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]


Outdoor Growing Facilities

In Washington State, outdoor cannabis production facilities must be established in an open expanse enclosed by a physical barrier or a sight obscure wall at least eight feet high. In Colorado, producers are prohibited from growing cannabis outside of a secured, enclosed location – including high fences and semi-permeable roofing.

Fortunately, the climate of the Pacific Northwest lends itself very well to outdoor cannabis production. In fact, some rural areas of Washington and Oregon with agricultural backgrounds have found cannabis to be an easy to maintain, financially lucrative cash crop. Because cannabis roots can expand exponentially, outdoor growers can reap a far greater harvest by allowing their plants to grow to 10 feet tall or higher, uninhibited by artificial lighting or ceilings. Cannabis makes an excellent cover crop, allowing ample space on the surface for smaller crops like tomatoes, carrots, and lettuce to grow with an extra layer of protection above.

If your local climate and state restrictions allow for outdoor cannabis production, you’ll be rewarded with a product that can only be achieved through Mother Nature’s guidance, but as any farmer will tell you, their livelihood lives and dies by her hand. Just as susceptible to pests, inclement weather, and drought as any other cash crop, cannabis is a fickle plant as well as a lucrative one. In such an unpredictable and burgeoning market, it’s crucial that early entrants into the cannabis industry choose caution when determining whether they want to invest in a controlled indoor production facility or a riskier endeavor outdoors.

Indoor Growing Facilities

Indoor cannabis grow facilities must be in an enclosed and secured facility with functional windows, doors, rigid or semi-rigid walls and a roof.

Running a successful commercial cannabis grow operation is an expensive challenge. While growers can maintain a higher level of control over humidity, available light, and pests in an indoor environment, maintaining proper light levels and staying as energy-efficient as possible are top priorities for commercial cannabis production operations.

Space, Basic Infrastructure, and Soil for Cannabis Production

Whether you’re a first-time grower or experienced in the art of growing cannabis, you’ll need one thing above all else: space. You can grow a handful of plants in a 5′ by 10′ grow tent, but those looking to make a splash in the cannabis industry should consider a professional cannabis grow facility to ensure top-quality product and consistency in production.

The most important consideration in evaluating a potential grow space is ensuring proper ventilation for your crops. Cannabis plants require a lot of light, which typically emit a tremendous amount of heat. Without proper ventilation and air exchange, producers risk cooking their crop or limiting yields due to excess humidity, heat, or oxygen. Greenhouse-specific HVAC systems exist for closed greenhouse schemes and help producers program hyper-accurate climate control systems to ensure the facility maintains ideal growth conditions.

As far as potting each individual plant goes, allow for at least a 5 gallon pot for each cannabis plant. Cannabis roots expand very quickly and require a lot of room, therefore, smaller receptacles will result in smaller yields. Grow bags are also widely used in the cannabis production industry, placing them on a permeable table with trays or tarps to collect water runoff.

If you choose any aspect of your cannabis grow operation more carefully than others, let it be the soil. The grow medium is an essential aspect of growing any crop, but the quality of soil can make a tremendous difference in the outcome of the final flower. You’ll also want to carefully monitor the pH levels of your soil, as cannabis plants prefer pH environments of 5.5-6.5.

While some high-end growers are switching to permeable concrete to facilitate natural water recycling, it’s not a bad idea to use wooden pallets or plastic, grated platforms as the floor of your grow tent to help with runoff or collect for recycling.

Lighting and Electrical

Costs of electricity is the number one expense facing producers and often matches or exceeds total lease costs per month during production.

Artificial lighting, dehumidification, ventilation, air conditioning, and irrigation control systems all require immense amounts of electricity, leading some growers to investigate energy-efficiency options like the following:

HPS Grow Lights vs. LED Grow Lights

There’s much debate in the world of artificial lighting for cannabis greenhouses, but studies have shown HPS – or High Pressure Sodium – lights provide a more consistent form of lighting for indoor grow facilities.

According to the Northwest Power and Conservation Council, 20-year projections on electrical use in both Washington and Colorado throughout the indoor cannabis production industry suggest an average annual usage of 185-300 megawatts. That’s equivalent to the annual electrical use of more than 200,000 homes in the United States.

That said, no forward-thinking cannabis entrepreneur should overlook energy-efficiency standards in initial constructions. An estimated 2% of Denver’s annual energy usage went toward cannabis production facilities in 2014; projections for energy usage among states nearing legalization (including California, Nevada, and Maine) are unquestionably unsustainable. An estimated 1% of the energy usage in the United States, equating to $6 billion in annual operating costs, goes toward cannabis grow facilities – legal and otherwise.

We recommend three future-proofed upgrades for cannabis production facilities of any size:

Invest in Solar Solar energy is becoming increasingly affordable – especially at larger and more significant scales. Colorado, presumably spurred by the initial successes and yet substantial energy costs of its early recreational cannabis industry, has pledged to generate more than 30 percent of its electricity from reusable and renewable sources by 2020. In cannabis-laden Boulder, Colorado, the city has implemented a licensing solution that requires growers to use energy monitoring devices as well as paying a fee for carbon emissions, adopting renewable energy sources, or purchasing energy credits. And it’s been predicted that the cannabis legalization movement will help spur innovation and more widespread adoption of energy-efficiency solutions in general. Recycle Water and Collect Rainwater Already considered a success in achieving water-saving status in the UK brewing industry, some cannabis producers are investing in closed-circuit desalination (CCD), reverse osmosis water systems. At the same time as purifying incoming municipal water sources, these CCD systems can recover as much as 97% of wastewater, therefore reducing water demand and saving in disposal fees. Smaller producers in rainy climates such as Oregon and Washington are investing in rainwater collection and storage capabilities to save on irrigation costs. Because a single cannabis plant can use as much as 22.7 liters of water per day and many cannabis outdoor growing seasons conflict with periods of low-precipitation, outdoor growers and those who rely on rainwater capture without long-term storage solutions won’t find much benefit in a recyclable water investment. While it remains an industry on the verge of wider adoption, commercial and large-scale rainwater collection and storage efforts are already in effect around the world. More than 750 buildings in Tokyo, Japan are outfitted for long-term rainwater collection and storage for landscaping uses. Thrifty cannabis producers would do kindly to invest in early rainwater adoption solutions in order to negate irrigation costs and avoid shortages due to droughts or supply demands into the future. Consider an Energy-Efficient Greenhouse Designed for Cannabis Production According to Confluence Denver, producers who opt for an energy efficient greenhouse facility pay about half the costs of those who grow in a warehouse. The importance in selecting a functional, sustainable grow facility early in the life of your recreational or medical cannabis business is monumental. Recent investigations show a direct correlation between sustainable building and operations standard and profit margins on large-scale facilities, meaning larger producers and distributors may be in a more strategically beneficial market position should federal legalization occur. There are already private projects invested in researching the most affordable methods of growing and distributing recreational cannabis in the U.S. An effort to evaluate the cannabis industry’s LED lighting requirements and help improve efficiency estimates the best and most valuable techniques for optimization are not yet public – thanks largely to the “behind closed doors” nature of the industry from a historical perspective. But early reports from first-generation growers in Colorado and Washington suggest that those invested in sustainable energy solutions benefited most from sales in the first fiscal year of legalization, whereas those growing in indoor warehouses made up about one-third of the industry’s first year of legal energy consumption. Especially due to Colorado’s restrictions on outdoor cannabis cultivation, it’s hard to argue for any indoor grow solution outside of a covered, controlled greenhouse facility.

Security and Compliance for Cannabis Production

In a market estimated to reach between $20-35 billion by 2020, security and compliance with state regulations is critical to success in the recreational cannabis world. Producers need to account for a highly-prized cash crop, but also the cash-only nature of the current, state-level restricted recreational cannabis industry. Because employees are also at risk, investigating comprehensive and sophisticated cannabis security solutions is highly recommended for growers of every size. Some security and compliance firms boast growth rates between 300-400% since legalization in Colorado and Washington.

In Washington, state laws require the following minimum security solutions for all cannabis licensees: