You are a helpful assistant generating synthetic data that captures *System 1* and *System 2* thinking, *creativity*, and *metacognitive reflection*. Follow these steps in sequence, using tags [sys1] and [end sys1] for *System 1* sections and [sys2] and [end sys2] for *System 2* sections.

1. *Identify System 1 and System 2 Thinking Requirements:*
   - Carefully read the text.
   - Identify parts of the text that require quick, straightforward responses (*System 1*). Mark these sections with [sys1] and [end sys1].
   - Identify parts that require in-depth, reflective thinking (*System 2*), marked with [sys2] and [end sys2].

2. *Apply Step-by-Step Problem Solving with Creativity and Metacognitive Reflection for System 2 Sections:*

   *2.1 Understand the Problem:*
   - Objective: Fully comprehend the issue, constraints, and relevant context.
   - Reflection: "What do I understand about this issue? What might I be overlooking?"
   - Creative Perspective: Seek hidden patterns or possibilities that could reveal deeper insights or innovative connections.

   *2.2 Analyze the Information:*
   - Objective: Break down the problem logically.
   - Reflection: "Am I considering all factors? Are there any assumptions that need challenging?"
   - Creative Perspective: Explore unique patterns or overlooked relationships in the data that could add depth to the analysis.

   *2.3 Generate Hypotheses:*
   - Objective: Propose at least 10 hypotheses, each with a Confidence Score (0.0 to 1.0) and Creative Score (0.0 to 1.0), reflecting originality, surprise, and utility.
   - Reflection: "Have I explored all possible explanations or approaches, both conventional and unconventional?"
   - Creative Perspective: Consider novel angles that might provide unexpected insights.

   *2.4 Anticipate Future Steps and Obstacles:*
   - Objective: Make predictions, accounting for potential outcomes and obstacles.
   - Reflection: "What challenges might I face? Is my plan flexible for different scenarios?"
   - Creative Perspective: Visualize unforeseen outcomes and adapt plans to make use of them effectively.

   *2.5 Evaluate Hypotheses:*
   - Objective: Assess hypotheses based on feasibility, risk, and potential impact.
   - Evaluation: Refine Confidence and Creative Scores as needed.
   - Reflection: "Am I unbiased in my assessment? Which options fit best with the overall objectives?"
   - Creative Perspective: Identify hidden opportunities or overlooked details in each hypothesis.

   *2.6 Select the Best Hypothesis:*
   - Objective: Choose the most promising, strategic hypothesis.
   - Reflection: "Why does this hypothesis stand out? How does it uniquely address the issue?"
   - Creative Perspective: Consider any underutilized potential in the selected approach.

   *2.7 Implement the Hypothesis:*
   - Objective: Outline actionable steps for testing the hypothesis.
   - Reflection: "Is this plan practical? What resources or preparation are required?"
   - Creative Perspective: Refine steps to maximize effectiveness and yield unexpected benefits.

   *2.8 Monitor and Review Progress:*
   - Objective: Review progress, noting areas for improvement.
   - Reflection: "What’s working well? What could be improved?"
   - Creative Perspective: Look for emerging patterns that could refine future approaches.

   *2.9 Reflect and Capture Insights:*
   - Objective: Summarize lessons learned and insights gained for future reference.
   - Reflection: "What new understanding has emerged from this process?"
   - Creative Perspective: Identify innovative insights or patterns that could be applied to similar challenges.

3. *Generate Text Output with Interleaved System 1 and System 2 Responses:*
   - Use the tags [sys1] and [sys2] throughout.
   - Aim for a lengthier, detailed response. Combine both direct, straightforward *System 1* insights and reflective, deeply analytical *System 2* segments to capture a blend of quick observations and thoughtful analysis.

---

### *Example Input Text:*

You are tasked with analyzing a sudden shift in customer preferences in a tech market. There has been a noticeable decline in demand for physical devices, with customers increasingly interested in digital-only options. The challenge is to understand this shift, generate hypotheses for why it might be occurring, and explore potential strategies for adapting to this new trend.

---

### *Processed Output with System 1 and System 2 Thinking:*

The tech market is experiencing a shift in customer demand, moving away from physical devices toward digital-only options.

[sys1]
Customer demand has shifted from physical devices to digital-only options.
We need to understand why this change is happening and find strategies to address it.
Key factors may include cost, convenience, and technological trends.
[end sys1]

[sys2]
**2.1 Understand the Problem:**
The goal is to understand the underlying reasons for the shift in demand from physical devices to digital-only options, then develop a strategy to adapt.

*Reflection:* 
"I understand that preferences are changing, but what might be driving this? Is it primarily cost, or are there other factors such as convenience or sustainability?"

*Creative Perspective:* 
"Could there be a larger trend in digital minimalism or a preference for eco-friendly solutions that we’re missing? What unseen motivations might explain this shift?"

**2.2 Analyze the Information:**
There are multiple possible factors driving this shift, from economic influences to cultural shifts. It’s essential to isolate each factor and understand its impact.

*Reflection:* 
"Am I fully considering the various economic and social influences? Could there be a technological factor, like better internet speeds, that makes digital-only products more accessible?"

*Creative Perspective:* 
"Are there patterns or trends in other markets that could shed light on this shift? Could this be part of a larger trend toward virtual experiences?"

**2.3 Generate Hypotheses:**
1. Customers prefer digital options due to lower costs. (Confidence: 0.8, Creative: 0.4)
2. There’s a growing trend toward minimalism and reduced physical clutter. (Confidence: 0.7, Creative: 0.7)
3. Digital products offer greater flexibility and ease of use. (Confidence: 0.6, Creative: 0.6)
4. Environmental concerns are pushing consumers away from physical goods. (Confidence: 0.6, Creative: 0.8)
5. Advances in tech make digital-only options more functional. (Confidence: 0.8, Creative: 0.5)
6. Pandemic-era remote work increased demand for digital solutions. (Confidence: 0.7, Creative: 0.6)
7. Media coverage of the environmental impact of physical devices affects preferences. (Confidence: 0.5, Creative: 0.7)
8. There’s an increase in global digital literacy, expanding market access. (Confidence: 0.6, Creative: 0.6)
9. Customers view digital as more convenient and scalable for future needs. (Confidence: 0.7, Creative: 0.5)
10. Younger consumers prefer the aesthetics and convenience of digital products. (Confidence: 0.6, Creative: 0.6)

*Reflection:* 
"Have I considered all possible influences? Are there any surprising factors that could explain this shift?"

*Creative Perspective:* 
"Could specific social trends, like the rise of influencer culture or digital-first lifestyles, be influencing customer choices?"

**2.4 Anticipate Future Steps and Obstacles:**
*Objective:* Anticipate possible challenges, such as resistance from segments still preferring physical products.

*Reflection:* 
"What market obstacles might we face if we shift our focus to digital-only? Are there sub-segments that still prioritize physical products?"

*Creative Perspective:* 
"Could expanding digital options help us reach a more global audience? Are there emerging trends that we could leverage in our strategy?"

[end sys2]

[sys1]
To address this shift, consider a strategy that incorporates both digital-only offerings and educational campaigns about the benefits of digital solutions.
Use insights from customer feedback and current trends to guide product development.
Focus on flexibility and adaptation to cater to different customer segments.
[end sys1]


# coding: utf-8
ActiveAdmin.register Talk do

  menu priority: 13

  actions :all, except: [:new, :destroy]

  permit_params %w( title
                    starts_at
                    featured_from
                    duration
                    venue_id
                    series_id
                    language
                    teaser
                    description
                    started_at
                    ended_at
                    image
                    image_alt
                    related_talk_id
                    retained_image
                    remove_image
                    tag_list
                    format
                    speakers
                    slides_uuid
                    penalty
                    recording_override ).map(&:to_sym)

  filter :id
  filter :uri
  filter :slug
  filter :title
  #filter :venue
  filter :venue_user_id_eq, as: :string, label: "User ID"
  filter :featured_from
  filter :starts_at
  filter :ends_at
  filter :started_at
  filter :ended_at
  filter :created_at
  filter :updated_at
  filter :teaser
  filter :description
  filter :speakers
  filter :language, as: :select, collection: %w(en de fr it es)

  # BEGIN CSV Import
  action_item :import, only: :index do
    link_to 'Import CSV', action: 'import_csv'
  end

  collection_action :import_csv, method: [:get, :post] do
    if params[:dump]
      begin
        file = params[:dump][:file]
        defaults = { state: :prelive }
        transformers = { description: 'html2md' }

        message = Talk.import(file, defaults, transformers)
        if message[:created] or message[:updated]
          flash[:notice] = "#{message[:created]} talk(s) created, " +
                           "#{message[:updated]} talk(s) updated."
          redirect_to action: :index
        end
        @errors = message[:error]
      rescue Exception => e
        flash[:error] = e.message
      end
    end
  end
  # END CSV Import

  action_item :end_talk, only: :show do
    if talk.state == 'live'
      link_to 'End Talk', end_talk_admin_talk_path(talk), method: 'put'
    end
  end

  member_action :end_talk, method: 'put' do
    Delayed::Job.enqueue EndTalk.new(id: params[:id]), queue: 'trigger'
    redirect_to({action: :show}, { notice: "Placed in queue to end talk." })
  end

  scope :all
  scope :featured
  scope :uncategorized
  Talk::STATES.each { |state| scope state.to_sym }

  index do
    selectable_column
    column :id
    column :uri
    column :starts_at, sortable: :starts_at do |talk|
      span style: 'white-space: pre' do
        l talk.starts_at, format: :iso
      end
    end
    column :title, sortable: :title do |talk|
      truncate talk.title
    end
    #column :teaser, sortable: :teaser do |talk|
    #  truncate talk.teaser
    #end
    column :featured_from, sortable: :featured_from do |talk|
      span style: 'white-space: pre' do
        l talk.featured_from, format: :iso unless talk.featured_from.nil?
      end
    end
    # column :venue do |talk|
    #   talk.venue.try(:name)
    # end
    # column :series
    column :play_count
    column :slides do |talk|
      talk.slides_uuid.present? ? '✔'.html_safe : ''
    end
    column :state do |talk|
      span talk.state, class: 'status_tag '+talk.state
    end
    actions do |talk|
      link_to "&#10148;&nbsp;Public".html_safe, public_url(talk), target: '_blank'
    end
  end

  sidebar :disk_usage, only: :show do
    number_to_human_size talk.disk_usage
  end

  sidebar 'Tags, TagBundles & Icon', only: :show do
    table do
      tr do
        th 'Tag'
        th 'Bundles'
      end
      talk.tags.each do |tag|
        tr do
          td do
            tag.name
          end
          td do
            bundles = TagBundle.category.tagged_with(tag.name, any: true).map do |b|
              link_to(b.title_en, [:admin, b])
            end
            bundles.empty? ? '(none)' : bundles.join(', ').html_safe
          end
        end
      end
    end
    div do
      span 'Current Icon: '
      b talk.icon
    end
    if talk.icon != (future = talk.send(:set_icon))
      div do
        span 'Future Icon: '
        b future
      end
    end
  end

  sidebar :social, only: :show, if: ->{ talk.state == 'archived' } do
    svg id: 'social'
    script "listeners = #{talk.listeners_for_json.to_json}".html_safe
    talk.speakers
    ul do
      talk.social_links.each do |link|
        li do
          link_to link, link
        end
      end
    end
  end

  show do
    if %w(postlive queued processing archived suspended).include?(talk.state)
      div id: 'visual' do
        script do
          [
            "data = #{talk.storage.values.to_json}",
            "startedAt = #{talk.started_at.to_i}",
            "endedAt = #{talk.ended_at.to_i}",
            "override = #{talk.recording_override?}"
          ].join(";\n").html_safe
        end
      end
    end
    attributes_table do
      row :id
      row :uri do
        (talk.uri + ' ' +
         link_to('&#10148; Public'.html_safe,
                 public_url(talk), target: '_blank')).html_safe
      end
      row :state
      row :featured_from
      row :starts_at
      row :ends_at
      row :venue
      row :user
      row :series
      row :title
      row :teaser
      row :description
      row :language
      row :related_talk_id
      row 'download' do
        url_mp3 = public_url("vrmedia/#{talk.id}-clean.mp3")
        url_ogg = public_url("vrmedia/#{talk.id}-clean.ogg")
        ([link_to('&#10148; mp3'.html_safe, url_mp3, target: '_blank'),
          link_to('&#10148; ogg'.html_safe, url_ogg, target: '_blank')] * ' ').html_safe
      end
      row :started_at
      row :format
      row :speakers
      row :penalty
      row :live_listener_count do
        talk.listeners.size
      end
      if %w(postlive queued processing archived suspended).include?(talk.state)
        row :ended_at
        row :processed_at
        row :recording
        row :recording_override
        row :play_count
        row :files do
          if talk.storage.is_a?(Hash)
            table do
              keys = talk.storage.keys.sort
              keys.each do |key|
                meta = talk.storage[key]
                tr do
                  td meta[:key]
                  td number_to_human_size(meta[:size])
                  td (meta[:duration] || '-' )
                  #td meta[:start] && Time.at(meta[:start].to_i)
                end
              end
            end
          end
        end
      end
    end
    active_admin_comments
  end

  form do |f|
    f.inputs do
      f.input :title
      f.input :tag_list, input_html: { value: f.object.tag_list * ', ' }, label: "Tags"
      f.input :starts_at,
              as: :string,
              input_html: {
                class: 'picker',
                value: f.object.starts_at.strftime("%Y-%m-%d %H:%M:%S")
              }
      f.input :featured_from,
              as: :string,
              input_html: {
                class: 'picker',
                value: f.object.featured_from &&
                f.object.featured_from.strftime("%Y-%m-%d %H:%M:%S")
              }
      f.input :duration # FIXME make it a select box with discrete values
      #f.input :series # removed for speed, if needed use something like select2
      f.input :venue, collection: f.object.user.venues
      f.input :teaser
      f.input :language, collection: %w(en de fr it es)
      f.input :description # FIXME use wysiwyg editor (wysihtml5)
      f.input :speakers
      f.input :recording_override,
              hint: 'Paste a URL to import a manually'+
              ' processed file, e.g. a dropbox URL.'
      f.input :slides_uuid, label: 'Slides',
              hint: 'Paste a URL to import slides, e.g. a dropbox URL. (PDF only!)'
      f.input :related_talk_id, as: :string, hint: 'ID of related talk'
      f.input :penalty, hint: "1 = no penalty, 0 = max penalty (I know, it's confusing.) Applies only to this talk."
      f.input :image_alt
    end
    #f.inputs 'Image' do
    #  f.input :image, as: :dragonfly
    #end
    f.inputs 'Fields dependent on state' do
      f.input :state, input_html: { disabled: true }
      if %w(postlive archived).include? f.object.state
        f.input :started_at,
          as: :string,
          input_html: {
            class: 'picker',
            value: f.object.started_at.try(:strftime, "%Y-%m-%d %H:%M:%S")
          }
        f.input :ended_at,
          as: :string,
          input_html: {
            class: 'picker',
            value: f.object.ended_at.try(:strftime, "%Y-%m-%d %H:%M:%S")
          }
      end
    end
    f.actions
  end

  csv do
    column :id
    column :uri
    column :play_count
    column :popularity
    column(:venue_name) { |talk| talk.venue.name }
    column :title
    column :featured_from
    column :starts_at
    column :ends_at
    column :started_at
    column :ended_at
    column :language
    column :teaser
    column :description
    column :related_talk_id
    column :speakers
    column :tag_list
  end

  controller do
    helper ApplicationHelper
    def scoped_collection
      Talk.includes(:series, :venue)
    end
  end

end