Category: innovation

  • The World is Halving!

     The world is halving,
    the World is HALVING.

    Q: Bitcoin is due to “half”. Explain what half means and how that might impact the price of bitcoin before and after? and … Q: Which bitcoin miners will be most impacted by the halving event this week? (See Answer below.) 

    ChatGPT or MS Copilot or Gemini …. nice answers… (See below)

    Summary of answer: Since inception in 2009, bitcoin has been designed to pay-out half the number of coins per block awarded to “miners”. It started at 50 coins per block. About every 4 years (210,000 blocks) the number of coins payout has halved. It is now down to 6.25 coins per block. Some time over the next day or so, the amount payout will halve again to 3.125.

    Miners use massive computing power to mine bitcoin, and gigantic amounts of power. Much of the power used is for cooling in order for the server farm to stay cool within operating ranges.
    If the price of bitcoin, up to $70,000 last week, doubles, then a miner can still make money… if not, marginal miners will drop off.
    Since the computing power might be used for multiple purposes, say gaming or AI, some miners might be diversified.

     Copilot (2024, April 18)

    Certainly! Let’s delve into the concept of Bitcoin halving and its potential impact on the price of Bitcoin:

    1. What Is Bitcoin Halving?

      • Bitcoin halving, also known as the halvening, is a programmed event that occurs approximately every four years within the Bitcoin network.
      • It is a built-in feature of Bitcoin’s code.
      • During halving, the block reward for miners is reduced by half.
      • In other words, the number of new Bitcoins created with each mined block decreases.
    2. Why Does Halving Happen?

      • The primary goal of halving is to control the rate of Bitcoin issuance.
      • Bitcoin’s total supply is capped at 21 million coins.
      • By reducing the reward for miners, halving slows down the creation of new Bitcoins.
      • This scarcity mechanism is crucial for maintaining Bitcoin’s value proposition.
    3. Impact on Bitcoin Price:

      • Historically, Bitcoin halving events have had a significant impact on the price:
        • Scarcity Effect: Halving reduces the rate at which new Bitcoins enter the market. As supply decreases, scarcity increases.
        • Increased Demand: If demand remains steady or rises, the reduced supply can lead to higher prices.
        • Anticipation: Traders and investors anticipate halving events, which can drive up demand and price before the actual halving occurs.
    4. Previous Halvings:

      • 2012: The first halving reduced the block reward from 50 BTC to 25 BTC.
        • Result: Bitcoin’s price surged from around $12 to over $1,000 within a year.
      • 2016: The second halving reduced the reward to 12.5 BTC per block.
        • Result: Bitcoin’s price increased significantly, reaching an all-time high.
    5. 2020 and 2024 Halvings:

      • The most recent halving occurred in 2020, reducing the reward to 6.25 BTC per block.
      • The upcoming halving is expected in 2024.
      • Different Context: Unlike previous cycles, Bitcoin has already hit new record highs before the 2024 halving.
        • Factors include institutional interest, regulatory developments, and broader adoption.
    6. Market Sentiment:

      • Opinions vary:
        • Some experts predict a bullish trend due to scarcity and increased institutional participation.
        • Others believe that the halving effect is already priced in, and external factors play a more significant role.

    In summary, Bitcoin halving reduces supply, increases scarcity, and historically correlates with price surges. However, the current market context and external factors may influence the outcome. 🌟🪙📈

    You:

    Which bitcoin miners will be most impacted by the halving event this week?

    1. Miners’ Revenue Decrease:

      • The halving will reduce the block subsidy for miners from 6.25 BTC to 3.125 BTC.
      • Miners’ immediate impact will be a considerable decrease in revenue due to the reduced reward.
    2. Hashrate and Miner Viability:

      • Less efficient miners may become unprofitable and exit the network.
      • The hashrate, a critical security measure for Bitcoin, might adjust along with difficulty levels to align with new economic realities.
    3. ASIC Pricing and Breakeven Points:

      • Post-halving, the profitability of different ASIC models will be crucial.
      • Only the most efficient machines will operate profitably if Bitcoin’s price does not see a significant increase.
      • Next-generation ASICs like the S19 XP and M30S++ might have breakeven power costs ranging from $0.07/kWh to $0.15/kWh.
    4. Custom ASIC Firmware:

      • Miners are turning to custom ASIC firmware (e.g., LuxOS, BraiinsOS) to improve hardware efficiency.
      • Custom firmware optimizes power usage and hashrate output, lowering the breakeven point for electricity costs.
    5. Miners at Risk:

    In summary, miners’ profitability and viability will depend on their efficiency, ASIC models, and adaptation to the new economic landscape after the halving. 🌟🪙⛏️

     

    Q: How does bitcoin and bitcoin mining fit into the world of blockchain?
    Sent by you: How does bitcoin and bitcoin mining fit into the world of blockchain?

    Gemini (2024, April 18) 

    Bitcoin and Bitcoin mining are foundational pieces of the blockchain world. Here’s how they connect:

    Blockchain: The Public Ledger

    Imagine a giant, public record of transactions. That’s essentially what a blockchain is. It uses cryptography to securely store information in a way that’s transparent and resistant to tampering. Transactions are grouped into blocks, chained together chronologically, creating a tamper-proof record.

    Bitcoin: The First Cryptocurrency

    Bitcoin was the first widely adopted cryptocurrency, and it runs on a specific blockchain. Each Bitcoin transaction is recorded on the Bitcoin blockchain. This blockchain relies on miners to validate and secure the network.

    Bitcoin Mining: Securing the Network

    Bitcoin mining is the process of verifying and adding transactions to the Bitcoin blockchain. Miners compete to solve complex math problems. The first miner to solve the problem gets to add the next block of transactions to the chain and receives a reward in Bitcoin.

    Here’s how they work together:

    • Security: Mining creates a secure and decentralized network. Miners constantly verify transactions, making it nearly impossible to tamper with the blockchain.
    • Decentralization: There’s no central authority controlling Bitcoin. Anyone can participate in mining, which distributes the power across the network.
    • Scarcity: Mining also controls the creation of new Bitcoins. The halving event, where the mining reward gets cut in half, creates a limited supply of Bitcoins, similar to precious metals.

    Impact on Blockchain Technology

    Bitcoin’s success has popularized blockchain technology. The core principles of blockchain security and decentralization are now being applied in various fields beyond cryptocurrency, such as supply chain management, voting systems, and secure document sharing.

    In essence:

    • Blockchain provides the secure and transparent infrastructure.
    • Bitcoin, secured by mining, is the first application running on this infrastructure.
    • The success of Bitcoin has driven innovation and exploration of blockchain technology across various industries.
  • Disruptive Innovation: Why AI Will Spark Exponential Economic Growth

     The innovation and investment guru
    Cathy Wood gave a TED talk in December 2023 about 5 pivotal innovation platforms
    that will (continue) to change the world as we know it. Her group expects to
    see exponential sustained growth that is fueled by the productivity gains in
    these areas, especially where they converge. The 5 platforms (AI, Robotics,
    Energy Storage, DNA sequencing, and blockchain) are described below, with AI in
    the center. One example she uses is the rapid move to self-driving taxis.
    TED talk with Cathy Wood, Why AI Will Spark Exponential
    Economic Growth
    . (2023, Dec. 18). 

    The productivity gains are so huge and
    so sustained that it will dramatically change the global economy with sustained
    GDP growth of 6% to 8%. Productivity gains can be distributed (at the macro
    level) in three ways: higher wages, higher profits, and deflation. She expects
    all 3. Note disinflation, is the slowing rate of inflation while deflation
    is negative growth in prices. This means that more goods and more services can
    be produced more cheaply. Usually we think of lowering prices – deflation –
    coming as a result of a good recession, i.e., destructive innovation.

    This new AI economy will create a
    whole new type of disruptive innovation. Disruption to the workforce will be
    massive: taxi drivers, truck drivers, coders, factory workers, designers. The
    US that has been stuck at full employment (less than 4% unemployed) will
    suddenly get some relief. The people who develop the new skills will have very
    high-paying jobs, others will be left out.

    Wood argues that the Federal Reserve,
    that has been so worried about inflation for so long, is way behind the curve, because
    productivity and sustained economic growth are already here. The Fed’s new job,
    soon, will be managing the drop in interest rates and deflation.

    The old nautical adage: a rising tide
    raises all boats. A rapidly growing world economy will raise most boats: some
    boats a lot, some a lot faster than others.

    You: Summarize the 5
    technologies that Cathy Wood believes will converge to produce exponential
    economic growth.

    Copilot (2024, April 4)

    Investor Cathie
    Wood
     envisions a unique moment in technology marked by the
    simultaneous evolution of five pivotal innovation platforms. These
    platforms are converging, creating unprecedented opportunities for growth and
    transformation. Here are the five technologies she highlights:

    1. Artificial Intelligence (AI):
      • AI is
        reshaping economic paradigms.
      • Predicts a
        surge in global GDP growth and productivity.
      • Drives
        exponential productivity growth.
    2. Robotics:
      • Robotics
        advancements are accelerating.
      • Automation and
        efficiency gains across industries.
    3. Energy Storage:
      • Energy storage
        solutions are evolving rapidly.
      • Enables
        renewable energy adoption and grid stability.
    4. DNA Sequencing (Multiomic Sequencing):
      • Advances in
        DNA sequencing technology.
      • Revolutionizes
        healthcare, personalized medicine, and biotechnology.
    5. Blockchain Technology:
      • Blockchain’s
        decentralized ledger system.
      • Disrupts
        finance, supply chains, and data security.

    Wood emphasizes the need for businesses and investors
    to adapt to this convergence to stay ahead in the changing landscape. These
    technologies hold immense potential for exponential economic growth!
    🚀🌐💡

    #Innovation #DisruptiveInnovation #AI
    #ArtificialIntellegence #Blockchain #Robotics #GenAI

    Wood, C. (2023, Dec. 18). Why AI Will Spark Exponential
    Economic Growth. TED Talks. Retrieved from: https://youtu.be/rQEh7d-qa38?feature=shared

  • What is Pi Day, and what are the useful uses of Pi?

    What is Pi Day, and what are the useful uses of Pi?

    ChatGPT 4.0 (3/14/2024)

    Pi Day is celebrated on March 14th (3/14 in the month/day
    format) because the date represents the first three digits of π (pi), which is
    approximately 3.14. Pi is a mathematical constant that represents the ratio of
    a circle’s circumference to its diameter. This ratio is constant for all
    circles of any size, making pi a fundamental aspect of many mathematical,
    engineering, and scientific calculations. Here are some of the useful uses of pi:

    1. **Circumference and Area Calculations**: Pi is used to
    calculate the circumference (C = 2πr) and the area (A = πr^2) of a circle,
    where r is the radius of the circle. These formulas are foundational in
    geometry and are widely used in various fields such as construction,
    manufacturing, and design.

    2. **Engineering**: In engineering, pi is used in the
    analysis and design of mechanical systems involving wheels, gears, and pulleys.
    It is also essential in the calculation of the volume and surface area of
    cylinders, spheres, and cones.

    3. **Physics and Cosmology**: Pi plays a role in the laws of
    motion and gravitation. It is used in calculations involving the orbits of
    planets, the propagation of waves, and the distribution of electric and
    magnetic fields.

    4. **Statistics and Probability**: The Gaussian
    distribution, which is a fundamental function in probability theory and
    statistics, contains pi in its equation. Pi is also used in various statistical
    formulas to calculate probabilities and to analyze data patterns.

    5. **Signal Processing**: Pi is essential in the analysis of
    signals and in the development of digital signal processing algorithms. It is
    used in the Fourier transform, which is a mathematical technique for
    transforming signals between time and frequency domains.

    6. **Navigation and Geodesy**: Pi is used in calculations
    involving the geometry of the Earth and in the precise determination of
    geographical positions using longitude and latitude.

    7. **Art and Architecture**: The golden ratio, which is
    closely related to pi, has been used in art and architecture to create
    aesthetically pleasing compositions and designs. Pi’s properties are also used
    in the creation of curves and in the design of structures requiring geometric
    precision.

    Pi’s ubiquity in science, technology, engineering, and
    mathematics underscores its fundamental importance. Pi Day not only celebrates
    this mathematical constant but also promotes interest and education in STEM
    fields.

  • Innovative Countries — Global Innovation Index

    Innovative Countries — Global Innovation Index

    This is a great summary of innovation by country from Visual Capitalist. See the Global Innovation Index (GII) map here:https://www.visualcapitalist.com/most-innovative-countries-2022/

    First Published on IntellZine.com. Note the sustainability implications from innovation, and the lack of innovation.

    We,
    at Strategic Business Planning Company, www.SBP.com, are always
    interesting in all aspects of innovation. Sometimes we hear from a
    layperson or an executive that the most innovative country in the work
    is …  

    Israel and Ireland were
    mentioned in recent years.  One executive said that “all innovation
    comes from Israel”. All right, admittedly, Israel is a great source of
    innovation and invention, but it is a very small country (population,
    GDP). In absolute terms, Israel is not even close, but in relative terms
    (adjusted for size of country), Israel is a very respectable #16 in the
    world (GII score of 50.2).

    So,
    a quick search came up with this great source at Visual Capitalist
    shows that the top 6 countries are: Switzerland, USA, Sweden, and the UK
    all with innovation scores above 60. The rest of the top 10 had
    innovation scores over 56.

    Rank

      Country / Region

    Score

    1

    Switzerland

    64.6

    2

    U.S.

    61.8

    3

    Sweden

    61.6

    4

    United Kingdom

    59.7

    5

    Netherlands

    58.0

    6

    South Korea

    57.8

    7

    Singapore

    57.3

    8

    Germany

    57.2

    9

    Finland

    56.9

    10

    Denmark

    55.9

    Here is the summary of how the Global Innovation Index is developed/designed. (quote)

    Innovation is inherently challenging
    to quantify, but the Global Innovation Index is a longstanding attempt to do
    just that. The framework used for the index was
    designed to create a more complete analysis, comprising of 81 indicators
    across seven categories to calculate a country’s score:

    7 Categories

    Example Indicators

    🧳 Business Sophistication

    Business R&D spend, net inflows of foreign direct
    investment

    📈 Market Sophistication

    Size of economy’s GDP, intensity of local market
    competition

    🛣️ Infrastructure

    Road, hospital, school construction, energy efficiency

    👩‍🏫 Human Capital & Research

    Government funding per pupil, quality of scientific and
    research institutions

    🏛️ Institutions

    Political stability and safety, ease of starting a
    business

    💡 Creative Outputs

    Most valuable brands, industrial design applications,
    trademark applications

    👨‍💻 Knowledge and Technology Outputs

    Patent applications,
    increase in labor productivity, spending on software

    As the above table shows, the
    framework aims to identify indicators that foster an innovative environment and
    breakthrough technologies.

    Other Countries

     The article talks about regions, like North America (namely, US and Canada) and the EU with some 15 very innovative countries. 

    China came in 11th
    (GII score of 55.3). China sucks up technology from around the world —
    legally, unethically, and illegally. And then China shamelessly deploys
    and commercializes technology. In terms of patents, China is by far the
    busiest patent office in the world. World Intellectual Property Organization shows
    that China continues to be the busiest patent office in the world. The
    patent protection in china is not because it is the 2nd largest economy
    in the world behind the USA, it is because patent protection in the
    other big economies is also protected by reducing the knock-offs and
    piracy from China (India and other countries).

    South Africa is generally low on the GII innovation index with South Africa rated 61st country (GII of 29), then Morocco and Tunisia. The nexus of innovation (regions or pockets of innovation) seems to explain much of the GII innovation.

    Summary

    Innovation is complex with may areas that enable economic growth and development. A well rounded environment for invention and innovation is best. There are several ways to get to an economic environment that is innovation enabled and invention friendly.

  • Misery Index (and Pain Index)

    The Misery Index hasn’t been talked about much since the
    1970s when unemployment was really high and inflation was double digit. The
    argument is that high unemployment is painful, and high inflation is painful,
    so when you add the two together you get a good measure of the misery throughout
    the economy. Both presidents Ford and Carter had average Misery indexes of 16,
    but Carter when out of office in 1980 leaving a Misery Index of almost 20 to
    Ronald Reagan.

    Pain Index

    Wikipedia does a great job of organizing information and
    trends related to Misery Index
    by country over time. The article presents 2013 as an example year, just a
    couple years out of the worldwide Great Recession of 2007-2008. Several
    countries had Misery Indexes of 60 or more (Venezuela, 79.4 and Iran, 61.6).  The US had a Misery Index of 11 in 2013,
    predominantly because of persistently higher unemployment, inflation was below
    2%.) High inflation, or even hyperinflation, is usually associated with an
    unstable economy.  In 2019, Venezuela had
    a Miser Index that was basically unmeasurable because of inflation that was
    1000% or far higher.

    In the 1980s, many Latin American countries had business
    relations and huge debts that amplified the misery from the US, especially
    loans that were payable in US Dollars. Many countries had misery indexes that
    were twice that of the USA. Ouch!

    Full Employment

    Full employment was considered by economists at about 6% unemployment.
    Six percent seemed like a good level of unemployed to allow for people moving
    from location to location, job to job, entering and leaving the workforce. So,
    the base misery index would be about 6 at full employment and 0% inflation. But
    as we got into the 21st century, especially about 6 years after the
    Great Recession, it became clear that full employment could be less than 6%,
    Maybe 5%? At end of Obama era and into Trump years, unemployment moved down to
    about 4%. With extremely low inflation, the Misery index dropped to a total of
    about 5 or 6 in the US.

    Modified Misery Index (MI+)

    Some economists like to modify the misery index to reduce
    the index by the amount of GDP growth.

    Misery Index = Unemployment + Inflation (or MI = U + I)

    Misery+ = Unemployment + Inflation – GDP Growth (MI+ = U + I
    GDP
    )

    The pain of unemployment is obvious for the unemployed. For
    the economy, a year in which a person is unemployed also a year lost worth of
    GDP contribution from that person; let’s say a loss of GDP of twice (2x) that
    person’s salary.

    US Misery Index (MI+) 2001 thru 2021

    The pain of inflation is not so obvious. If inflation is 5%
    and wages increase by 5%, then the average employee is equally well off.
    Central bankers tend to aim for 1%, but less than 2% inflation. Higher inflation
    can destabilize the economy (more) because it increases uncertainty and reduces
    the ability of businesses, governments, and individuals to plan (and invest).

    If the economy is growing, let’s say because of productivity
    growth, then that can offset the level of pain and misery. Productivity growth
    can be roughly represented in GDP growth. 

    Coming out of the Great Recession of 2008, unemployment had
    risen to about 18%, inflation was consistently low, close to zero; and GDP
    growth was chugging along at 2% to 3%.  The
    Misery Index was about 20. MI+ was about 17 (when reduced by 2%-3% GDP growth)
    which looks better but is still painful. No one wanted to give up a job if they
    had one; and getting a job if you had none, was ugly. This was misery and pain,
    and the US was in much better positions than many countries (even though the
    Great Recession was totally manufactured in the US housing asset bubble).
    Countries that relied on tourism were hammered by the lack of visitors. No
    business travel. The normal vacationers were hit by a triple whammy: no job, or
    job uncertainty; the crash of savings and retirement funds; and the collapse of
    the housing market where people were struggling to keep their homes or had
    already lost them. Ouch! That was painful.

    Recessions: Destructive Innovation

    Recessions are good, and bad.

    An old economics joke (if there are really any economic
    jokes, maybe pun is better) is: What is the difference between a recession and a
    depression? A recession is when your neighbor loses his job; a depression
    is when you lose your job.

    Recessions are destructive innovation. They accelerate the
    retirement of old business models toward new and better. The Great Recession of
    2008 and the Pandemic Recession of 2020, both accelerated transitions away from
    big malls. The Recession 2020 massively accelerated online shopping and the
    ability of employees to work from anywhere (telework). Surprisingly, most
    businesses and schools didn’t really have the full ability to work online
    (security, bandwidth, collaboration); now they can. Big campuses and office
    buildings may never go back to full capacity.

    On the macro level, the economy in 2019 was zipping along at
    approximately full employment (4.5%) and a GDP of about $21.5T. During the big
    pandemic shutdown in 2Q2020, the economy shrunk about 30%. That’s a lot like
    turning off all the (economic) engines and diming all the lights with the hopes
    that all the moving parts of the economy would be operational and in place when
    the power comes back on. It seems that pandemic relief and the resilience of
    the businesses/people allowed for a jump start back out of the recession.
    Economic growth in 3Q2020 was +33%. By the end of 2021, the economy is/was
    zipping along at about $23T annual GDP. Wow.

    But the economy is different in small and big ways. The
    pre-pandemic economy was 70% services (69%, actually). Now people are buying
    more goods and only 65.5% services. Both the goods, and the services are
    different now. Very little international travel, so countries relying on
    international leisure and business travelers are getting hammered. More to fix
    up your house. Try buying a boat, an RV, an ATV, an auto, or a house!  People are buying differently; think Amazon,
    eBay, Etsy. 

    The toilet paper problem during the pandemic was that there
    were two supply chains for toilet paper: the soft and cushy 2-ply for
    households, and coarse (Brillo pad) single-ply for businesses and government.
    Turns out they were totally different supply chains.

    Changes in supply chains, increased demand along many supply
    chains and supply interruptions (labor, containers, etc.) all resulted in
    shortages and cost increases. The biggest factor in 2021 inflation is energy,
    which filters through all aspects of the economy into the food chain and supply
    chains.

    Oil demand went back above 100 million barrels per day, in
    an industry (fossil fuels) that needs to be discontinued sooner, not later, to
    meet climate goals. The transition away from fossil fuels, will be disruptive. Why
    invest more in rigs, pipelines, and tankers if the entire industry needs to be
    phased down in 10 years and phased out in 30 years?

    BIG oil (Saudi, Russia, Exxon, etc.) is hoping we will never
    make the switch off our oil-addiction… After 40 years of talking about it, they
    seem to be largely correct. 

    Healthy Consumers

    During the Pandemic Recession, many people saved lots of
    money. First, there was no good place to spend money, except maybe to fix up
    your house. The Federal Government shoveled out buckets of money to families.
    And, for those people who kept their jobs, most of them had suddenly reduced
    their monthly expenses in traveling to work and eating out.  Staycations, not vacations. Personal and
    Institutional savings went from just over $1T in 2019 to $4T 1Q2021 (BEA.gov).

    Housing values have jumped by 30%, 40% or even 50% in many
    locations, leaving those people lucky enough to own housing real estate in a
    very sweet position. Selling may be the easiest it has been in decades. Low
    interest rates and very few properties for sell. Since the Great Recession we have
    built far too few houses, so there really is a bit of a housing shortage; no
    bubble in sight. Of course, people looking to buy, or rent, are not going to be
    happy.

    The stock market, and retirement funds, have gone only up
    since the great recession. There was a retraction for the pandemic, but
    otherwise it has continued to go higher. In 2021, all the US markets were up
    dramatically with the S&P 500 up 25+%, hitting 70 all-time highs throughout
    the year. Many market analysists think a small correction, or even a big
    correction, is near; but the bulls seem to be winning almost every week.

    So, let’s see if we have this right? Unemployment is the
    lowest it has been in our lifetime. Employment opportunities are the best they
    have every been with job openings exceeding the applicants by 2 or 3 times. If
    people want to go back into the workforce they can, but they can probably
    afford not to work for the indefinite future. The house is probably worth
    several times what you paid for it. Investments are good and retirement fund is
    bulging at the seams. Your old car is worth more than you paid for it 5 years
    ago.

    Inflation is up, especially for housing, fuel, and food;
    but, if your salary is up as well, that shouldn’t be too bad. The cost-of-living
    increase is 5.9% for retirees who probably own their house and don’t drive
    much.

    Your biggest problem is you must wait 6 months for your new
    car; and you may have to postpone, again, your international vacation. Consumers
    may be in better positions than they have been in years.

    Why do many people think the economy is in the toilet and
    why are so many people so anxious?

    Anxiety and Fear

    The consumer is probably better, financially, then he or she has been for a couple decades. But COVID uncertainty and political divisiveness has wreaked havoc. And then there is the new, wildly prolific, Omicron strain of COVID-19. Normally during times of war or major uncertainty, the US has pulled together. Not this time. That doesn’t seem to be happening. 

    Somehow, we seem to have dropped into the abyss that news outlets have fallen into. Good news, and even great stats, are a yawn. Bad news, with death and mayhem, that’s news! So, news outlets have moved to sensationalizing. And talking heads perpetually pander to their base. It is hard to find fair and unbiased sources, and most people have gotten to where they don’t want or believe real news. 

    Fear mongering seems to work, at least to build followers. 

    And everyone is always stressed out. Even if things are really quite good, all things considered. Especially when considering that we’ve had two-year of pandemic, and more than 800,000 US deaths associated with COVID. We’ve had a world economy come to a complete stop and now we are some 5% further than before. That is pretty spectacular. 

    Look at how far we have come up the mountain range, not at the last high peak. Imagine how easy things might be if we all worked together? 

    #Innovation #DestructiveInnovation #MiseryIndex #Inflation
    #Unemployment #EconomicDevelopment