europe, the Middle East, Pacific Asia, Africa and North America. Our deep industry knowledge of our clients’ activities sets us apart. In France, Bird &amp; Bird is located in Paris and Lyon and has more than 135 lawyers. Bird &amp; Bird combines cutting edge legal expertise with an in-depth understanding of targeted industry sectors.\r\n
        In France, Bird &amp; Bird has 2 offices both in Paris and Lyon, staffed by more than 135 lawyers, including 31 partners. In the last 24 years, we have achieved a leading position in the fields of Tech &amp; Comms, Media and Life Sciences.\r\n
        Bird &amp; Bird is also one of the leading law firms in France in Intellectual Property, Trademarks, Domain Names, Copyrights and Patents.\r\n
        Alongside our sector-based approach, our firm has formed teams that are exceptionally knowledgeable in the various aspects of Competition Law, with particular expertise regarding sectors that are opening up to competition (Electronic Communications, Postal, Energy…), and also regarding legal issues that arise with respect to Intellectual Property in the context of Competition law\r\n
        Since its creation, Bird &amp; Bird has been very active in Corporate-Finance. Today more than 15 of our lawyers work on M&amp;A, Joint-Ventures, Private Equity, Capital Markets and Restructuring transactions. Their broad expertise allows the team to accompany both French and foreign clients in every type of operation.\r\n
        In the field of Public Law, Bird &amp; Bird specializes in public contracts, PPP/PFI, and legal matters involving territorial authorities and public sector restructuring.\r\n
        Finally, Bird &amp; Bird teams are also dedicated to Employment Law, Tax, Real Estate, and Dispute Resolution (including Mediation and Arbitration).\r\n
        Our teams’ strength in all areas of Business Law, combined with in-depth knowledge of our clients’ professions, enables us to provide them with expert assistance in their operations, ranging from traditional transactions to those of a highly sophisticated and innovative nature, at national, European and worldwide levels.\r\n
        The Litigation, Arbitration and Alternative Dispute Resolution team advises and assists economic actors in the management of their pre-litigation and litigation relations, both in France and elsewhere in the world.\r\n
        Through our extensive experience and expertise in all forms of dispute resolution, the team is able to define and implement a tailored disputes strategy for each individual case best suited to you and for the best quality/price ratio:\r\n
        • International and domestic arbitration\r\n
        • Risk analysis and prevention\r\n
        • Damage assesment\r\n
        • Mediation\r\n
        • Civil or commercial proceedings\r\n
        • Criminal proceedings\r\n
        Our expertise covers disputes in various key areas:\r\n
        • Commercial: breakdown in negotiations or established contractual relationships, contractual, performance, contractual or tortuous liability;\r\n
        • «Techs and Comms »: disputes related to IT projects, internet projects, software, software distribution and license agreements;\r\n
        • Corporate: disputes related to mergers and acquisitions, restructuring, regulation of powers of corporate bodies, shareholder relations;\r\n
        • General liability: particularly in the field of liability for defective products, in various industrial sectors (automotive, chemical, pharmaceutical, aeronautical and transport);\r\n
        • Construction: disputes related to project management and subcontracts, as well as disputes in the energy sector (infrastructure, investments, supply agreements…) ;\r\n
        • Corporate Crime: directors’ criminal and civil liability; risk analysis and prevention...
        """
      +post_title: "Bird &amp; Bird AARPI"
      +post_excerpt: ""
      +post_status: "publish"
      +comment_status: "closed"
      +ping_status: "closed"
      +post_password: ""
      +post_name: "bird-bird-aarpi"
      +to_ping: ""
      +pinged: ""
      +post_modified: "2025-11-26 17:50:03"
      +post_modified_gmt: "2025-11-26 17:50:03"
      +post_content_filtered: ""
      +post_parent: 0
      +guid: "https://parisarbitrationweek.preprod.online/partner/bird-bird-aarpi/"
      +menu_order: 0
      +post_type: "partner"
      +post_mime_type: ""
      +comment_count: "0"
      +filter: "raw"
      +"review": ""
      +"state": "online"
      +"paymentCustomer": ""
      +"paymentURL": ""
      +"paymentID": ""
      +"paymentStatus": "valid"
      +"paymentInvoiceNumber": "07"
      +"paymentInvoiceDate": "2025-11-26"
      +"category": "law_firm"
      +"type": "paying_big"
      +"logos": array:1 [
        3224 => "https://parisarbitrationweek.preprod.online/wp-content/uploads/2022/12/bird-bird_logo_rgb_slate.png"
      ]
      +"citation": ""
      +"citationAuthor": ""
      +"website": "https://www.twobirds.com/"
      +"linkedin": "https://www.linkedin.com/showcase/bird-&-bird-france/"
      +"twiter": "https://twitter.com/twobirdsfr"
      +"contactEmail": "marie.laure.amiaud@twobirds.com"
      +"address": {#4637
        +"street1": "2 rue de la Chaussée d'Antin"
        +"street2": ""
        +"street": "2 rue de la Chaussée d'Antin "
        +"postcode": "75009"
        +"city": "Paris"
        +"country": "France"
        +"legal_entity": ""
        +"billing_street1": ""
        +"billing_street2": ""
        +"billing_street": " "
        +"billing_postcode": ""
        +"billing_city": ""
        +"billing_country": ""
      }
      +"masterUsers": array:1 [
        0 => "266"
      ]
      +"speakerHosts": array:1 [
        0 => "15312"
      ]
      +"speakerGuests": array:8 [
        0 => "1250"
        1 => "16918"
        2 => "16957"
        3 => "16883"
        4 => "16976"
        5 => "1079"
        6 => "16965"
        7 => "17015"
      ]
      +"strategic": {#4638
        +"lastname": ""
        +"firstname": ""
        +"email": ""
        +"phone": ""
        +"job": ""
        +"civility": ""
      }
      +"otherContacts": array:7 [
        0 => array:7 [ …7]
        1 => array:7 [ …7]
        2 => array:7 [ …7]
        3 => array:7 [ …7]
        4 => array:7 [ …7]
        5 => array:7 [ …7]
        6 => array:7 [ …7]
      ]
      +"editions": array:4 [
        0 => "40615"
        1 => "39376"
        2 => "13223"
        3 => "13224"
      ]
      +"currentEvents": array:2 [
        0 => 40854
        1 => 40855
      ]
    }
    "can_see_participants" => false
    "showAllParticipants" => false
    "isAccepted" => null
    "isPending" => null
    "isDeclined" => null
    "isWaiting" => null
    "status_class" => null
  ]
  "__env" => Illuminate\View\Factory {#2419}
  "app" => Illuminate\Container\Container {#2401}
  "override" => "app"
  "display_sidebar" => false
  "notices" => []
  "browser" => null
  "displayArchiveStructs" => false
  "relatedEdition" => WP_Post {#4178}
  "edition_dates" => "23 - 27 March 2026"
  "static_pages" => array:9 [
    "middle_office" => "89"
    "digital_library" => "13219"
    "legal_notice" => "955"
    "privacy_statement" => "12766"
    "contact_us" => "95"
    "sign_in" => "424"
    "visitor_register" => "40592"
    "partner_register" => "28"
    "maintenance" => "40491"
  ]
  "event" => WP_Post {#4183}
  "realHostSpeakers" => array:1 [
    0 => 15312
  ]
  "userID" => "16965"
  "user" => WP_User {#4624}
  "realGuestSpeakers" => array:3 [
    0 => 16883
    1 => 1079
    2 => 16965
  ]
  "partner" => WP_Post {#4636}
  "can_see_participants" => false
  "showAllParticipants" => false
  "isAccepted" => null
  "isPending" => null
  "isDeclined" => null
  "isWaiting" => null
  "status_class" => null
]