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 Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you under the Apache License, Version 2.0 (the
 * "License"); you may not use this file except in compliance
 * with the License.  You may obtain a copy of the License at
 *
 * http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */
/**
 * Autogenerated by Thrift Compiler (0.13.0)
 *
 * DO NOT EDIT UNLESS YOU ARE SURE THAT YOU KNOW WHAT YOU ARE DOING
 *  @generated
 */
package org.apache.storm.generated;

@SuppressWarnings({"cast", "rawtypes", "serial", "unchecked", "unused"})
@javax.annotation.Generated(value = "Autogenerated by Thrift Compiler (0.13.0)")
public class TopologyHistoryInfo implements org.apache.storm.thrift.TBase<TopologyHistoryInfo, TopologyHistoryInfo._Fields>, java.io.Serializable, Cloneable, Comparable<TopologyHistoryInfo> {
  private static final org.apache.storm.thrift.protocol.TStruct STRUCT_DESC = new org.apache.storm.thrift.protocol.TStruct("TopologyHistoryInfo");

  private static final org.apache.storm.thrift.protocol.TField TOPO_IDS_FIELD_DESC = new org.apache.storm.thrift.protocol.TField("topo_ids", org.apache.storm.thrift.protocol.TType.LIST, (short)1);

  private static final org.apache.storm.thrift.scheme.SchemeFactory STANDARD_SCHEME_FACTORY = new TopologyHistoryInfoStandardSchemeFactory();
  private static final org.apache.storm.thrift.scheme.SchemeFactory TUPLE_SCHEME_FACTORY = new TopologyHistoryInfoTupleSchemeFactory();

  private @org.apache.storm.thrift.annotation.Nullable java.util.List<java.lang.String> topo_ids; // required

  /** The set of fields this struct contains, along with convenience methods for finding and manipulating them. */
  public enum _Fields implements org.apache.storm.thrift.TFieldIdEnum {
    TOPO_IDS((short)1, "topo_ids");

    private static final java.util.Map<java.lang.String, _Fields> byName = new java.util.HashMap<java.lang.String, _Fields>();

    static {
      for (_Fields field : java.util.EnumSet.allOf(_Fields.class)) {
        byName.put(field.getFieldName(), field);
      }
    }

    /**
     * Find the _Fields constant that matches fieldId, or null if its not found.
     */
    @org.apache.storm.thrift.annotation.Nullable
    public static _Fields findByThriftId(int fieldId) {
      switch(fieldId) {
        case 1: // TOPO_IDS
          return TOPO_IDS;
        default:
          return null;
      }
    }

    /**
     * Find the _Fields constant that matches fieldId, throwing an exception
     * if it is not found.
     */
    public static _Fields findByThriftIdOrThrow(int fieldId) {
      _Fields fields = findByThriftId(fieldId);
      if (fields == null) throw new java.lang.IllegalArgumentException("Field " + fieldId + " doesn't exist!");
      return fields;
    }

    /**
     * Find the _Fields constant that matches name, or null if its not found.
     */
    @org.apache.storm.thrift.annotation.Nullable
    public static _Fields findByName(java.lang.String name) {
      return byName.get(name);
    }

    private final short _thriftId;
    private final java.lang.String _fieldName;

    _Fields(short thriftId, java.lang.String fieldName) {
      _thriftId = thriftId;
      _fieldName = fieldName;
    }

    public short getThriftFieldId() {
      return _thriftId;
    }

    public java.lang.String getFieldName() {
      return _fieldName;
    }
  }

  // isset id assignments
  public static final java.util.Map<_Fields, org.apache.storm.thrift.meta_data.FieldMetaData> metaDataMap;
  static {
    java.util.Map<_Fields, org.apache.storm.thrift.meta_data.FieldMetaData> tmpMap = new java.util.EnumMap<_Fields, org.apache.storm.thrift.meta_data.FieldMetaData>(_Fields.class);
    tmpMap.put(_Fields.TOPO_IDS, new org.apache.storm.thrift.meta_data.FieldMetaData("topo_ids", org.apache.storm.thrift.TFieldRequirementType.DEFAULT, 
        new org.apache.storm.thrift.meta_data.ListMetaData(org.apache.storm.thrift.protocol.TType.LIST, 
            new org.apache.storm.thrift.meta_data.FieldValueMetaData(org.apache.storm.thrift.protocol.TType.STRING))));
    metaDataMap = java.util.Collections.unmodifiableMap(tmpMap);
    org.apache.storm.thrift.meta_data.FieldMetaData.addStructMetaDataMap(TopologyHistoryInfo.class, metaDataMap);
  }

  public TopologyHistoryInfo() {
  }

  public TopologyHistoryInfo(
    java.util.List<java.lang.String> topo_ids)
  {
    this();
    this.topo_ids = topo_ids;
  }

  /**
   * Performs a deep copy on <i>other</i>.
   */
  public TopologyHistoryInfo(TopologyHistoryInfo other) {
    if (other.is_set_topo_ids()) {
      java.util.List<java.lang.String> __this__topo_ids = new java.util.ArrayList<java.lang.String>(other.topo_ids);
      this.topo_ids = __this__topo_ids;
    }
  }

  public TopologyHistoryInfo deepCopy() {
    return new TopologyHistoryInfo(this);
  }

  @Override
  public void clear() {
    this.topo_ids = null;
  }

  public int get_topo_ids_size() {
    return (this.topo_ids == null) ? 0 : this.topo_ids.size();
  }

  @org.apache.storm.thrift.annotation.Nullable
  public java.util.Iterator<java.lang.String> get_topo_ids_iterator() {
    return (this.topo_ids == null) ? null : this.topo_ids.iterator();
  }

  public void add_to_topo_ids(java.lang.String elem) {
    if (this.topo_ids == null) {
      this.topo_ids = new java.util.ArrayList<java.lang.String>();
    }
    this.topo_ids.add(elem);
  }

  @org.apache.storm.thrift.annotation.Nullable
  public java.util.List<java.lang.String> get_topo_ids() {
    return this.topo_ids;
  }

  public void set_topo_ids(@org.apache.storm.thrift.annotation.Nullable java.util.List<java.lang.String> topo_ids) {
    this.topo_ids = topo_ids;
  }

  public void unset_topo_ids() {
    this.topo_ids = null;
  }

  /** Returns true if field topo_ids is set (has been assigned a value) and false otherwise */
  public boolean is_set_topo_ids() {
    return this.topo_ids != null;
  }

  public void set_topo_ids_isSet(boolean value) {
    if (!value) {
      this.topo_ids = null;
    }
  }

  public void setFieldValue(_Fields field, @org.apache.storm.thrift.annotation.Nullable java.lang.Object value) {
    switch (field) {
    case TOPO_IDS:
      if (value == null) {
        unset_topo_ids();
      } else {
        set_topo_ids((java.util.List<java.lang.String>)value);
      }
      break;

    }
  }

  @org.apache.storm.thrift.annotation.Nullable
  public java.lang.Object getFieldValue(_Fields field) {
    switch (field) {
    case TOPO_IDS:
      return get_topo_ids();

    }
    throw new java.lang.IllegalStateException();
  }

  /** Returns true if field corresponding to fieldID is set (has been assigned a value) and false otherwise */
  public boolean isSet(_Fields field) {
    if (field == null) {
      throw new java.lang.IllegalArgumentException();
    }

    switch (field) {
    case TOPO_IDS:
      return is_set_topo_ids();
    }
    throw new java.lang.IllegalStateException();
  }

  @Override
  public boolean equals(java.lang.Object that) {
    if (that == null)
      return false;
    if (that instanceof TopologyHistoryInfo)
      return this.equals((TopologyHistoryInfo)that);
    return false;
  }

  public boolean equals(TopologyHistoryInfo that) {
    if (that == null)
      return false;
    if (this == that)
      return true;

    boolean this_present_topo_ids = true && this.is_set_topo_ids();
    boolean that_present_topo_ids = true && that.is_set_topo_ids();
    if (this_present_topo_ids || that_present_topo_ids) {
      if (!(this_present_topo_ids && that_present_topo_ids))
        return false;
      if (!this.topo_ids.equals(that.topo_ids))
        return false;
    }

    return true;
  }

  @Override
  public int hashCode() {
    int hashCode = 1;

    hashCode = hashCode * 8191 + ((is_set_topo_ids()) ? 131071 : 524287);
    if (is_set_topo_ids())
      hashCode = hashCode * 8191 + topo_ids.hashCode();

    return hashCode;
  }

  @Override
  public int compareTo(TopologyHistoryInfo other) {
    if (!getClass().equals(other.getClass())) {
      return getClass().getName().compareTo(other.getClass().getName());
    }

    int lastComparison = 0;

    lastComparison = java.lang.Boolean.valueOf(is_set_topo_ids()).compareTo(other.is_set_topo_ids());
    if (lastComparison != 0) {
      return lastComparison;
    }
    if (is_set_topo_ids()) {
      lastComparison = org.apache.storm.thrift.TBaseHelper.compareTo(this.topo_ids, other.topo_ids);
      if (lastComparison != 0) {
        return lastComparison;
      }
    }
    return 0;
  }

  @org.apache.storm.thrift.annotation.Nullable
  public _Fields fieldForId(int fieldId) {
    return _Fields.findByThriftId(fieldId);
  }

  public void read(org.apache.storm.thrift.protocol.TProtocol iprot) throws org.apache.storm.thrift.TException {
    scheme(iprot).read(iprot, this);
  }

  public void write(org.apache.storm.thrift.protocol.TProtocol oprot) throws org.apache.storm.thrift.TException {
    scheme(oprot).write(oprot, this);
  }

  @Override
  public java.lang.String toString() {
    java.lang.StringBuilder sb = new java.lang.StringBuilder("TopologyHistoryInfo(");
    boolean first = true;

    sb.append("topo_ids:");
    if (this.topo_ids == null) {
      sb.append("null");
    } else {
      sb.append(this.topo_ids);
    }
    first = false;
    sb.append(")");
    return sb.toString();
  }

  public void validate() throws org.apache.storm.thrift.TException {
    // check for required fields
    // check for sub-struct validity
  }

  private void writeObject(java.io.ObjectOutputStream out) throws java.io.IOException {
    try {
      write(new org.apache.storm.thrift.protocol.TCompactProtocol(new org.apache.storm.thrift.transport.TIOStreamTransport(out)));
    } catch (org.apache.storm.thrift.TException te) {
      throw new java.io.IOException(te);
    }
  }

  private void readObject(java.io.ObjectInputStream in) throws java.io.IOException, java.lang.ClassNotFoundException {
    try {
      read(new org.apache.storm.thrift.protocol.TCompactProtocol(new org.apache.storm.thrift.transport.TIOStreamTransport(in)));
    } catch (org.apache.storm.thrift.TException te) {
      throw new java.io.IOException(te);
    }
  }

  private static class TopologyHistoryInfoStandardSchemeFactory implements org.apache.storm.thrift.scheme.SchemeFactory {
    public TopologyHistoryInfoStandardScheme getScheme() {
      return new TopologyHistoryInfoStandardScheme();
    }
  }

  private static class TopologyHistoryInfoStandardScheme extends org.apache.storm.thrift.scheme.StandardScheme<TopologyHistoryInfo> {

    public void read(org.apache.storm.thrift.protocol.TProtocol iprot, TopologyHistoryInfo struct) throws org.apache.storm.thrift.TException {
      org.apache.storm.thrift.protocol.TField schemeField;
      iprot.readStructBegin();
      while (true)
      {
        schemeField = iprot.readFieldBegin();
        if (schemeField.type == org.apache.storm.thrift.protocol.TType.STOP) { 
          break;
        }
        switch (schemeField.id) {
          case 1: // TOPO_IDS
            if (schemeField.type == org.apache.storm.thrift.protocol.TType.LIST) {
              {
                org.apache.storm.thrift.protocol.TList _list912 = iprot.readListBegin();
                struct.topo_ids = new java.util.ArrayList<java.lang.String>(_list912.size);
                @org.apache.storm.thrift.annotation.Nullable java.lang.String _elem913;
                for (int _i914 = 0; _i914 < _list912.size; ++_i914)
                {
                  _elem913 = iprot.readString();
                  struct.topo_ids.add(_elem913);
                }
                iprot.readListEnd();
              }
              struct.set_topo_ids_isSet(true);
            } else { 
              org.apache.storm.thrift.protocol.TProtocolUtil.skip(iprot, schemeField.type);
            }
            break;
          default:
            org.apache.storm.thrift.protocol.TProtocolUtil.skip(iprot, schemeField.type);
        }
        iprot.readFieldEnd();
      }
      iprot.readStructEnd();
      struct.validate();
    }

    public void write(org.apache.storm.thrift.protocol.TProtocol oprot, TopologyHistoryInfo struct) throws org.apache.storm.thrift.TException {
      struct.validate();

      oprot.writeStructBegin(STRUCT_DESC);
      if (struct.topo_ids != null) {
        oprot.writeFieldBegin(TOPO_IDS_FIELD_DESC);
        {
          oprot.writeListBegin(new org.apache.storm.thrift.protocol.TList(org.apache.storm.thrift.protocol.TType.STRING, struct.topo_ids.size()));
          for (java.lang.String _iter915 : struct.topo_ids)
          {
            oprot.writeString(_iter915);
          }
          oprot.writeListEnd();
        }
        oprot.writeFieldEnd();
      }
      oprot.writeFieldStop();
      oprot.writeStructEnd();
    }

  }

  private static class TopologyHistoryInfoTupleSchemeFactory implements org.apache.storm.thrift.scheme.SchemeFactory {
    public TopologyHistoryInfoTupleScheme getScheme() {
      return new TopologyHistoryInfoTupleScheme();
    }
  }

  private static class TopologyHistoryInfoTupleScheme extends org.apache.storm.thrift.scheme.TupleScheme<TopologyHistoryInfo> {

    @Override
    public void write(org.apache.storm.thrift.protocol.TProtocol prot, TopologyHistoryInfo struct) throws org.apache.storm.thrift.TException {
      org.apache.storm.thrift.protocol.TTupleProtocol oprot = (org.apache.storm.thrift.protocol.TTupleProtocol) prot;
      java.util.BitSet optionals = new java.util.BitSet();
      if (struct.is_set_topo_ids()) {
        optionals.set(0);
      }
      oprot.writeBitSet(optionals, 1);
      if (struct.is_set_topo_ids()) {
        {
          oprot.writeI32(struct.topo_ids.size());
          for (java.lang.String _iter916 : struct.topo_ids)
          {
            oprot.writeString(_iter916);
          }
        }
      }
    }

    @Override
    public void read(org.apache.storm.thrift.protocol.TProtocol prot, TopologyHistoryInfo struct) throws org.apache.storm.thrift.TException {
      org.apache.storm.thrift.protocol.TTupleProtocol iprot = (org.apache.storm.thrift.protocol.TTupleProtocol) prot;
      java.util.BitSet incoming = iprot.readBitSet(1);
      if (incoming.get(0)) {
        {
          org.apache.storm.thrift.protocol.TList _list917 = new org.apache.storm.thrift.protocol.TList(org.apache.storm.thrift.protocol.TType.STRING, iprot.readI32());
          struct.topo_ids = new java.util.ArrayList<java.lang.String>(_list917.size);
          @org.apache.storm.thrift.annotation.Nullable java.lang.String _elem918;
          for (int _i919 = 0; _i919 < _list917.size; ++_i919)
          {
            _elem918 = iprot.readString();
            struct.topo_ids.add(_elem918);
          }
        }
        struct.set_topo_ids_isSet(true);
      }
    }
  }

  private static <S extends org.apache.storm.thrift.scheme.IScheme> S scheme(org.apache.storm.thrift.protocol.TProtocol proto) {
    return (org.apache.storm.thrift.scheme.StandardScheme.class.equals(proto.getScheme()) ? STANDARD_SCHEME_FACTORY : TUPLE_SCHEME_FACTORY).getScheme();
  }
}