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]


// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System;
using System.ComponentModel.Composition;
using System.ComponentModel.Composition.Hosting;
using System.ComponentModel.Composition.Primitives;
using System.Linq;
using Xunit;

namespace Tests.Integration
{
    [ActiveIssue("https://github.com/mono/mono/issues/16417", TestRuntimes.Mono)]
    public class RecompositionTests
    {
        public class Class_OptIn_AllowRecompositionImports
        {
            [Import("Value", AllowRecomposition = true)]
            public int Value { get; set; }
        }

        [Fact]
        public void Import_OptIn_AllowRecomposition()
        {
            var container = new CompositionContainer();
            var importer = new Class_OptIn_AllowRecompositionImports();

            CompositionBatch batch = new CompositionBatch();
            batch.AddPart(importer);
            var valueKey = batch.AddExportedValue("Value", 21);
            container.Compose(batch);

            // Initial compose Value should be 21
            Assert.Equal(21, importer.Value);

            // Recompose Value to be 42
            batch = new CompositionBatch();
            batch.RemovePart(valueKey);
            batch.AddExportedValue("Value", 42);
            container.Compose(batch);

            Assert.Equal(42, importer.Value);
        }

        public class Class_OptOut_AllowRecompositionImports
        {
            [Import("Value", AllowRecomposition = false)]
            public int Value { get; set; }
        }

        [Fact]
        public void Import_OptOut_AllowRecomposition()
        {
            var container = new CompositionContainer();
            var importer = new Class_OptOut_AllowRecompositionImports();

            CompositionBatch batch = new CompositionBatch();
            batch.AddPart(importer);
            var valueKey = batch.AddExportedValue("Value", 21);
            container.Compose(batch);

            // Initial compose Value should be 21
            Assert.Equal(21, importer.Value);

            // Reset value to ensure it doesn't get set to same value again
            importer.Value = -21;

            // Recompose Value to be 42
            batch = new CompositionBatch();
            batch.RemovePart(valueKey);
            batch.AddExportedValue("Value", 42);
            // After rejection batch failures throw ChangeRejectedException to indicate that
            // the failure did not affect the container
            Assert.Throws<ChangeRejectedException>(() =>
            {
                container.Compose(batch);
            });

            Assert.Equal(-21, importer.Value);
        }

        public class Class_Default_AllowRecompositionImports
        {
            [Import("Value")]
            public int Value { get; set; }
        }

        [Fact]
        public void Import_Default_AllowRecomposition()
        {
            var container = new CompositionContainer();
            var importer = new Class_Default_AllowRecompositionImports();

            CompositionBatch batch = new CompositionBatch();
            batch.AddPart(importer);
            var valueKey = batch.AddExportedValue("Value", 21);
            container.Compose(batch);

            // Initial compose Value should be 21
            Assert.Equal(21, importer.Value);

            // Reset value to ensure it doesn't get set to same value again
            importer.Value = -21;

            // Recompose Value to be 42
            batch = new CompositionBatch();
            batch.RemovePart(valueKey);
            batch.AddExportedValue("Value", 42);
            // After rejection batch failures throw ChangeRejectedException to indicate that
            // the failure did not affect the container
            Assert.Throws<ChangeRejectedException>(() =>
            {
                container.Compose(batch);
            });

            Assert.Equal(-21, importer.Value);
        }

        public class Class_BothOptInAndOptOutRecompositionImports
        {
            [Import("Value", AllowRecomposition = true)]
            public int RecomposableValue { get; set; }

            [Import("Value", AllowRecomposition = false)]
            public int NonRecomposableValue { get; set; }
        }

        [Fact]
        public void Import_BothOptInAndOptOutRecomposition()
        {
            var container = new CompositionContainer();
            var importer = new Class_BothOptInAndOptOutRecompositionImports();

            CompositionBatch batch = new CompositionBatch();
            batch.AddPart(importer);
            var valueKey = batch.AddExportedValue("Value", 21);
            container.Compose(batch);

            // Initial compose values should be 21
            Assert.Equal(21, importer.RecomposableValue);
            Assert.Equal(21, importer.NonRecomposableValue);

            // Reset value to ensure it doesn't get set to same value again
            importer.NonRecomposableValue = -21;
            importer.RecomposableValue = -21;

            // Recompose Value to be 42
            batch = new CompositionBatch();
            batch.RemovePart(valueKey);
            batch.AddExportedValue("Value", 42);
            // After rejection batch failures throw ChangeRejectedException to indicate that
            // the failure did not affect the container
            Assert.Throws<ChangeRejectedException>(() =>
            {
                container.Compose(batch);
            });

            Assert.Equal(-21, importer.NonRecomposableValue);
            // The batch rejection means that the recomposable value shouldn't change either
            Assert.Equal(-21, importer.RecomposableValue);
        }

        public class Class_MultipleOptInRecompositionImportsWithDifferentContracts
        {
            [Import("Value1", AllowRecomposition = true)]
            public int Value1 { get; set; }

            [Import("Value2", AllowRecomposition = true)]
            public int Value2 { get; set; }
        }

        [Fact]
        public void Import_OptInRecomposition_Multlple()
        {
            var container = new CompositionContainer();
            var importer = new Class_MultipleOptInRecompositionImportsWithDifferentContracts();

            CompositionBatch batch = new CompositionBatch();
            batch.AddPart(importer);
            var value1Key = batch.AddExportedValue("Value1", 21);
            var value2Key = batch.AddExportedValue("Value2", 23);
            container.Compose(batch);

            Assert.Equal(21, importer.Value1);
            Assert.Equal(23, importer.Value2);

            // Reset value to ensure it doesn't get set to same value again
            importer.Value1 = -21;
            importer.Value2 = -23;

            // Recompose Value to be 42
            batch = new CompositionBatch();
            batch.RemovePart(value1Key);
            batch.AddExportedValue("Value1", 42);
            container.Compose(batch);

            Assert.Equal(42, importer.Value1);
            Assert.Equal(-23, importer.Value2);
        }

        [PartNotDiscoverable]
        public class MyName
        {
            public MyName(string name)
            {
                this.Name = name;
            }

            [Export("Name")]
            public string Name { get; private set; }
        }

        [PartNotDiscoverable]
        public class Spouse
        {
            public Spouse(string name)
            {
                this.Name = name;
            }

            [Export("Friend")]
            [ExportMetadata("Relationship", "Wife")]
            public string Name { get; private set; }
        }

        [PartNotDiscoverable]
        public class Child
        {
            public Child(string name)
            {
                this.Name = name;
            }

            [Export("Child")]
            public string Name { get; private set; }
        }

        [PartNotDiscoverable]
        public class Job
        {
            public Job(string name)
            {
                this.Name = name;
            }

            [Export("Job")]
            public string Name { get; private set; }
        }

        [PartNotDiscoverable]
        public class Friend
        {
            public Friend(string name)
            {
                this.Name = name;
            }

            [Export("Friend")]
            public string Name { get; private set; }
        }

        public interface IRelationshipView
        {
            string Relationship { get; }
        }

        [PartNotDiscoverable]
        public class Me
        {
            [Import("Name", AllowRecomposition = true)]
            public string Name { get; set; }

            [Import("Job", AllowDefault = true, AllowRecomposition = true)]
            public string Job { get; set; }

            [ImportMany("Child")]
            public string[] Children { get; set; }

            [ImportMany("Friend")]
            public Lazy<string, IRelationshipView>[] Relatives { get; set; }

            [ImportMany("Friend", AllowRecomposition = true)]
            public string[] Friends { get; set; }
        }

        [Fact]
        public void Recomposition_IntegrationTest()
        {
            var container = new CompositionContainer();
            var batch = new CompositionBatch();

            var me = new Me();
            batch.AddPart(me);
            var namePart = batch.AddPart(new MyName("Blake"));
            batch.AddPart(new Spouse("Barbara"));
            batch.AddPart(new Friend("Steve"));
            batch.AddPart(new Friend("Joyce"));
            container.Compose(batch);
            Assert.Equal("Blake", me.Name);
            Assert.Null(me.Job);
            Assert.Equal(3, me.Friends.Length);
            Assert.Equal(1, me.Relatives.Length);
            Assert.Equal(0, me.Children.Length);

            // Can only have one name
            Assert.Throws<ChangeRejectedException>(() =>
                container.ComposeParts(new MyName("Blayke")));

            batch = new CompositionBatch();
            batch.AddPart(new MyName("Blayke"));
            batch.RemovePart(namePart);
            container.Compose(batch);
            Assert.Equal("Blayke", me.Name);

            batch = new CompositionBatch();
            var jobPart = batch.AddPart(new Job("Architect"));
            container.Compose(batch);
            Assert.Equal("Architect", me.Job);

            batch = new CompositionBatch();
            batch.AddPart(new Job("Chimney Sweep"));
            container.Compose(batch);
            Assert.True(me.Job == null, "More than one of an optional import should result in the default value");

            batch = new CompositionBatch();
            batch.RemovePart(jobPart);
            container.Compose(batch);
            Assert.Equal("Chimney Sweep", me.Job);

            batch = new CompositionBatch();

            // Can only have one spouse because they aren't recomposable
            Assert.Throws<ChangeRejectedException>(() =>
                container.ComposeParts(new Spouse("Cameron")));

            Assert.Equal(1, me.Relatives.Length);

            batch = new CompositionBatch();
            batch.AddPart(new Friend("Graham"));
            container.Compose(batch);
            Assert.Equal(4, me.Friends.Length);
            Assert.Equal(1, me.Relatives.Length);
        }

        public class FooWithOptionalImport
        {
            private FooWithSimpleImport _optionalImport;

            [Import(AllowDefault = true, AllowRecomposition = true)]
            public FooWithSimpleImport OptionalImport
            {
                get
                {
                    return this._optionalImport;
                }
                set
                {
                    if (value != null)
                    {
                        this._optionalImport = value;

                        Assert.True(!string.IsNullOrEmpty(this._optionalImport.SimpleValue), "Value should have it's imports satisfied");
                    }
                }
            }
        }

        [Export]
        public class FooWithSimpleImport
        {
            [Import("FooSimpleImport")]
            public string SimpleValue { get; set; }
        }

        [Fact]
        public void PartsShouldHaveImportsSatisfiedBeforeBeingUsedToSatisfyRecomposableImports()
        {
            var container = new CompositionContainer();
            var fooOptional = new FooWithOptionalImport();

            container.ComposeParts(fooOptional);
            container.ComposeExportedValue<string>("FooSimpleImport", "NotNullOrEmpty");
            container.ComposeParts(new FooWithSimpleImport());

            Assert.True(!string.IsNullOrEmpty(fooOptional.OptionalImport.SimpleValue));
        }

        [Export]
        public class RootImportRecomposable
        {
            [Import(AllowDefault = true, AllowRecomposition = true)]
            public NonSharedImporter Importer { get; set; }
        }

        [Export]
        [PartCreationPolicy(CreationPolicy.NonShared)]
        public class NonSharedImporter
        {
            [Import]
            public SimpleImport Import { get; set; }
        }

        [Export]
        public class RootImporter
        {
            [Import]
            public SimpleImport Import { get; set; }
        }

        [Export]
        public class SimpleImport
        {
            public int Property { get { return 42; } }
        }

        [Fact]
        public void TestRemovingAndReAddingMultipleDefinitionsFromCatalog()
        {
            var fixedParts = new TypeCatalog(typeof(RootMultipleImporter), typeof(ExportedService));
            var changingParts = new TypeCatalog(typeof(Exporter1), typeof(Exporter2));
            var catalog = new AggregateCatalog();
            catalog.Catalogs.Add(fixedParts);
            catalog.Catalogs.Add(changingParts);

            var container = new CompositionContainer(catalog);

            var root = container.GetExport<RootMultipleImporter>().Value;

            Assert.Equal(2, root.Imports.Length);

            catalog.Catalogs.Remove(changingParts);

            Assert.Equal(0, root.Imports.Length);

            catalog.Catalogs.Add(changingParts);

            Assert.Equal(2, root.Imports.Length);
        }

        [Export]
        public class RootMultipleImporter
        {
            [ImportMany(AllowRecomposition = true)]
            public IExportedInterface[] Imports { get; set; }
        }

        public interface IExportedInterface
        {

        }

        [Export(typeof(IExportedInterface))]
        public class Exporter1 : IExportedInterface
        {
            [Import]
            public ExportedService Service { get; set; }
        }

        [Export(typeof(IExportedInterface))]
        public class Exporter2 : IExportedInterface
        {
            [Import]
            public ExportedService Service { get; set; }
        }

        [Export]
        public class ExportedService
        {
        }

        [Export]
        public class Part
        {
        }

        [Export]
        [PartCreationPolicy(CreationPolicy.NonShared)]
        public class DisposablePart : Part, IDisposable
        {
            public bool Disposed { get; private set; }
            public void Dispose()
            {
                Disposed = true;
            }
        }

    }
}