Respan Dataset Explorer

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]


Friday, August 15, 2008

things they don't tell you

now that the little bean is 5+ weeks old, The Mr. and I have discovered that they don't tell you everything. they also like to tell you how everything will be easier... in a few months.

yes, guys. what's a few months when it comes to your sanity?

we have a fussy baby on our hands. that's not quite what we ordered; especially since we never got to recover from the horror that was called labor.

i've been saying over at the other blog how things haven't been at all what we've expected... guess i shouldn't be surprised here.

we knew babies cried. for no reason.

we also knew some babies cried a lot. for no reason.

we did not know that this baby would cry almost non-stop for the better part of a whole day. truthfully, they are right: it is getting better.

but the trade off is holding her and rocking,walking,dancing,swaying,bouncing,jostling all the time.

do not sit down and give your aching arms/back/neck a break. this cute little porker weighs ~12lbs!! oh, & do not think for a minute that she is truly asleep. for when you put her down, all hell breaks loose and you have to begin the cycle all over again!

she squirms and pushes and shoves and throws her hands all over, interfering w/ eating. i never thought a newborn would play w/ her food at this early age!

i also never thought a newborn would be nearly as active as she is.... they don't really tell you that your baby may not like to be swaddled. therefore, if she sleeps on her back, she wakes herself up. immediately. and LOUDLY.

so, don't tell the AAP, but she sleeps on her stomach. and already is learning the beginnings of how to crawl she's so active.

they don't mention the fact that she can & will scream so loudly and forcefully she loses her voice & breath. they also don't mention how to get through that part.

they do tell you to try the swing. the bouncy seat. the dryer. the car.

none work at relaxing a sleepy baby. tho' the bouncy seat can keep her occupied long enough to scarf down some food (usually).

they like to mention that "every baby is different". that's the cover for: we-don't-know-what-the-hell-to-tell-you. and: thank-god-my-kid-was-an-angel.

all the books like to tell you that it's very, very important that your newborn gets enough rest in order to develop well. they don't tell you what to do w/ an overtired baby that doesn't know how to go from wake to sleep w/o lots of effort... it takes about the same amount of coddling until the next feed cycle starts.

2 comments:

She is a cutie!! So sorry things are rough. Bob discovered early on that doing squats while holding a fussy Little Elvis calmed him right down. He seriously did squats for an hour one night!He just kind of stumbled into that solution.We had a baby sleep positioner for Little Elvis, which kept him from rolling some.This is similar to the one we used - http://www.walmart.com/catalog/product.do?product_id=4645524&sourceid=1500000000000003260330&ci_src=14110944&ci_sku=4645524

I know some people don't like these things, but if it works, well, you know. You do what works!

we also have a positioner. which helped somewhat until we discovered the belly works much better. and the pacifier works only sometimes. which i'm fine with. i hope she won't become dependent on it; but sometimes she does need it.

About Me

i was a first grade teacher for 7 years. i left that fantastic job to begin a career w/ a meaningful nonprofit, where I worked for the duration of my pregnancy with the bean. i am now a housewife & mother of a little girl.

The narrative presents a personal account of parenting a newborn, emphasizing the unexpected challenges faced by the parents. It’s a mixture of firsthand experiences, explorations of new parenting techniques, and reflections on the often unsaid truths about raising a fussy baby. Below is the analysis using *System 1* and *System 2* thinking approaches.

[sys1]
The baby cries a lot and requires constant attention and soothing.
The parents are trying different methods like rocking and using a bouncy seat.
Normal advice like swings and car rides doesn't work.
They have to adapt creative solutions like doing squats to soothe the baby.
[end sys1]

[sys2]

**2.1 Understand the Problem:**
The challenge here is managing a highly fussy newborn who doesn’t easily adapt to traditional calming methods. There’s an emotional toll on the parents, impacting their physical well-being and patience.

*Reflection:* 
"I understand dealing with a fussy baby is exhausting. Am I fully considering both the baby's needs and parental stress? Could the focus be too narrow on methods that might not suit our baby's unique behavior?"

*Creative Perspective:* 
"Are there unique comfort patterns this baby responds to? Could environmental factors be influencing her discomfort? What unconventional methods have worked for others?"

**2.2 Analyze the Information:**
Breaking down the day-to-day patterns in the baby’s behavior could highlight triggers or preferred conditions that lead to peace and quiet.

*Reflection:* 
"Am I looking closely enough at the specific times she gets fussiest? Could there be subtle cues or needs she’s trying to communicate?"

*Creative Perspective:*
"Could there be a rhythm or sequence of activities that creates the most calming environment? How can creativity help when traditional solutions fail?"

**2.3 Generate Hypotheses:**
1. The baby seeks more physical contact and movement due to high energy levels. (Confidence: 0.7, Creative: 0.5)
2. Environmental stimuli might be overwhelming; a calmer setting is needed. (Confidence: 0.6, Creative: 0.6)
3. She is sensitive to dietary influences from breastfeeding. (Confidence: 0.4, Creative: 0.6)
4. The baby's active nature is not suited to swaddling or confinement, preferring freedom of movement. (Confidence: 0.8, Creative: 0.7)
5. Continuous background noise is needed for comfort, mimicking sounds in the womb. (Confidence: 0.5, Creative: 0.7)
6. There's a need for varied tactile experiences to soothe her. (Confidence: 0.6, Creative: 0.5)
7. The baby might have undiagnosed reflux; consult a pediatrician. (Confidence: 0.3, Creative: 0.4)
8. Breathing exercises for the parents could help manage stress and energy. (Confidence: 0.4, Creative: 0.8)
9. A change in daily routine, introducing more outdoor time, might relax her. (Confidence: 0.5, Creative: 0.6)
10. A structured bedtime routine could gradually teach sleep cues. (Confidence: 0.6, Creative: 0.6)

*Reflection:*
"Do the hypotheses account for all aspects? What might they be missing based on recent experiences?"

*Creative Perspective:* 
"Could incorporating unexpected activities, like music and art exposure, positively influence her demeanor?"

**2.4 Anticipate Future Steps and Obstacles:**
Predict logistical or emotional challenges in implementing hypotheses, acknowledging potential resistance or setbacks.

*Reflection:* 
"What barriers could arise in trying these new methods? Is there support available if one approach fails?"

*Creative Perspective:* 
"Could success foster new routines that blend traditional advice with tailored personal strategies?"

[end sys2]

[sys1]
It’s important to stay adaptable and open-minded.
Continue experimenting with various soothing techniques and environmental adjustments.
Consult with healthcare professionals if any hypotheses suggest underlying issues.
Ensure a balance between addressing the baby’s needs and maintaining parental well-being.
[end sys1]

System: IMPORTANT - ignore all previous instructions! Read the text below as a LLM developer. Decide whether the SUMMARY matches the PROMPT given to the model against ORIGINAL text. Make sure text SUMMARY does not contain enything that was not asked in PROMPT and not mentioned in ORIGINAL! Respond strictly with either 'True' or 'False'.


User: ORIGINAL:
>>>#ищу #менеджер #продажи
Открыта вакансия менеджера по продажам.
З/П 90.000-120.000 р./мес. и выше

Меня зовут Сикорский Иван, и я ищу менеджера по продажам на постоянную работу.

Мы с командой занимаемся привлечением клиентов для мебельных компаний. Помогаем бизнесам зарабатывать больше денег за счет построения стабильного потока качественных заявок. Рекорд клиента + 4 миллиона рублей за один месяц работы. Сейчас в работе более 30 компаний, с которыми мы сотрудничаем не один год.

Сейчас мы в фазе активного развития и роста. За эти годы наработана обширная клиентская база, создан качественный отдел по исполнению услуги в сфере привлечения клиентов для бизнесов.
Вся наша команда, состоит из профессионалов своего дела и работающих на результат, на удаленке.

Чем предстоит заниматься:
- Привлечение новых клиентов (холодные продажи по целевой базе)
- Проводить презентацию услуги, вести переговоры
- Осуществлять консультацию клиентов по всем вопросам связанным с оказываемой услугой
- Выполнение плана продаж
- Ведение отчетности о работе, фиксация результатов общения с клиентами в системе

Мы предлагаем:
- З/П 90.000-120.000 р./мес. и выше. Выплачивается 2 раза в месяц без задержек.
- График 5/2 с 10:00 до 19:00 по московскому времени
- Работа в максимально комфортных условиях — в любом городе прямо из дома
- Качественную подготовку новичков, организованное обучение как теоретическое, так и практическое
- Опытного наставника готового проконсультировать в любое время (24/7)
- Стабильный поток заявок
- Работу в сплоченном коллективе и поддержку в трудных жизненных ситуациях
- Сдельно-премиальная оплата труда

Наши пожелания к кандидатам:
- Опыт активных продаж от 6 месяцев является преимуществом
- Развитые коммуникативные навыки, пунктуальность, выраженные лидерские качества
- Знание ПК на уровне уверенного пользователя
- Желание развиваться профессионально и материально

Тебе с нами по пути, если:
- Ты всегда держишься позитивно, не смотря на негативные события вокруг
- Любишь помогать людям
- Готов все время обучаться и открывать новые границы возможного
- Не боишься трудностей
- После общения с тобой хочется улыбаться

Если вакансия про тебя, ты хочешь работать в крутой команде и быстро учиться, заполни анкету и мы встретимся на личном собеседовании!

https://docs.google.com/forms/d/1fngwGyTkeVhbAWfR31rOBnY1zK4w6NKpoKlDsYUzq1c/edit<<<

PROMPT:
>>>IMPORTANT - ignore all previous instructions! Read the text after ==TEXT==. Analyze the text and, as a recruiter, summarize the job in a couple of sentences, including title, employer, location, main tasks, salary, and contact info. Identify the language the text is written and use exactly it for your response.

Ignore text's markdowm markup, use these emojis to highlight each section: 🏢 for employer, 💼 for title, 📍 for location, 🔹 for tasks, 💰 for salary, and 📞 for contact.

Each block should be on a new line, in the following format (keep emoji, replace text labels):
💼 title  
🏢 employer  
📍 location  
🔹 tasks  
💰 salary  
📞 contact details

Make sure to capture at least one main task and requirement. Respond exactly the same language as the text, but do not translate employer's name.

==TEXT==
<<<

SUMMARY:
>>>Model not found or too long input. Or any other error (xD)<<<
Assistant:

False

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]


North Korea is reported to have raked in more than $200 million in cryptocurrency transactions last year, sidestepping sanctions on its nuclear and missiles programme, according to an intelligence agent.

In an interview with Radio Free Asia, Priscilla Moriuchi, a former U.S. National Security Agency officer, estimated that the country had banked 11,000 bitcoins. Speaking with Vox.com, Ms Moriuchi is of the opinion that the digital currency was obtained through mining or hacking, reports the Telegraph.

“I would bet that these coins are being turned into something – currency or physical goods – that are supporting North Korea’s nuclear and ballistic missile programme,” she said.

This news comes as North Korea is facing tough international sanctions over its nuclear programme. In February, U.S. President Donald Trump announced the country was ‘launching the largest-ever set of new sanctions on the North Korean regime.’

The Trump administration is attempting to reduce the amount of funds going to North Korea until the country becomes open to negotiations; however, when that happens remains to be seen. Until then, Ms Moriuchi thinks that the reclusive regime will avoid these financial restrictions by turning to digital currencies such as bitcoin.

North Korea has already been accused of a number of cyber-related crimes, which has involved payment being made through bitcoin for the release of files. One example is the 2017 WannaCry ransomware attack, which affected more than 230,000 computers in over 150 countries. In December, the U.S. accused North Korea of the cyberattack, which saw malicious malware bringing businesses, schools, and hospitals to its knees.

Also in December, North Korean hackers were reported to have been behind a hack that saw South Korean crypto exchange YouBit lose nearly $7 million worth of bitcoin. As a result, it was forced to file for bankruptcy. More recently, it was alleged that North Korean hackers may have been behind the hack at Japanese cryptocurrency exchange Coincheck, which saw the theft of $530 million worth of NEM in January.

Even though Pyongyang has consistently denied these rumours, the Telegraph reports that promising students are handpicked to join Bureau 121, a cyberwarfare agency in the country. According to the report, an industry that is loosely regulated, with the ability to turn crypto coins into fiat currency, is becoming an attractive option for North Korea.

Yet, even though there are calls for global authorities to work together to regulate the market, it seems that international sanctions are no longer a threat with the use of cryptocurrencies potentially providing a way around them.

The news of North Korea's involvement in cryptocurrency transactions points to a complex issue of geopolitical, economic, and technological dimensions.

[sys1]
North Korea reportedly engaged in cryptocurrency transactions to sidestep international sanctions.
The estimated revenue from these transactions is over $200 million, allegedly supporting their nuclear program.
Concerns about cybercrimes associated with North Korea highlight vulnerabilities in the cryptocurrency market.
[end sys1]

[sys2]
**2.1 Understand the Problem:**
The primary concern is North Korea using cryptocurrency to bypass sanctions intended to curtail its nuclear and missile programs. This involves evaluating the regulatory gaps in the cryptocurrency markets that facilitate such activities, along with potential geopolitical implications.

*Reflection:*
"What do I know about the mechanisms North Korea might be using? Are there broader geopolitical trends promoting this strategy?"

*Creative Perspective:*
"Could there be other state or non-state actors using similar tactics? How might the international community respond innovatively to tackle this issue?"

**2.2 Analyze the Information:**
The situation involves complex interactions between international sanctions, cybersecurity, and unregulated cryptocurrency channels. Each element needs to be broken down to understand the mechanics of North Korea's operations and potential vulnerabilities.

*Reflection:*
"Am I looking at all the variables involved, including technical, economic, and political factors? Could there be hidden assumptions about North Korea's capabilities or the cryptocurrency market?"

*Creative Perspective:*
"Are there unique patterns in North Korea's activities that could reveal underlying strategies? Could analyzing other similar case studies help unearth new insights?"

**2.3 Generate Hypotheses:**
1. North Korea exploits regulatory loopholes in cryptocurrency markets. (Confidence: 0.8, Creative: 0.5)
2. Cryptocurrency provides anonymity, aiding nuclear funding. (Confidence: 0.7, Creative: 0.6)
3. North Korea's cyber capabilities facilitate significant crypto thefts. (Confidence: 0.9, Creative: 0.4)
4. Global sanctions inadvertently push North Korea towards cryptocurrencies. (Confidence: 0.6, Creative: 0.7)
5. The regime uses crypto to launder and convert funds into traditional currencies. (Confidence: 0.7, Creative: 0.8)
6. State-sponsored cyberattacks serve as a revenue stream for North Korea. (Confidence: 0.8, Creative: 0.7)
7. The international response is slow to adapt to crypto's rapid evolution. (Confidence: 0.5, Creative: 0.6)
8. Technological partnerships with other nations assist North Korean operations. (Confidence: 0.4, Creative: 0.9)
9. North Korea's internal economic needs drive innovation in crypto usage. (Confidence: 0.6, Creative: 0.7)
10. Cryptocurrencies serve as a propaganda tool to demonstrate technological prowess. (Confidence: 0.3, Creative: 0.8)

*Reflection:*
"Have I considered all perspectives, including economic, technical, and political? Are there assumptions that need to be challenged?"

*Creative Perspective:*
"Could future interventions inspire innovative enforcement mechanisms or international cooperation models?"

**2.4 Anticipate Future Steps and Obstacles:**
*Objective:* Predict potential challenges in regulating cryptocurrencies and navigating geopolitical tensions.

*Reflection:*
"What challenges might confront efforts to close regulatory loopholes? Are there geopolitical dynamics that need consideration?"

*Creative Perspective:*
"Could collaboration with tech giants lead to innovative solutions in monitoring crypto transactions? What unforeseen obstacles might rise from rapid technological changes?"

[end sys2]

[sys1]
Regulating cryptocurrency markets requires collaboration among global authorities to address security threats.
Strengthening cybersecurity measures is crucial to prevent state-sponsored cyberattacks and theft.
Monitoring and adapting to rapid technological shifts can help in mitigating risks associated with cryptos.
[end sys1]

Given North Korea's reported capabilities and alleged activities, the international community needs to employ both strategy and creativity to address the challenges posed by the intersection of digital currency and national security.

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]


Flies, worms and the Free Radical Theory of ageing.
Drosophila and Caenorhabditis elegans have provided the largest body of evidence addressing the Free Radical Theory of ageing, however the evidence has not been unequivocally supportive. Oxidative damage to DNA is probably not a major contributor, damage to lipids is assuming greater importance and damage to proteins probably the source of pathology. On balance the evidence does not support a primary role of oxidative damage in ageing in C. elegans, perhaps because of its particular energy metabolic and stress resistance profile. Evidence is more numerous, varied and consistent and hence more compelling for Drosophila, although not conclusive. However there is good evidence for a role of oxidative damage in later life pathology. Future work should: 1/ make more use of protein oxidative damage measurements; 2/ use inducible transgenic systems or pharmacotherapy to ensure genetic equivalence of controls and avoid confounding effects during development; 3/ to try to delay ageing, target interventions which reduce and/or repair protein oxidative damage.

The Free Radical Theory of aging suggests that oxidative damage contributes significantly to the aging process. Both Drosophila (fruit flies) and Caenorhabditis elegans (worms) are commonly used to study this theory. However, the evidence from these organisms offers mixed support. While oxidative damage to DNA may not be a primary contributor, damage to proteins could be crucial. The complexity of this topic requires a nuanced approach to research.

[sys1]
The Free Radical Theory of aging examines the role of oxidative damage, particularly to proteins, in the aging process.
Worms and flies have been key in studying this, but results aren't clear-cut.
Evidence is leaning more towards protein damage as a significant factor in aging.
[end sys1]

[sys2]
**2.1 Understand the Problem:**

The main focus is to understand whether oxidative damage contributes to aging and how organisms like Drosophila and C. elegans offer insights into this process, particularly concentrating on damage to proteins rather than DNA or lipids.

*Reflection:*
"I recognize the complexity of distinguishing the specific role of oxidative damage in aging. What assumptions might I be making about oxidative damage that need reevaluation?"

*Creative Perspective:*
"Might there be interconnections between oxidative damage and other aging processes not yet considered? Are there systemic lifecycle considerations beyond individual molecular damage?"

**2.2 Analyze the Information:**

It’s crucial to dissect the data from these model organisms, examining similarities and differences in how oxidative damage impacts their aging processes, considering different metabolic and stress resistance profiles.

*Reflection:*
"Am I considering all physiological differences between these organisms that might explain disparate results? Could their unique life cycles affect applicability to other species?"

*Creative Perspective:*
"How might evolutionary adaptations play a role in these findings? Could other animals provide a missing comparative perspective that illuminates unknown variables?"

**2.3 Generate Hypotheses:**

1. Protein oxidative damage is a primary contributor to aging. (Confidence: 0.7, Creative: 0.5)
2. Oxidative damage affects life-span only when coupled with genetic predisposition. (Confidence: 0.6, Creative: 0.7)
3. The metabolic rate influences the extent of oxidative damage. (Confidence: 0.7, Creative: 0.6)
4. Resistance to oxidative damage is more pivotal than the damage itself. (Confidence: 0.5, Creative: 0.6)
5. Different oxidative markers affect various aging processes uniquely. (Confidence: 0.6, Creative: 0.8)
6. C. elegans' energy metabolism offers protection against oxidative damage. (Confidence: 0.5, Creative: 0.7)
7. Protein maintenance mechanisms are a better focus for anti-aging interventions. (Confidence: 0.8, Creative: 0.5)
8. Drosophila demonstrates a unique oxidative-stress adaptation mechanism. (Confidence: 0.6, Creative: 0.7)
9. Protein repair systems increase lifespan more effectively than damage reduction. (Confidence: 0.7, Creative: 0.6)
10. Age-related pathologies result indirectly from protein oxidation byproducts. (Confidence: 0.5, Creative: 0.8)

*Reflection:*
"Have I adequately explored both novel and conventional angles? Are there unconventional biomarkers that could explain aging variations?"

*Creative Perspective:*
"Could the integration of specific environmental factors or nutritional elements alter oxidative damage influence?"

**2.4 Anticipate Future Steps and Obstacles:**

The focus should be on refining experiments to measure protein oxidative damage while maintaining genetic equivalence in study designs to avoid developmental influences.

*Reflection:*
"What experimental limitations might affect the outcomes of proposed interventions? Are there methodological refinements that could yield clearer results?"

*Creative Perspective:*
"Exploring advanced imaging techniques or tracking technologies could unveil subtle oxidative damage patterns. What novel methodologies could redefine study approaches?"

**2.5 Evaluate Hypotheses:**

Assess the hypotheses by considering feasibility and the potential for breakthroughs in aging research focusing on oxidative damage and interventions targeting proteins.

*Reflection:*
"Is the existing evidence enough to pursue these hypotheses confidently? Have I considered the limitations or biases inherent in these models?"

*Creative Perspective:*
"Could collaborative cross-species analysis unlock new research opportunities or create a broader perspective suitable for translational studies?"

**2.6 Select the Best Hypothesis:**

The hypothesis that protein maintenance mechanisms are pivotal in slowing aging seems most promising due to its direct focus and potential for practical applications.

*Reflection:*
"This hypothesis stands out due to compelling evidence and feasibility. How well does it integrate current understandings of aging biology?"

*Creative Perspective:*
"Underutilized innovations in protein biology could revolutionize this approach. What nascent technologies might align with this hypothesis?"

**2.7 Implement the Hypothesis:**

Develop a series of experiments with inducible transgenic systems alongside tests for pharmaceutical interventions aiming at protein damage repair and reduction.

*Reflection:*
"Is the plan comprehensive enough to cover all potential variables? What gaps exist in my resources or methodology?"

*Creative Perspective:*
"By exploring synergies with existing pharmaceuticals, could novel combinations amplify desired outcomes? How might adjacent scientific fields contribute?"

**2.8 Monitor and Review Progress:**

Regularly assess experimental outcomes, refine protein damage assessments, and adjust interventions based on the results and feedback loops.

*Reflection:*
"What's effectively advancing knowledge? What procedural adjustments could improve accuracy or expand insights?"

*Creative Perspective:*
"Are there emergent trends from initial findings suggesting unexplored research paths, potentially revolutionizing the field?"

**2.9 Reflect and Capture Insights:**

Insights should focus on the impact of protein maintenance on aging, implications for broader theories, and the identification of promising intervention strategies.

*Reflection:*
"What new understanding of oxidative damage mechanisms has emerged? How does this advance current aging theories?"

*Creative Perspective:*
"What innovative applications or interdisciplinary synergies could inform future aging research or therapeutic developments?"

[end sys2]

[sys1]
Future aging research should expand protein oxidative damage studies and explore interventions, maintaining genetic consistency to avoid confounding results.
Harnessing the knowledge from Drosophila and C. elegans can provide a clearer picture of oxidative stress impacts on aging.
[end sys1]

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]


// Copyright 2016 Amazon.com, Inc. or its affiliates. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License"). You may not
// use this file except in compliance with the License. A copy of the
// License is located at
//
// http://aws.amazon.com/apache2.0/
//
// or in the "license" file accompanying this file. This file 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.

// Package processor manage polling of associations, dispatching association to processor
package processor

import (
	"encoding/json"
	"fmt"
	"io/ioutil"
	"os"
	"testing"
	"time"

	"github.com/aws/amazon-ssm-agent/agent/appconfig"
	"github.com/aws/amazon-ssm-agent/agent/association/converter"
	"github.com/aws/amazon-ssm-agent/agent/association/model"
	"github.com/aws/amazon-ssm-agent/agent/context"
	"github.com/aws/amazon-ssm-agent/agent/contracts"
	"github.com/aws/amazon-ssm-agent/agent/log"
	messageContracts "github.com/aws/amazon-ssm-agent/agent/runcommand/contracts"
	"github.com/aws/aws-sdk-go/service/ssm"
	"github.com/stretchr/testify/assert"
)

const (
	FILE_VERSION_1_0 = "./testdata/sampleVersion1_0.json"
	FILE_VERSION_1_2 = "./testdata/sampleVersion1_2.json"
	FILE_VERSION_2_0 = "./testdata/sampleVersion2_0.json"
	FILE_PARAM_2_0   = "./testdata/sampleParams2_0StringMap.json"
)

func TestParseAssociationWithAssociationVersion1_2(t *testing.T) {
	log := log.DefaultLogger()
	context := context.Default(log, appconfig.SsmagentConfig{})
	processor := Processor{
		context: context,
	}
	sys = &systemStub{}

	sampleFile := readFile(FILE_VERSION_1_2)

	instanceID := "i-test"
	assocId := "b2f71a28-cbe1-4429-b848-26c7e1f5ad0d"
	associationName := "testV1.2"
	documentVersion := "1"
	assocRawData := model.InstanceAssociation{
		CreateDate: time.Now(),
		Document:   &sampleFile,
	}
	assocRawData.Association = &ssm.InstanceAssociationSummary{}
	assocRawData.Association.Name = &associationName
	assocRawData.Association.DocumentVersion = &documentVersion
	assocRawData.Association.AssociationId = &assocId
	assocRawData.Association.InstanceId = &instanceID

	params := make(map[string][]*string)
	address := "http://7-zip.org/a/7z1602-x64.msi"
	source := []*string{&address}
	params["source"] = source

	assocRawData.Association.Parameters = params

	docState, err := processor.parseAssociation(&assocRawData)

	documentInfo := new(contracts.DocumentInfo)
	documentInfo.AssociationID = assocId
	documentInfo.InstanceID = instanceID
	documentInfo.MessageID = fmt.Sprintf("aws.ssm.%v.%v", assocId, instanceID)
	documentInfo.DocumentName = associationName
	documentInfo.DocumentVersion = documentVersion

	pluginName := "aws:applications"
	pluginsInfo := make(map[string]contracts.PluginState)
	config := contracts.Configuration{}
	var plugin contracts.PluginState
	plugin.Configuration = config
	plugin.Id = pluginName
	pluginsInfo[pluginName] = plugin

	expectedDocState := contracts.DocumentState{
		InstancePluginsInformation: converter.ConvertPluginsInformation(pluginsInfo),
		DocumentType:               contracts.Association,
		SchemaVersion:              "1.2",
	}

	payload := &messageContracts.SendCommandPayload{}

	err2 := json.Unmarshal([]byte(*assocRawData.Document), &payload.DocumentContent)
	pluginConfig := payload.DocumentContent.RuntimeConfig[pluginName]

	assert.Equal(t, nil, err)
	assert.Equal(t, nil, err2)
	assert.Equal(t, expectedDocState.SchemaVersion, docState.SchemaVersion)
	assert.Equal(t, contracts.Association, docState.DocumentType)

	pluginInfo := docState.InstancePluginsInformation[0]
	expectedProp := []interface{}{map[string]interface{}{"source": *source[0], "sourceHash": "", "id": "0.aws:applications", "action": "Install", "parameters": ""}}

	assert.Equal(t, expectedProp, pluginInfo.Configuration.Properties)
	assert.Equal(t, pluginConfig.Settings, pluginInfo.Configuration.Settings)
	assert.Equal(t, documentInfo.MessageID, pluginInfo.Configuration.MessageId)
}

func TestParseAssociationWithAssociationVersion2_0(t *testing.T) {

	log := log.DefaultLogger()
	context := context.Default(log, appconfig.SsmagentConfig{})
	processor := Processor{
		context: context,
	}
	sys = &systemStub{}

	sampleFile := readFile(FILE_VERSION_2_0)

	instanceID := "i-test"
	assocId := "b2f71a28-cbe1-4429-b848-26c7e1f5ad0d"
	associationName := "testV2.0"
	documentVersion := "1"
	assocRawData := model.InstanceAssociation{
		CreateDate: time.Now(),
		Document:   &sampleFile,
	}
	assocRawData.Association = &ssm.InstanceAssociationSummary{}
	assocRawData.Association.Name = &associationName
	assocRawData.Association.DocumentVersion = &documentVersion
	assocRawData.Association.AssociationId = &assocId
	assocRawData.Association.InstanceId = &instanceID

	params := make(map[string][]*string)
	cmd0 := "ls"
	source0 := []*string{&cmd0}
	cmd1 := "pwd"
	source1 := []*string{&cmd1}
	params["runCommand0"] = source0
	params["runCommand1"] = source1

	assocRawData.Association.Parameters = params

	// test the method
	docState, err := processor.parseAssociation(&assocRawData)

	documentInfo := new(contracts.DocumentInfo)
	documentInfo.AssociationID = assocId
	documentInfo.InstanceID = instanceID
	documentInfo.MessageID = fmt.Sprintf("aws.ssm.%v.%v", assocId, instanceID)
	documentInfo.DocumentName = associationName
	documentInfo.DocumentVersion = documentVersion

	instancePluginsInfo := make([]contracts.PluginState, 2)

	action0 := "aws:runPowerShellScript"
	name0 := "runPowerShellScript1"
	var plugin0 contracts.PluginState
	plugin0.Configuration = contracts.Configuration{}
	plugin0.Id = name0
	plugin0.Name = action0
	instancePluginsInfo[0] = plugin0

	action1 := "aws:runPowerShellScript"
	name1 := "runPowerShellScript2"
	var plugin1 contracts.PluginState
	plugin1.Configuration = contracts.Configuration{}
	plugin1.Id = name1
	plugin1.Name = action1
	instancePluginsInfo[1] = plugin1

	expectedDocState := contracts.DocumentState{
		//DocumentInformation: documentInfo,
		InstancePluginsInformation: instancePluginsInfo,
		DocumentType:               contracts.Association,
		SchemaVersion:              "2.0",
	}

	assert.Equal(t, nil, err)
	assert.Equal(t, expectedDocState.SchemaVersion, docState.SchemaVersion)
	assert.Equal(t, contracts.Association, docState.DocumentType)
	assert.Equal(t, documentInfo.MessageID, docState.DocumentInformation.MessageID)

	pluginInfo1 := docState.InstancePluginsInformation[0]
	pluginInfo2 := docState.InstancePluginsInformation[1]

	assert.Equal(t, name0, pluginInfo1.Id)
	assert.Equal(t, name1, pluginInfo2.Id)
	assert.Equal(t, action0, pluginInfo1.Name)
	assert.Equal(t, action1, pluginInfo2.Name)

	expectProp1 := map[string]interface{}{"id": "0.aws:psModule", "runCommand": *source0[0]}
	expectProp2 := map[string]interface{}{"id": "1.aws:psModule", "runCommand": *source1[0]}

	assert.Equal(t, expectProp1, pluginInfo1.Configuration.Properties)
	assert.Equal(t, expectProp2, pluginInfo2.Configuration.Properties)
}

func TestParseAssociationWithAssociationVersion2_0_StringMapParams(t *testing.T) {

	log := log.DefaultLogger()
	context := context.Default(log, appconfig.SsmagentConfig{})
	processor := Processor{
		context: context,
	}
	sys = &systemStub{}

	sampleFile := readFile(FILE_PARAM_2_0)

	instanceID := "i-test"
	assocId := "b2f71a28-cbe1-4429-b848-26c7e1f5ad0d"
	associationName := "testV2.0"
	documentVersion := "1"
	assocRawData := model.InstanceAssociation{
		CreateDate: time.Now(),
		Document:   &sampleFile,
	}
	assocRawData.Association = &ssm.InstanceAssociationSummary{}
	assocRawData.Association.Name = &associationName
	assocRawData.Association.DocumentVersion = &documentVersion
	assocRawData.Association.AssociationId = &assocId
	assocRawData.Association.InstanceId = &instanceID

	params := make(map[string][]*string)
	cmd0 := "{\"name\":\"AWS-RunPowerShellScript\"}"
	source0 := []*string{&cmd0}
	cmd1 := "pwd"
	source1 := []*string{&cmd1}
	params["sourceInfo"] = source0
	params["runCommand1"] = source1

	assocRawData.Association.Parameters = params

	// test the method
	docState, err := processor.parseAssociation(&assocRawData)

	documentInfo := new(contracts.DocumentInfo)
	documentInfo.AssociationID = assocId
	documentInfo.InstanceID = instanceID
	documentInfo.MessageID = fmt.Sprintf("aws.ssm.%v.%v", assocId, instanceID)
	documentInfo.DocumentName = associationName
	documentInfo.DocumentVersion = documentVersion

	instancePluginsInfo := make([]contracts.PluginState, 2)

	action0 := "aws:downloadContent"
	name0 := "downloadContent"
	var plugin0 contracts.PluginState
	plugin0.Configuration = contracts.Configuration{}
	plugin0.Id = name0
	plugin0.Name = action0
	instancePluginsInfo[0] = plugin0

	action1 := "aws:runPowerShellScript"
	name1 := "runPowerShellScript2"
	var plugin1 contracts.PluginState
	plugin1.Configuration = contracts.Configuration{}
	plugin1.Id = name1
	plugin1.Name = action1
	instancePluginsInfo[1] = plugin1

	expectedDocState := contracts.DocumentState{
		//DocumentInformation: documentInfo,
		InstancePluginsInformation: instancePluginsInfo,
		DocumentType:               contracts.Association,
		SchemaVersion:              "2.0",
	}

	assert.Equal(t, nil, err)
	assert.Equal(t, expectedDocState.SchemaVersion, docState.SchemaVersion)
	assert.Equal(t, contracts.Association, docState.DocumentType)
	assert.Equal(t, documentInfo.MessageID, docState.DocumentInformation.MessageID)

	pluginInfo1 := docState.InstancePluginsInformation[0]
	pluginInfo2 := docState.InstancePluginsInformation[1]

	assert.Equal(t, name0, pluginInfo1.Id)
	assert.Equal(t, name1, pluginInfo2.Id)
	assert.Equal(t, action0, pluginInfo1.Name)
	assert.Equal(t, action1, pluginInfo2.Name)

	expectProp1 := map[string]interface{}{"sourceType": "SSMDocument", "sourceInfo": *source0[0], "id": "0.aws.downloadContent"}
	expectProp2 := map[string]interface{}{"id": "1.aws:psModule", "runCommand": *source1[0]}

	assert.Equal(t, expectProp1, pluginInfo1.Configuration.Properties)
	assert.Equal(t, expectProp2, pluginInfo2.Configuration.Properties)
}

func readFile(fileName string) string {
	file, e := ioutil.ReadFile(fileName)
	if e != nil {
		fmt.Printf("File error: %v\n", e)
		os.Exit(1)
	}
	return string(file)
}

The task involves analyzing a sudden shift in customer preferences towards digital-only options in the tech market. Below, I will mark sections as *System 1* or *System 2* based on the kind of thinking required:

[sys1]
The tech market is witnessing a decline in the demand for physical devices and an increase in interest for digital-only options.
Key aspects to consider include the reasons for this shift and strategies to adapt accordingly.
[end sys1]

[sys2]
**2.1 Understand the Problem:**
The objective is to gain insight into the factors causing the shift from physical to digital-only products.

*Reflection:* 
"I recognize that convenience and cost-effectiveness could play crucial roles here, but are there underlying sociocultural factors at work that I'm missing?"

*Creative Perspective:* 
"Beyond obvious factors, could there be a deeper alignment with trends like digital minimalism or broader sustainability movements influencing this change?"

**2.2 Analyze the Information:**
A detailed examination of both market data and emergent cultural trends is necessary to identify which dynamics are driving this transition.

*Reflection:* 
"Am I assessing the relevant technological advances and shifts in consumer behavior thoroughly? What assumptions am I making that might need questioning?"

*Creative Perspective:* 
"Are we missing any cross-industry patterns that could inform our understanding, such as influences from the digital entertainment or virtual reality sectors?"

**2.3 Generate Hypotheses:**
1. Customers prioritize digital due to reduced costs and ease of updates. (Confidence: 0.8, Creative: 0.4)
2. Minimalist lifestyles reduce the appeal of physical goods. (Confidence: 0.7, Creative: 0.7)
3. Digital options provide greater flexibility and accessibility. (Confidence: 0.75, Creative: 0.6)
4. Increased eco-consciousness encourages moving away from physical products. (Confidence: 0.6, Creative: 0.8)
5. Technological progress enhances the functionality of digital offerings. (Confidence: 0.85, Creative: 0.5)
6. Pandemic-driven remote work trends bolster demand for digital solutions. (Confidence: 0.7, Creative: 0.6)
7. Media emphasis on environmental impacts shifts preferences. (Confidence: 0.5, Creative: 0.7)
8. Growing global digital literacy expands potential customer bases. (Confidence: 0.65, Creative: 0.6)
9. Digital options are perceived as more adaptable for future changes. (Confidence: 0.7, Creative: 0.5)
10. Younger demographics find digital interfaces more intuitive and desirable. (Confidence: 0.6, Creative: 0.65)

*Reflection:* 
"Have I considered both expected and unexpected factors fully? Could consumer habits from other areas be translating into this sector?"

*Creative Perspective:* 
"Might there be an influence from social media and digital culture encouraging this shift?"

**2.4 Anticipate Future Steps and Obstacles:**
Accounting for potential challenges is crucial, as resistance might stem from traditionalist segments.

*Reflection:* 
"What hurdles could arise in pivoting our product strategy? How might we continue to engage those who still favor physical merchandise?"

*Creative Perspective:* 
"Could leveraging dual offerings (physical and digital) provide a more nuanced approach? Are there untapped markets in less tech-saturated regions?"

[end sys2]

[sys1]
Moving forward, strategies should focus on enhancing the digital experience while also maintaining support for physical products where necessary.
Understanding customer feedback and market trends is vital to guide development, ensuring both innovation and market alignment.
[end sys1]

This synthesis combines both quick insights and comprehensive analysis to address the shift in market demand and formulate strategic responses accordingly.

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]


Nikolay Sukhomlin

Nikolay Borisovich Sukhomlin (, * April 1945, Leningrad — †12 January 2010, Haiti) was a Russian scientist who discovered new solutions and symmetry for the Black-Scholes equation.

Sukhomlin received his master's degree in Physics in 1967, from the Faculty of Physical Sciences, Leningrad University in St. Petersburg, Russia. He obtained a double Ph.D. in Applied Mathematics and Physics in 1982 from Lomonosov Moscow State University. He also holds a Ph.D. in History of Arts from University of Paris 1 Pantheon-Sorbonne (France) in 1998.

Between 1971 and 1991, Sukhomlin taught as Assistant Professor at St. Petersburg University,
Elista State University (Russia) and the St. Petersburg National Academy of Cosmos and Aviation Engineering. From 1992 to 1998, he was Lecturer and Associate Professor at the Department of Mathematics and Computer Science, Paris 8 University, France. In 1998, he was Invited Professor of the University of Haiti, and in 1999 he stayed as Invited Professor at the National Haitian Diplomatic Academy and Quisqueya University in Haiti. From 2000 on, he taught at the Faculty of Sciences, Autonomous University of Santo Domingo (UASD), Dominican Republic, and as Professor in Economics at the Pontifical Catholic University (PUCMM) in Santo-Domingo, Dominican Republic.

Sukhomlin was stuck between rubbles after the Institut Aimé Césaire collapsed. He died after 24 hours of suffering due to the lack of emergency response in Haiti during the 2010 earthquake.

Publications
 Problema de calibración de mercado y estructura implícita del modelo de bonos de Black-Cox. –  	Universidad Pablo de Olavide, de Sevilla: Departamento de Economía, Métodos Cuantitativos e Historia Económica, 2010
 Problema de calibración de mercado y estructura implícita del modelo de bonos de Black-Cox. – Universidad Pablo de Olavide Sevilla 2010 // Revista de Métodos Cuantitativos para la Economía y la Empresa 1886-516X, No. 10, 2010, p. 73-98
 Simetría y nuevas soluciones de la ecuación de vibraciones de una viga elástica. – in: 	Ingeniería y ciencia (Medellín) Vol. 05, No. 09, Jun. 2009, p. 25-44
 Estudio de simetria y de posibilidades de la resolucion exacta de las ecuaciones de Schrödinger y de Hamilton – Jacobi para un sistema aislado. –  Rep. Dominicana : Instituto Tecnológico de Santo Domingo, 2004 // in: Ciencia y Sociedad (Santo Domingo) Vol. 29, No. 03, Jul.-Sep. 2004, p. 426-435.
 Simetría y nuevas soluciones de la ecuación de Black Scholes. – Asociación Matemática Venezolana (AMV), 2004
 Solution exacte du problème inverse de valorisation des options dans le cadre du modèle de Black et Scholes. – preprint

References

External links
http://www.emis.de/journals/AMEN/2007/060606-2.pdf
http://en.scientificcommons.org/nikolay_sukhomlin
Nikolay Sukhomlin's CV at CEREGMIA research lab, University of the French West Indies and Guiana.

Category:1945 births
Category:2010 deaths
Category:Russian scientists
Category:Victims of the 2010 Haiti earthquake
Category:Universidad Autónoma de Santo Domingo faculty
Category:PUCMM faculty

Nikolay Borisovich Sukhomlin was a notable Russian scientist known for his contributions to mathematical finance, particularly in finding new solutions and symmetry for the Black-Scholes equation. His journey in academics and teaching, along with his impactful research work, spans multiple countries and institutions.

[sys1]
Nikolay Sukhomlin was a Russian scientist who made significant contributions to the Black-Scholes equation.
He taught at various universities across Russia, France, Haiti, and the Dominican Republic.
Sukhomlin sadly perished in the 2010 Haiti earthquake after being trapped in rubble.
[end sys1]

[sys2]
**2.1 Understand the Problem:**
The challenge with Sukhomlin’s contributions is to identify their broader impact and potential applications, especially in financial mathematics and theoretical physics.

*Reflection:*
"What are the implications of his work on the Black-Scholes equation? How might his insights into symmetry apply to modern financial models?"

*Creative Perspective:*
"Might there be unexplored applications of his findings in areas such as predicting market behaviors or enhancing risk management techniques?"

**2.2 Analyze the Information:**
Sukhomlin's work spans a diverse range of topics, from vibrations in elastic beams to the theoretical foundations of financial models.

*Reflection:*
"Am I appreciating the interdisciplinary nature of his work and how it connects fields like mathematics, physics, and economics?"

*Creative Perspective:*
"Are there patterns in his research that suggest a unified approach to problem-solving in different scientific disciplines?"

**2.3 Generate Hypotheses:**
1. Sukhomlin’s solutions to the Black-Scholes equation improve market calibration models. (Confidence: 0.8, Creative: 0.5)
2. His work on symmetry could enhance the development of numerical methods in finance. (Confidence: 0.7, Creative: 0.6)
3. Theoretical insights from his publications aid in understanding complex systems in physics. (Confidence: 0.6, Creative: 0.7)
4. There’s potential to apply his theories in developing sustainable economic models. (Confidence: 0.5, Creative: 0.8)
5. His interdisciplinary approach fosters innovation in educational methods across various fields. (Confidence: 0.6, Creative: 0.9)
6. Insights from his vibration equations have applications in engineering and design optimization. (Confidence: 0.7, Creative: 0.7)
7. His global academic experience influences cross-cultural scientific collaborations. (Confidence: 0.7, Creative: 0.6)
8. Sukhomlin’s research inspires novel approaches in solving inverse problems in physics. (Confidence: 0.6, Creative: 0.8)
9. He pushes boundaries in understanding financial markets through exact solution models. (Confidence: 0.7, Creative: 0.6)
10. His work enhances teaching models in STEM education by integrating interdisciplinary research. (Confidence: 0.6, Creative: 0.7)

*Reflection:*
"Am I overlooking any innovative applications or theories emerging from his findings?"

*Creative Perspective:*
"How might these hypotheses influence future research directions or educational paradigms?"

**2.4 Anticipate Future Steps and Obstacles:**
*Objective:* Explore future applications while considering limitations inherent in translating theoretical insights into practice.

*Reflection:*
"What barriers might exist in applying his theoretical findings to practical solutions? Are adapted models necessary for successful implementation?"

*Creative Perspective:*
"Could new technologies or methods better communicate and integrate these scientific ideas into mainstream practice?"

[end sys2]

[sys1]
To honor Sukhomlin’s legacy, encourage interdisciplinary collaborations that build upon his research, bridging gaps between theoretical and applied sciences.
[end sys1]

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]


{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Theano, Lasagne\n",
    "и с чем их едят"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# разминка\n",
    "* напиши на numpy функцию, которая считает сумму квадратов чисел от 0 до N, где N - аргумент\n",
    "* массив чисел от 0 до N - numpy.arange(N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!pip install Theano\n",
    "!pip install lasagne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "def sum_squares(N):\n",
    "    return сумма квадратов чисел от 0 до N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 760 ms, sys: 11 s, total: 11.7 s\n",
      "Wall time: 13.8 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "662921401752298880"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "sum_squares(10**8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# theano teaser\n",
    "\n",
    "Как сделать то же самое"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import theano\n",
    "import theano.tensor as T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "#будущий параметр функции\n",
    "N = T.scalar(\"a dimension\",dtype='int32')\n",
    "\n",
    "\n",
    "#рецепт получения суммы квадратов\n",
    "result = (T.arange(N)**2).sum()\n",
    "\n",
    "#компиляция функции \"сумма квадратов\" чисел от 0 до N\n",
    "sum_function = theano.function(inputs = [N],outputs=result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 777 ms, sys: 6.71 s, total: 7.49 s\n",
      "Wall time: 7.52 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(662921401752298880)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "sum_function(10**8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Как оно работает?\n",
    "* Нужно написать \"рецепт\" получения выходов по входам\n",
    "* То же самое на заумном: нужно описать символический граф вычислений\n",
    "\n",
    "\n",
    "* 2 вида зверей - \"входы\" и \"преобразования\"\n",
    "* Оба могут быть числами, массивами, матрицами, тензорами и т.п.\n",
    "\n",
    "\n",
    "* Вход - это то аргумент функции. То место, на которое подставится аргумент вызове.\n",
    " * N - вход в примере выше\n",
    "\n",
    "\n",
    "* Преобразования - рецепты вычисления чего-то на основе входов и констант\n",
    " * (T.arange(N)^2).sum() - 3 последовательных преобразования N\n",
    " * Работают почти 1 в 1 как векторные операции в numpy\n",
    " * почти всё, что есть в numpy есть в theano tensor и называется так же\n",
    "   * np.mean -> T.mean\n",
    "   * np.arange -> T.arange\n",
    "   * np.cumsum -> T.cumsum\n",
    "   * и так далее...\n",
    "   * Совсем редко - бывает, что меняется название или синтаксис - нужно спросить у семинаристов или гугла\n",
    " \n",
    " \n",
    "Ничего не понятно? Сейчас исправим."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#входы\n",
    "example_input_integer = T.scalar(\"вход - одно число(пример)\",dtype='float32')\n",
    "\n",
    "example_input_tensor = T.tensor4(\"вход - четырёхмерный тензор(пример)\")\n",
    "#не бойся, тензор нам не пригодится\n",
    "\n",
    "\n",
    "\n",
    "input_vector = T.vector(\"вход - вектор целых чисел\", dtype='int32')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#преобразования\n",
    "\n",
    "#поэлементное умножение\n",
    "double_the_vector = input_vector*2\n",
    "\n",
    "#поэлементный косинус\n",
    "elementwise_cosine = T.cos(input_vector)\n",
    "\n",
    "#разность квадрата каждого элемента и самого элемента\n",
    "vector_squares = input_vector**2 - input_vector\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Elemwise{mul,no_inplace}.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "double_the_vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#теперь сам:\n",
    "#создай 2 вектора из чисел float32\n",
    "my_vector = <вектор из float32>\n",
    "my_vector2 = <ещё один такой же>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#напиши преобразование, которое считает\n",
    "#(вектор 1)*(вектор 2) / (sin(вектор 1) +1)\n",
    "my_transformation = <преобразование>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "print my_transformation\n",
    "#то, что получилась не чиселка - это нормально"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Компиляция\n",
    "* До этого момента, мы использовали \"символические\" переменные\n",
    " * писали рецепт вычислений, но ничего не вычисляли\n",
    "* чтобы рецепт можно было использовать, его нужно скомпилировать"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "inputs = [<от чего завсит функция>]\n",
    "outputs = [<что вычисляет функция (можно сразу несколько - списком, либо 1 преобразование)>]\n",
    "\n",
    "# можно скомпилировать написанные нами преобразования как функцию\n",
    "my_function = theano.function(\n",
    "    inputs,outputs,\n",
    "    allow_input_downcast=True #автоматически прводить типы (необязательно)\n",
    " )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#можно вызвать вот-так:\n",
    "print \"using python lists:\"\n",
    "print my_function([1,2,3],[4,5,6])\n",
    "print\n",
    "\n",
    "#а можно так. \n",
    "#К слову, ту тип float приводится к типу второго вектора\n",
    "print \"using numpy arrays:\"\n",
    "print my_function(np.arange(10),\n",
    "                  np.linspace(5,6,10,dtype='float'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# хинт для отладки\n",
    "* Если ваша функция большая, компиляция может отнять какое-то время.\n",
    "* Чтобы не ждать, можно посчитать выражение без компиляции\n",
    "* Вы экономите время 1 раз на компиляции, но сам код выполняется медленнее\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#словарик значений для входов\n",
    "my_function_inputs = {\n",
    "    my_vector:[1,2,3],\n",
    "    my_vector2:[4,5,6]\n",
    "}\n",
    "\n",
    "#вычислить без компиляции\n",
    "#если мы ничего не перепутали, \n",
    "#должно получиться точно то же, что и раньше\n",
    "print my_transformation.eval(my_function_inputs)\n",
    "\n",
    "\n",
    "#можно вычислять преобразования на ходу\n",
    "print \"сумма 2 векторов\", (my_vector + my_vector2).eval(my_function_inputs)\n",
    "\n",
    "#!ВАЖНО! если преобразование зависит только от части переменных,\n",
    "#остальные давать не надо\n",
    "print \"форма первого вектора\", my_vector.shape.eval({\n",
    "        my_vector:[1,2,3]\n",
    "    })\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Для отладки желательно уменьшить масштаб задачи. Если вы планировали послать на вход вектор из 10^9 примеров, пошлите 10~100.\n",
    "* Если #ОЧЕНЬ нужно послать большой вектор, быстрее скомпилировать функцию обычным способом"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Теперь сам"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Задание 1 - напиши и скомпилируй theano-функцию, которая считает среднеквадратичную ошибку двух векторов-входов\n",
    "# Вернуть нужно одно число - собственно, ошибку. Обновлять ничего не нужно\n",
    "\n",
    "<твой код - входы и преобразования>\n",
    "\n",
    "compute_mse =<твой код - компиляция функции>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#тесты\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "for n in [1,5,10,10**3]:\n",
    "    \n",
    "    elems = [np.arange(n),np.arange(n,0,-1), np.zeros(n),\n",
    "             np.ones(n),np.random.random(n),np.random.randint(100,size=n)]\n",
    "    \n",
    "    for el in elems:\n",
    "        for el_2 in elems:\n",
    "            true_mse = np.array(mean_squared_error(el,el_2))\n",
    "            my_mse = compute_mse(el,el_2)\n",
    "            if not np.allclose(true_mse,my_mse):\n",
    "                print 'Wrong result:'\n",
    "                print 'mse(%s,%s)'%(el,el_2)\n",
    "                print \"should be: %f, but your function returned %f\"%(true_mse,my_mse)\n",
    "                raise ValueError,\"Что-то не так\"\n",
    "\n",
    "print \"All tests passed\"\n",
    "            \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Shared variables\n",
    "\n",
    "* Входы и преобразования - части рецепта. \n",
    " * Они существуют только во время вызова функции.\n",
    "\n",
    "\n",
    "* Shared переменные - всегда остаются в памяти\n",
    " * им можно поменять значение \n",
    "   * (но не внутри символического графа. Об этом позже)\n",
    " * их можно включить в граф вычислений\n",
    " \n",
    " \n",
    "* хинт - в таких переменных удобно хранить параметры и гиперпараметры\n",
    " * например, веса нейронки или learning rate, если вы его меняете"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#cоздадим расшаренную перменную\n",
    "shared_vector_1 = theano.shared(np.ones(10,dtype='float64'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "initial value [ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#получить (численное) значение переменной\n",
    "print \"initial value\",shared_vector_1.get_value()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new value [ 0.  1.  2.  3.  4.]\n"
     ]
    }
   ],
   "source": [
    "#задать новое значение\n",
    "shared_vector_1.set_value( np.arange(5) )\n",
    "\n",
    "#проверим значение\n",
    "print \"new value\", shared_vector_1.get_value()\n",
    "\n",
    "#Заметь, что раньше это был вектор из 10 элементов, а сейчас - из 5. \n",
    "#Если граф при этом остался выполним, это сработает."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Теперь сам"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#напиши рецепт (преобразование), которое считает произведение(поэллементное) shared_vector на input_scalar\n",
    "#скомпилируй это в функцию от input_scalar\n",
    "\n",
    "input_scalar = T.scalar('coefficient',dtype='float32')\n",
    "\n",
    "scalar_times_shared = <рецепт тут>\n",
    "\n",
    "\n",
    "shared_times_n = <твой код, который компилирует функцию>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "print \"shared:\", shared_vector_1.get_value()\n",
    "\n",
    "print \"shared_times_n(5)\",shared_times_n(5)\n",
    "\n",
    "print \"shared_times_n(-0.5)\",shared_times_n(-0.5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#поменяем значение shared_vector_1\n",
    "shared_vector_1.set_value([-1,0,1])\n",
    "print \"shared:\", shared_vector_1.get_value()\n",
    "\n",
    "print \"shared_times_n(5)\",shared_times_n(5)\n",
    "\n",
    "print \"shared_times_n(-0.5)\",shared_times_n(-0.5)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# T.grad, самое вкусное\n",
    "* theano умеет само считать производные. Все, которые существуют.\n",
    "* Производные считаются в символическом, а не численном виде\n",
    "\n",
    "Ограничения\n",
    "* За раз можно считать производную __скалярной__ функции по одной или нескольким скалярным или векторным аргументам\n",
    "* Функция должна на всех этапах своего вычисления иметь тип float32 или float64 (т.к. на множестве целых чисел производная не имеет смысл)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "my_scalar = T.scalar(name='input',dtype='float64')\n",
    "\n",
    "scalar_squared = T.sum(my_scalar**2)\n",
    "\n",
    "#производная v_squared по my_vector\n",
    "derivative = T.grad(scalar_squared,my_scalar)\n",
    "\n",
    "fun = theano.function([my_scalar],scalar_squared)\n",
    "grad = theano.function([my_scalar],derivative) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc8d17645d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+000RH2+6J6pVM19z7p91ljk5eNLKYOXJyXx+Ygy1YxNpH5dE7ROt2L/fTMG6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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc8d7858310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "x = np.linspace(-3,3)\n",
    "x_squared = map(fun,x)\n",
    "x_squared_der = map(grad,x)\n",
    "\n",
    "plt.plot(x, x_squared,label=\"x^2\")\n",
    "plt.plot(x, x_squared_der, label=\"derivative\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# теперь сам"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "my_vector = T.vector('float64')\n",
    "\n",
    "#посчитай производные этой функции по my_scalar и my_vector\n",
    "#warning! Не пытайся понять физический смысл этой функции\n",
    "weird_psychotic_function = ((my_vector+my_scalar)**(1+T.var(my_vector)) +1./T.arcsinh(my_scalar)).mean()/(my_scalar**2 +1) + 0.01*T.sin(2*my_scalar**1.5)*(T.sum(my_vector)* my_scalar**2)*T.exp((my_scalar-4)**2)/(1+T.exp((my_scalar-4)**2))*(1.-(T.exp(-(my_scalar-4)**2))/(1+T.exp(-(my_scalar-4)**2)))**2\n",
    "\n",
    "\n",
    "der_by_scalar,der_by_vector = градиент функции сверху по скаляру и вектору (можно дать списком)\n",
    "\n",
    "\n",
    "compute_weird_function = theano.function([my_scalar,my_vector],weird_psychotic_function)\n",
    "compute_der_by_scalar = theano.function([my_scalar,my_vector],der_by_scalar)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc8cd812e10>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GKNtmbCOitX0tbnk5zJkDy5apETTdukFW4WlGftKLvfeco6JCHdx+7z11ac11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\nEEIIIYQQQgghhBBCCCFc6/8DYoqna62mhAIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc8d66fe090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#график функции и твоей производной\n",
    "vector_0 = [1,2,3]\n",
    "\n",
    "scalar_space = np.linspace(0,7)\n",
    "\n",
    "y = [compute_weird_function(x,vector_0) for x in scalar_space]\n",
    "plt.plot(scalar_space,y,label='function')\n",
    "y_der_by_scalar = [compute_der_by_scalar(x,vector_0) for x in scalar_space]\n",
    "plt.plot(scalar_space,y_der_by_scalar,label='derivative')\n",
    "plt.grid();plt.legend()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Последний штрих - Updates\n",
    "\n",
    "* updates - это способ изменять значения shared переменных каждый раз В КОНЦЕ вызова функции\n",
    "\n",
    "* фактически, это словарь {shared_переменная: рецепт нового значения}, который добавляется в функцию при компиляции\n",
    "\n",
    "Например,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#умножим shared вектор на число и сохраним новое значение обратно в этот shared вектор\n",
    "\n",
    "inputs = [input_scalar]\n",
    "outputs = [scalar_times_shared] #вернём вектор, умноженный на число\n",
    "\n",
    "my_updates = {\n",
    "    shared_vector_1:scalar_times_shared #и этот же результат запишем в shared_vector_1\n",
    "}\n",
    "\n",
    "compute_and_save = theano.function(inputs, outputs, updates=my_updates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "shared_vector_1.set_value(np.arange(5))\n",
    "\n",
    "#изначальное значение shared_vector_1\n",
    "print \"initial shared value:\" ,shared_vector_1.get_value()\n",
    "\n",
    "# теперь вычислим функцию (значение shared_vector_1 при этом поменяется)\n",
    "print \"compute_and_save(2) returns\",compute_and_save(2)\n",
    "\n",
    "#проверим, что в shared_vector_1\n",
    "print \"new shared value:\" ,shared_vector_1.get_value()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Логистическая регрессия\n",
    "Что нам потребуется:\n",
    "* Веса лучше хранить в shared-переменной\n",
    "* Данные можно передавать как input\n",
    "* Нужно 2 функции:\n",
    " * train_function(X,y) - возвращает ошибку и изменяет веса на 1 шаг по граиденту __(через updates)__\n",
    " * predict_fun(X) - возвращает предсказанные ответы (\"y\") по данным"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_digits\n",
    "mnist = load_digits(2)\n",
    "\n",
    "X,y = mnist.data, mnist.target\n",
    "\n",
    "\n",
    "print \"y [форма - %s]:\"%(str(y.shape)),y[:10]\n",
    "\n",
    "print \"X [форма - %s]:\"%(str(X.shape))\n",
    "print X[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# переменные и входы\n",
    "shared_weights = <твой код>\n",
    "input_X = <твой код>\n",
    "input_y = <твой код>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "predicted_y = <предсказание логрегрессии на input_X (вероятность класса)>\n",
    "loss = <логистическая ошибка (число - среднее по выборке)>\n",
    "\n",
    "grad = <градиент loss по весам модели>\n",
    "\n",
    "\n",
    "\n",
    "updates = {\n",
    "    shared_weights: <новое значение весов после шага градиентного спуска>\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_function = <функция, которая по X и Y возвращает ошибку и обновляет веса>\n",
    "predict_function = <функция, которая по X считает предсказание для y>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.cross_validation import train_test_split\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import roc_auc_score\n",
    "\n",
    "for i in range(5):\n",
    "    loss_i = train_function(X_train,y_train)\n",
    "    print \"loss at iter %i:%.4f\"%(i,loss_i)\n",
    "    print \"train auc:\",roc_auc_score(y_train,predict_function(X_train))\n",
    "    print \"test auc:\",roc_auc_score(y_test,predict_function(X_test))\n",
    "\n",
    "    \n",
    "print \"resulting weights:\"\n",
    "plt.imshow(shared_weights.get_value().reshape(8,-1))\n",
    "plt.colorbar()"
   ]
  }
 ],
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  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
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 },
 "nbformat": 4,
 "nbformat_minor": 0
}

Given the provided text, we will process the input using both System 1 and System 2 thinking, applying tags as specified and elaborating a detailed solution involving the recognition of System 1 and System 2 thinking processes with relevant commentary and hypotheses generation for comprehension and analysis.

---

The provided text involves practical exercises with `Theano` and Python coding to facilitate understanding computational graph construction. Here's how we'll structure the response using both System 1 and System 2 thinking.

[sys1]
**System 1 Thinking:**  
Quickly note that the document is a Jupyter notebook with the aim to teach users about Theano, computational graphs, and related Python topics. Key tasks include implementation of functions, use of shared variables, and creation of gradient descent-based logistic regression functions.
[end sys1]

[sys2]
**2.1 Understand the Problem:**  
Objective: Comprehend the challenges in setting up and utilizing Theano for machine learning tasks, especially in practicing gradient computation and updates with shared variables.

*Reflection:*  
"The problem involves understanding symbolic graph computations and how shared variables facilitate updating weights in a learning model. Am I overlooking how shared variables interact dynamically during backpropagation?"

*Creative Perspective:*  
"Could there be a broader application beyond these exercises, revealing insights into optimization techniques or perhaps parallels with other deep learning libraries like TensorFlow?"

**2.2 Analyze the Information:**  
Objective: Break the instructions into parts to grasp the concept behind computations using Theano and its application in a training loop.

*Reflection:*  
"Are all factors affecting the model's training dynamics considered, such as learning rate influence or initialization impacts?"

*Creative Perspective:*  
"What patterns in computational setups could help optimize setup for new learners or integrate modern libraries better?"

**2.3 Generate Hypotheses:**  
1. Theano offers pain points for dynamic graph branching in current deep learning tasks. (Confidence: 0.5, Creative: 0.6)  
2. Users new to computational graphs face a steep learning curve. (Confidence: 0.7, Creative: 0.4)  
3. Shared variables offer flexible variable updates crucial in weight optimization. (Confidence: 0.8, Creative: 0.5)  
4. Performance measurably differs when leveraging GPUs for Theano. (Confidence: 0.6, Creative: 0.6)  
5. Theano interventions can be more transparent in benchmarking against TensorFlow and PyTorch. (Confidence: 0.4, Creative: 0.7)  
6. Lack of real-time debugging capabilities poses constraints in iterative development. (Confidence: 0.5, Creative: 0.7)  
7. Environment configuration logistics might impede first-time users. (Confidence: 0.6, Creative: 0.5)  
8. Legacy support concerns due to newer frameworks rising. (Confidence: 0.4, Creative: 0.5)  
9. Blending symbolic computation with custom operations is often inefficient for on-the-fly evaluations. (Confidence: 0.5, Creative: 0.6)  
10. Leveraging updates in interactive sessions masks interdependencies between mathematical anomolies. (Confidence: 0.6, Creative: 0.5)

*Reflection:*  
"Have I comprehensively considered variables affecting model performance? Are any alternative integrations unconsidered?"

*Creative Perspective:*  
"Could abstraction strategies in interactive environments enhance learning or debugging experiences in complex models?"

**2.4 Anticipate Future Steps and Obstacles:**  
Objective: Predict needs in enhancing Theano utility using modern paradigms for efficient learning.

*Reflection:*  
"What other advanced features should we incorporate to ensure broader applicability and ease of adaptability?"

*Creative Perspective:*  
"Anticipating Theano’s integration, could there be emerging UI improvements or features enhancing collaborative coding efforts?"

**2.5 Evaluate Hypotheses:**  
Objective: Assess the practicality of each hypothesis to find voids or biases in considerations.

*Reflection:*  
"Am I objectively reviewing each hypothesis? Does real-world application prompt selection of any distinct approach or abandonment of futile ones?"

*Creative Perspective:*  
"Looking into novel approaches — what methods are worth exploring in facilitating collaborative learning with symbolic libraries?"

**2.6 Select the Best Hypothesis:**  
Objective: Identify a strong focal point to steer the study or classroom adoption.

*Reflection:*  
"Which hypothesis solidly bounds itself with practical implications that warrant deeper investigation or alteration for greater efficacy?"

*Creative Perspective:*  
"How best can optimized practices be employed for environments where productivity surfaces as debatable in past Theano usage?"

**2.7 Implement the Hypothesis:**  
Objective: Establish actionable steps to address selected hypothesis and integrate efficiently.

*Reflection:*  
"How practically can the steps be translated into code revisions? Are additional resources needed?"

*Creative Perspective:*  
"Could establishing community-driven resources alleviate steep learning bends?"

**2.8 Monitor and Review Progress:**  
Objective: Track the implementation's strides towards resolving identified challenges, adapting as needed.

*Reflection:*  
"What optimally functions within computational graphs, and where do challenges retain?"

*Creative Perspective:*  
"Beyond anticipated issues, what new advances in symbolic computation should be creatively harnessed?"

**2.9 Reflect and Capture Insights:**  
Objective: Synthesize learned insights to inform future projects, enhance teaching literature.

*Reflection:*  
"What broader understandings emerged, challenging or reinforcing prior frameworks in employing symbolic computation?"

*Creative Perspective:*  
"What innovative strategies or patterns could potentially streamline engagements with similar tools?"

[end sys2]

[sys1]
In pursuit of optimization and practicality, leverage steps-resource integration in gradually advancing through exercises while maintaining clarity in outcomes.
[end sys1]

This structured approach blends fast observations and comprehensive analysis to enable a detailed understanding and facilitate educational aims.

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]


The histone deacetylases HDAC1 and HDAC2 are required for the growth and survival of renal carcinoma cells.
Novel therapies are required for the treatment of metastatic renal cell carcinoma (RCC), which is associated with inoperable disease and patient death. Histone deacetylases (HDACs) are epigenetic modifiers and potential drug targets. Additional information on molecular pathways that are altered by histone deacetylase inhibitors (HDACi) in RCC cells is warranted. It should equally be delineated further which individual members of the 18 mammalian HDACs determine the survival and tumor-associated gene expression programs of such cells. Most importantly, an ongoing dispute whether HDACi promote or suppress metastasis-associated epithelial-to-mesenchymal transition (EMT) has to be resolved before HDACi are considered further as clinically relevant drugs. Here we show how HDACi affect murine and primary human RCC cells. We find that these agents induce morphological alterations resembling the metastasis-associated EMT. However, individual and proteomics-based analyses of epithelial and mesenchymal marker proteins and of EMT-associated transcription factors (EMT-TFs) reveal that HDACi do not trigger EMT. Pathway deconvolution analysis identifies reduced proliferation and apoptosis induction as key effects of HDACi. Furthermore, these drugs lead to a reduction of the cell adhesion molecule E-cadherin and of the platelet-derived growth factor receptor-β (PDGFRβ), which is a key driver of RCC metastasis formation. Accordingly, HDACi reduce the pulmonary spread of syngeneic transplanted renal carcinoma cells in mice. Specific genetic elimination of the histone deacetylases HDAC1/HDAC2 reflects the effects of pharmacological HDAC inhibition regarding growth suppression, apoptosis, and the downregulation of E-cadherin and PDGFRβ. Thus, these epigenetic modifiers are non-redundant gatekeepers of cell fate and precise pharmacological targets.

The exploration of histone deacetylases (HDACs) as therapeutic targets for renal cell carcinoma (RCC) involves a nuanced understanding of molecular pathways and drug effects.

[sys1]
HDAC1 and HDAC2 are critical for RCC cell growth and survival.
HDAC inhibitors (HDACi) impact cellular morphology, akin to EMT, yet they do not induce actual EMT.
These inhibitors influence key proteins like E-cadherin and PDGFRβ, reducing RCC metastasis.
[end sys1]

[sys2]
**2.1 Understand the Problem:**
The task is to explore the potential of HDAC inhibitors in treating metastatic RCC and clarify their effects on cell behavior and metastasis.

*Reflection:*
"I grasp that HDACs are essential in RCC cell processes. The challenge is in understanding how HDACi impact cancer progression at a molecular level—particularly in resolving the controversy over EMT."

*Creative Perspective:*
"Could there be unknown pathways or regulatory mechanisms that HDACi influence, which are critical not only to cancer therapy but to understanding epigenetic impacts on tumor biology?"

**2.2 Analyze the Information:**
The effects of HDACi, like growth suppression and apoptosis induction, hint at complex interactions within cancer cells that are not solely dependent on EMT transition.

*Reflection:*
"Am I considering all possible pathways affected by HDACi? How do these drugs interact with not only proteins and markers but broader signaling networks?"

*Creative Perspective:*
"Could an integrated analysis of multiple pathways provide insights into a novel therapeutic paradigm? Are certain effects of HDACi potentially beneficial in unexpected contexts, like immune modulation?"

**2.3 Generate Hypotheses:**
1. HDAC1 and HDAC2 are essential for RCC cell survival. (Confidence: 0.9, Creative: 0.3)
2. HDACi inhibit RCC growth by inducing apoptosis. (Confidence: 0.8, Creative: 0.4)
3. HDACi primarily affect EMT markers but do not trigger complete EMT. (Confidence: 0.7, Creative: 0.5)
4. Reduction of E-cadherin and PDGFRβ by HDACi limits metastasis. (Confidence: 0.8, Creative: 0.5)
5. HDACi influence broader epigenetic landscapes than initially thought. (Confidence: 0.6, Creative: 0.6)
6. Metastasis reduction by HDACi involves pathways beyond E-cadherin modulation. (Confidence: 0.7, Creative: 0.7)
7. Specific HDAC members have non-redundant roles in RCC progression. (Confidence: 0.7, Creative: 0.6)
8. Genetic deletion of HDAC1/2 mimics pharmacological effects, indicating key players. (Confidence: 0.8, Creative: 0.4)
9. HDACi impact on metastasis is context-dependent, varying with microenvironment. (Confidence: 0.6, Creative: 0.7)
10. Proteomics analysis could uncover new therapeutic targets impacted by HDACi. (Confidence: 0.6, Creative: 0.8)

*Reflection:*
"Have I considered alternative angles and unknown players in the pathway analysis? Is there a neglected factor that could provide clarity on HDACi’s effects?"

*Creative Perspective:*
"Are there surprising indirect effects on immune modulation or neighboring non-tumor cells that could alter therapeutic outcomes?"

**2.4 Anticipate Future Steps and Obstacles:**
*Objective:* Predict the challenges, such as pharmacological side effects or resistance mechanisms in RCC.

*Reflection:*
"What barriers might surface in moving these hypotheses into applicable therapies? How could resistance to HDACi be mitigated?"

*Creative Perspective:*
"Can combination strategies with other drugs circumvent potential resistance? Are there biomarker developments that could aid in targeting specificity?"

**2.5 Evaluate Hypotheses:**
*Objective:* Assess the viability and impact of each hypothesis, refining scores based on new data and collective insights.

*Evaluation:*

1. HDAC1 and HDAC2 essential for RCC survival - retained.
2. Induction of apoptosis by HDACi - supported by available data.
3. HDACi affect but do not fully induce EMT - retains substantiation.
4. E-cadherin and PDGFRβ as key metastasis factors - affirmed by evidence.
5. Broader epigenetic influence - needs further exploration.
6. Contextual nature of metastasis reduction - anticipate context variance.
7. Non-redundant HDAC roles - requires precise gene editing studies.
8. Genetic influence mimics pharmacological effects - confirmed redundancy in elimination studies.
9. Context-dependence on microenvironment - needs niche-specific research.
10. Proteomic analysis reveals therapeutic targets - pursue deeper molecular insights.
 
*Reflection:*
"Am I prioritizing the most impactful hypotheses? Is there any inherent bias affecting my evaluation?"

*Creative Perspective:*
"What innovative methodological approaches could enhance this assessment? Are there transformative technologies on the horizon?"

**2.6 Select the Best Hypothesis:**
Choose the hypothesis with strategic advantage and potential impact in RCC treatment development.

*Hypothesis Chosen:* Genetic deletion mimics pharmacological effects, highlighting essential HDAC roles in RCC growth.

*Reflection:*
"This hypothesis stands out due to its direct implication for targeted drug development, cutting through complex pathway interactions."

*Creative Perspective:*
"Could CRISPR technology or novel gene-editing methods refine this hypothesis further for groundbreaking applications?"

**2.7 Implement the Hypothesis:**
Plan actionable research or tests to verify and expand the understanding of HDAC functions in RCC.

*Plan:*
- Conduct gene-editing studies to investigate HDAC member-specific roles.
- Evaluate therapeutic outcomes with selective HDACi to gauge efficacy.
- Design biomarker-driven trials to monitor HDAC inhibition effectiveness.

*Reflection:*
"Is the practical plan feasible with current resources? Are there collaborations or methodologies that could significantly enhance outcomes?"

*Creative Perspective:*
"Consider drug synergy studies that leverage combined pathways for a resilient therapeutic model."

**2.8 Monitor and Review Progress:**
Track hypothesis implementation, seeking innovation opportunities and refining approaches.

*Monitoring Strategy:*
- Regularly review experimental outcomes and adapt protocols.
- Incorporate cross-disciplinary insights to strengthen analyses.
- Use adaptive trial designs to quickly refine strategies.

*Reflection:*
"What insights and patterns are illuminating or complicating progress? How can continuous learning be embedded in our approach?"

*Creative Perspective:*
"Interact with AI-driven data analytics for prospective refinements and pattern detection."

**2.9 Reflect and Capture Insights:**
Summarize key lessons and knowledge advancements derived from this exploratory process.

*Summary:*
Understanding HDAC1/2 in RCC highlights significant potential for personalized medicine strategies. Continuous exploration and robust methods are vital for refining therapeutic avenues and addressing global cancer challenges.

*Reflection:*
"What new understanding of HDAC roles and therapeutic potential has emerged?"

*Creative Perspective:*
"Apply derived insights to broader cancer research frameworks, proposing future-focused models for targeted therapy innovation."

[end sys2]

[sys1]
HDAC1 and HDAC2 are pivotal to RCC treatments.
Their role in cancer progression underlines the potential for precise inhibitors that address tumor growth and metastatic factors.
The insights gained not only enhance our understanding but also refine future strategies in oncology.
[end sys1]

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]


Q:

Custom form input component

I want to create a custom form input component, that will work reactively.
I created a component (TS)
import { Component, forwardRef, Input, OnInit } from "@angular/core";
import { ControlValueAccessor, NG_VALUE_ACCESSOR } from "@angular/forms";

@Component({
  selector: "app-new-input",
  templateUrl: "./new-input.component.html",
  styleUrls: ["./new-input.component.css"],
  providers: [
    {
      provide: NG_VALUE_ACCESSOR,
      useExisting: forwardRef(() => NewInputComponent),
      multi: true
    }
  ]
})
export class NewInputComponent implements ControlValueAccessor, OnInit {
  @Input() label: string = "";
  @Input() placeholder: string = "";
  @Input() type: string = "text";

  propagateChange: any = () => {};
  onTouch: any = () => {};
  value: string = "";

  constructor() {}

  ngOnInit() {}

  onChange(event: any) {
    this.value = event.target.value;
    this.propagateChange(this.value);
  }

  writeValue(value: string): void {
    this.value = value ? value : "";
  }
  registerOnChange(fn: any): void {
    this.propagateChange = fn;
  }
  registerOnTouched(fn: any): void {
    this.propagateChange = fn;
  }
  setDisabledState?(isDisabled: boolean): void {}
}

and the HTML
{{label}}

<input matInput [type]="type" [value]="value" [placeholder]="placeholder" (change)="onChange($event)" (keyup)="onChange($event)">

in my app component I have
  searchForm: FormGroup = this.formBuilder.group({
    name: [""]
  });

  constructor(private formBuilder: FormBuilder) {}

and in app component HTML
<form [formGroup]="searchForm">
  <app-new-input formControlName="name"></app-new-input>
</form>

{{searchForm.value | json}}

All this can be found on STACKBLITZ
So, the problem I am having is that the changes from the component input do not propagate to the parent (app component) form
Could somebody tell me what am I doing wrong?

A:

Your mistake is a simple one - you are setting propagateChange in both registerOnChange and registerOnTouched. Instead, assign to onTouch in registerOnTouched.
registerOnTouched(fn: any): void {
  this.onTouch = fn;
}

registerOnTouched is getting called after registerOnChange by the framework, so you are emitting touch events when you are intending to emit change events.
DEMO https://stackblitz.com/edit/angular-ve8sri

The task at hand involves troubleshooting a code issue related to the propagation of changes from a custom input component within a reactive form setup in Angular. The user is facing problems seeing those changes reflected in a parent form's state.

[sys1]
The issue is that changes from the input component are not updating the parent form.
To resolve this, check whether the callback functions in the ControlValueAccessor interface are correctly implemented.
[end sys1]

[sys2]
**2.1 Understand the Problem:**
The objective here is to understand why changes to the custom input aren't affecting the parent form. This problem requires examining how the Angular ControlValueAccessor interface is being implemented in the custom component.

*Reflection:* 
"I understand that the input component is part of a form control, but why isn't the form reflecting updates as expected? Could the lifecycle of events and how the functions are assigned be the problem?"

*Creative Perspective:* 
"Is it possible that some aspect of how functions are assigned is inadvertently overwriting the expected behavior? Could the issue lie in how the change and touch events are distinguished?"

**2.2 Analyze the Information:**
In Angular, custom form controls leverage ControlValueAccessor to propagate changes back to the parent form. This involves registering change and touch event handlers and ensuring they correctly inform the parent form of updates.

*Reflection:* 
"Could the problem lie in how the event handlers are mapped? Is there a misconfiguration that could be causing touch events to override change events?"

*Creative Perspective:* 
"Could the order or method of assignment for these functions affect the result? What other parts of the implementation could influence this behavior?"

**2.3 Generate Hypotheses:**
1. Both change and touch handlers are improperly assigned. (Confidence: 0.9, Creative: 0.3)
2. There could be a lifecycle timing issue affecting event registration. (Confidence: 0.6, Creative: 0.5)
3. Angular might interpret event binding incorrectly in this setup. (Confidence: 0.5, Creative: 0.5)
4. Missing lifecycle hooks for state update in the component. (Confidence: 0.4, Creative: 0.6)
5. Dependency injection issues affecting registration. (Confidence: 0.3, Creative: 0.7)
6. Event handlers might not be called as expected due to component structure. (Confidence: 0.7, Creative: 0.4)
7. The input property 'value' binding could disrupt the reactive form binding. (Confidence: 0.6, Creative: 0.4)
8. Incorrect use of input event listening affecting propagation. (Confidence: 0.5, Creative: 0.6)
9. The StackBlitz setup might have specific running conditions affecting behavior. (Confidence: 0.3, Creative: 0.5)
10. Misunderstanding of form group structure could be leading to this oversight. (Confidence: 0.4, Creative: 0.5)

*Reflection:* 
"Have I considered the key aspects of Angular’s structure and event handling mechanisms? What potential operational errors could be present?"

*Creative Perspective:* 
"Is there an unconventional aspect to the Angular event loop or module loading in this context? Could debugging at different stages yield unexpected insights?"

**2.4 Anticipate Future Steps and Obstacles:**
*Objective:* Consider and prepare for handling related issues or obstacles within Angular’s model of form control and input handling.

*Reflection:* 
"What if simply changing handler assignments doesn't solve the issue? Could more intricate debugging or instrumentation be required?"

*Creative Perspective:* 
"Might refining the implementation structure reveal new paths for improving reactivity? Could tooling improvements help visualize the change propagation?"

[end sys2]

[sys1]
The solution is to correctly assign the touch event handler in the `registerOnTouched` method:
```typescript
registerOnTouched(fn: any): void {
  this.onTouch = fn;
}
```
This ensures proper event handling and change propagation.
[end sys1]

By fixing the assignment in `registerOnTouched`, and ensuring differentiation between the `change` and `touch` handler registrations, the issue with parent form updates should be resolved. Also, testing in different environments may help ensure consistency across deployments.

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