Decentralized AI + science


Progress Movement and Studies

Mars Colony

Progress: How do we better understand and increase progress?

The progress movement aims to identify the drivers of progress and persuade people to invest in efforts that could significantly increase progress.

By collaborating and understanding the foundations of progress and ways to enhance it, we can make substantial advancements in technology and science. This is how successful founders and scientists operate, and it is what progress as a movement could enable us to achieve collectively.

Progress is essential for improving our lives and the lives of others. It is our moral obligation to study and understand progress so that we can continue to make progress and improve the world.

However, progress is not guaranteed and is under threat. We need to share the story of progress, counter attacks against it, and advocate for progress as a crucial goal for humanity.

 

 

How do we move the needle on progress?

In order to improve human welfare we should focus on improving progress areas that have gone up in relative price, like health, housing, energy, and transportation/logistics.

Health

A radical rethinking of health is necessary for individual and societal betterment. We need to be much more aggressive on improving health productivity in order to improve the health of both individuals and society as a whole. We need to empower consumers, disintermediate the medical establishment, and focus more on public health and aging research.


Housing

Tackling housing affordability and availability with tech solutions. Zoning, permitting, parking requirements, and other land-use regulations are preventing the free market from providing housing that is more affordable in high-rent cities. City governments should liberalize land use regulations and incentivize density by replacing today’s property taxes with land value taxes. Additionally, the cost of construction could be reduced through the use of technology, such as robotics, new materials, and 3D printing.


Energy

Aiming for an abundance of clean, virtually free energy. Energy is an important part of the economy, accounting for about 12 percent of GDP. The goal for energy progress is to electrify all the things and produce unlimited clean energy too cheap to meter. Achieving this goal requires increasing investments into ambitious energy research and development (such as fusion energy), transition to electric cars, producing more clean energy, and increasing the efficiency of energy use.

We don’t want to ration our energy consumption, but rather make make energy “too cheap to meter” to create new possibilities for humanity. A sustainable world is not enough, as it would put an upper bound on humanity’s physical capabilities.


Transportation, Logistics, Infrastructure

Going beyond high-speed rail and autonomous cars.


Regulatory Reform

Radical innovation needs a regulatory environment to match. If we want to see progress, we need to invest in health, housing, energy, and transportation. These are all highly regulated sectors of the economy, and we need to address regulatory obstacles in order to make progress. Additionally, we need to focus on new companies operating in regulated spaces so that regulators feel a sense of urgency to reform.


We don’t want just sustainable, we want limitless. Let’s shift from a mindset of rationing to one of endless possibilities, fuelled by innovation that’s just as boundless.

Organizing framework for Progress by Jasmine Wang

What would studying progress entail, and require? Three questions seem fundamental:

Moral imperative for progress

Growth is good. It has alleviated human misery, improved human happiness and opportunity, and lengthened human lives. Wealthier societies are more stable, offer better living standards, produce better medicines, and ensure greater autonomy, greater fulfillment, and more sources of fun. If we want to continue on our trends of growth, every individual must become more concerned with the welfare of those around us.

Vaclav Smil argues that progress is not inevitable, but is instead contingent and often involves setbacks. He discusses different dimensions of progress, including economic, social, technological, and environmental progress, and explores growth in nature and society. A passionate advocate of quantitative analysis, Smil uses statistics to illustrate salient features of growth in all its terrestrial forms. He highlights some worrying cases of declining growth rates, including the decline of agricultural yields, and concludes that progress is ultimately a value judgment that we must make based on our own priorities and values.

 

Progress

 

Understanding stagnation and where we should rather desire progress?

Technological progress has slowed down in recent years, failing to meet the lofty expectations of the past. This is due to a number of factors, including the increasing cost of energy, over-finanzialiation, and the intransparency of the FDA. As a result, we have seen a regression to older technologies, such as coal, and a decline in the number of new blockbuster drugs.

In short, the idea that the future would be radically different than the present has not come to fruition, at least not yet. Centralization is once again the trend, though there is still potential for decentralization.

Despite scientific and technological progress, economic growth has been limited or nonexistent in the last few decades. This has been attributed to factors such as the oil crisis of the 1970s, globalization, and increased competition for limited resources.

In the last 50 years, there has been a lot of progress in information technology, but not as much in other areas.

People are overestimating the progress of AI. The most transformative change that is often discussed is self-driving cars, which would only replace 1% of the workforce at most. There is also a lack of ambition in the discussion of AI, if the most transformative change we can imagine is self-driving cars, then we are not thinking big enough.

“Why are certain things getting so much more expensive?”

Inflation

The chart illustrates the impact of innovation on the prices of various sectors in the economy. Sectors with technological advancement are represented by blue lines, indicating decreased prices and improved quality. In contrast, red lines represent heavily regulated sectors such as healthcare and education, where innovation is limited, and prices are increasing. These sectors are controlled by monopolies, oligopolies, and cartels, with formal government regulations, price fixing, and other barriers to change. The chart suggests that the lack of technological innovation in the red sectors allows these monopolies to lobby the government to maintain their profits. Consequently, technological change is essential in reducing prices and improving the quality of goods and services.

 

Understanding the potential causes of progress and stagnation

Overregulation, dysfunctional governance, and short-sighted venture capital are to blame for the Great Stagnation. Science has become politicized which has caused a decline in the quality of research.

Our culture is also one of the reasons for our stagnation. It’s a failure of imagination that is biased against technological progress. There is a absence of positive visions for the future with more dystopian than utopian movies.

Indefinite optimists believe that the future will be better, but don’t have a concrete plan for how to make it better. Indefinite pessimists believe that the future will be worse, but don’t have a concrete plan for how to prevent it from getting worse.

Our current culture is one of acceptance and denial, where people are not motivated to change the status quo. Our expectations are self-fulfilling; if we think something is impossible, it likely will be. To build a better future, we need to convince people that change is possible and get them to work on it.

“Thiel issues the challenge to think bigger, be a definite optimist, and be determined to shape the future to your vision, even if in a small way, make a plan, and do the work. Even if the universe is too big for most of us to make a dent in it, this approach has to be better than capitulating to indefinite cynicism about the future.”  

Human imitation can lead to both great innovation and insanity. Being original is difficult to achieve, and requires being comfortable being in the minority.

Risk is often seen as something that is out of our control and down to chance or luck. However not all risks are the same - some are worth taking, while others are not. For example, starting a startup or joining a scientific project has less downside than people expect.

 

The current dominant narrative surrounding scientific and technological progress is one of indefinite pessimism. We need to change our narrative to one of definite optimism in order to enable progress. We can change our attitude towards progress through media and concrete optimistic startups and research projects that serve as role models for a better future (eg. SpaceX, Moon Landing etc.).

 

The Great Stagnation?

What caused the Great Stagnation? What flatlined the Henry Adams Curve? Hall blames a number of political and cultural factors in “Wheres my flying car?”, including centralized funding, the burden of regulation, and the anti-technology counterculture. He argues that these factors have diverted human capital away from productive pursuits and into activities that do not contribute to technological progress.

Declining Biomedical R&D Productivity: Eroom’s Law:

Eroom’s Law is the observation that the cost of developing a new drug has been increasing at an exponential rate since the 1950s. The average cost of developing a new drug was $320 million in 2010, up from $80 million in 1980. The new version of the law, which includes the cost of clinical trials, puts the average cost at $2.6 billion. The law has been used to explain the high cost of prescription drugs and the lack of innovation in the pharmaceutical industry.

Erooms Law

 

Aviation

The top speeds that aircraft can reach have not increased in recent years, but we might briefly surpass the “Great Stagnation” in the aerospace industry due to the resurgence in aerospace technology development, driven by advances in materials and computing, the public’s and venture capitals increased willingness to accept technical risks, and the emergence of a new Great Power Competition as well as many upstarts with ambitious initiatives such asBoom Supersonic.

 

Construction

Construction has become more expensive and slower. The cost of land, labor, and materials has been on a steady rise inflation-adjusted. This can be seen in the increase in the cost of new residential construction, especially in urban areas.

Potential solutions to make construction faster and more affordable

 

Energy

The stagnation in energy progress is the biggest cause for concern, as the underlying driver of almost any progress (contributing as a big cost factor in everything from food, construction to compute). We need to improve energy r&d dramatically into bold new energy technologies towards decreasing cost and increasing sustainability and energy density. Nuclear power is the best option for meeting this need today, due to its high energy density and low cost (ideally fusion and other technologies soon).

The slow growth of sustainable energies and stagnation of nuclear power adoption is one sign of stagnation in energy progress.

Potential solutions

 

Nanotech

Nanotechnology is the study and application of technologies that operate at the nanoscale, which is the scale of atoms and molecules. Despite its potential, however, nanotechnology has not progressed as quickly as expected due to complex challenges and underfunding. To accelerate progress, we need to increase funding and support for nanotechnology research and development (R&D) and create an enabling environment for nanotechnology development. This could include initiatives that provide funding for R&D and support the development of nanotechnology infrastructure, as well as promoting collaboration and partnerships between different stakeholders.

Potential reasons for stagnation

1. Centralized funding

Centralized funding for research is often detrimental to innovation. He cites the example of nanotechnology, which he claims was killed by a storm of academic politics that followed the implementation of the National Nanotech Initiative. According to Hall, the initiative created a pot of money that attracted researchers from adjacent fields who rebranded their work as nanotech and attacked the original vision for the technology. As a result, the funding and credibility for true nanotech evaporated. Hall argues that centralized funding of an intellectual elite makes it easier for cadres, cliques, and the politically skilled to gain control of a field, and they by their nature are resistant to new, outside, non-Ptolemaic ideas. He concludes that the increasing centralization and bureaucratization of science and research funding is a major culprit in the slowdown of recent technological innovation.

2. Over-regulation

The burden of regulation in the US is a major obstacle to innovation, especially in the area of nuclear power. This burden is a result of the country’s tort system, which consumes about two percent of GDP. This system has a major negative impact on the economy, preventing the country’s most talented and motivated people from developing and manufacturing new products and technologies.

3. Counter-culture rejecting technology

The counterculture is a movement that arose in the late 1960s and was characterized by its rejection of traditional values and institutions. The counterculture saw technology and progress as threats to the natural world and sought to change society through activism. Science fiction played a role in shaping the counterculture’s view of the future, with many works of the genre depicting dystopian worlds. The reasons for the rise of the counterculture are complex, but may include a desire for self-actualization and a reaction to the closing of the frontier.  

Is increased progress increasing existential risks?

“It is not safe stagnation and risky growth that we must choose between; rather, it is stagnation that is risky and it is growth that leads to safety

“Faster economic growth could initially increase risk, as feared. But it will also help us get past this time of perils more quickly. When people are poor, they can’t focus on much beyond ensuring their own livelihoods. But as people grow richer, they start caring more about things like the environment and protecting against risks to life. And so, as economic growth makes people richer, they will invest more in safety, protecting against existential catastrophes. As technological innovation and our growing wealth has allowed us to conquer past threats to human life like smallpox, so can faster economic growth, in the long run, increase the overall chances of humanity’s survival.”

 

Some actions to advance progress

 

Some metrics to maximize?

Life + Flourishing

R&D, Intelligence, Energy, Climate etc.

Space + Beyond

What else?    

Some ambitious ideas

Energy Supply & Applications

  1. Synthetic Fuels: Develop next-gen synthetic fuels, maybe by Quantum Energy Harvesting.
  2. Polysilicon Production: Replace the Siemens process with a more advanced method.
  3. Solar Arrays: Flexible silicon solar arrays costing <$30k/MW.
  4. Nuclear Applications: Beyond “hot rock, boil water,” explore exotic matter energy storage.
  5. Weather Control & Geoengineering: Include satellites for targeted weather modulation.
  6. Carbon Capture: Accelerated weathering and carbon conversion plants.
  7. Fusion & Room Temperature Superconductors: The endgame for energy.

Ecological Restoration

  1. Low-Impact Metal Production: Pair with low-carbon synthetic liquid fuels.
  2. River-Scale Desalination: Make it efficient and low-cost.
  3. Restoration Projects: Aral Sea, Owens Lake, plus AI-driven ecological management.

Health & Longevity

  1. Immortality: Invest in AI-Driven Drug Discovery and Personalized Genomic Repair.
  2. Artificial Wombs: Perhaps a stepping stone to more advanced biological engineering.

Transport

  1. Electric Power Trains: For cars, small planes, and eventually space planes.
  2. VTOL & Drones: More efficient, quieter, and paired with better AI.
  3. Electric Flight: From long-range to solar to supersonic.
  4. Zeppelins & Electric Boats: Niche but useful, can be zero-carbon.

Manufacturing

  1. Atomic-level Technologies: 3D printing, deep-crust mining, and recycling.
  2. Compact Manufacturing: Full-stack production with fewer human inputs.
  3. Housing: Solve the shortage with AI-driven design and prefab tech.
  4. Programmable Matter: For next-level manufacturing and utility.

Space Exploration

  1. Starship & Moon/Mars Applications: Life support, fuel, heavy machinery, etc.
  2. Terraforming & Propulsion: From nuclear to antimatter, also include warp drive if possible.
  3. Resource Mining: Air, water, rock miners working in tandem with autonomous robots.
  4. Space Energy: Solar farms and maybe Dyson Sphere Prototypes.

Computing & Robotics

  1. Advanced AI: Aim for non-human consciousness.
  2. Brain-Machine Interface: Augment human capabilities for direct interaction with tech.
  3. Microbots: Brownian dust or autonomous dynamic lift transoceanic gliders.
  4. ASICs & Neuromorphic Chips: To speed up computation and enable smarter AIs.

X-Risks & Governance

  1. Sensor Networks: For pandemic prediction and mitigation.
  2. Asteroid Deflection: Proof-of-concept missions.
  3. AGI Governance: Develop models for managing trillion AIs with legal personhood.

Approaches to model bottlenecks for progress

Roadmapping bottlenecks to progress, and solving fixing

Outcome Graphs

The Outcomes Graph is a knowledge base that logs market and scientific research findings and points to the optimum path toward applying science to societal outcomes. The system is designed to recognise the important nodes and relationships in order to characterise outcomes with precision and granularity.

  1. The Outcomes graph is a tool for representing the state of the applied knowledge frontier, gauging critical pathways and bottlenecks, and finding opportunities to move the frontier forward through venture creation.

  2. The Outcomes graph is a way of representing knowledge that is composed of nodes (outcomes) and the relationships between them. These relationships can be logical (e.g. a constraint enables a solution) or dynamic (e.g. the AND/OR operators between outcomes).

  1. The Outcomes graph can be used to identify optimal paths to achieving high-impact ventures, by understanding the Necessity and Sufficiency of outcomes.

  2. The Outcomes graph can also be used to discover opportunities for combinatorial innovation, by identifying possible combinations of knowledge that have a high probability of achieving outcomes across completely unrelated knowledge silos.

 

Changing public goods funding mechanism

A lot of scientific and technological progress stems from what is public good science available to all of humanity, in many cases with intermediary value capture for the people patenting invention. Improving and changing the way public goods are funded could be one potential solution towards advancing progress:

 

Tech Trees

“While Civilization is just a game, the framework of tech trees can be helpful for thinking about scientific progress in the real world. Every technology can be seen through the lens of the foundational research that made it possible and the future discoveries it enables. However, there is one major difference between the game and reality: In the game, you can scroll to the end of the tech tree to decide whether going down a particular branch will pay dividends in the future. In the real world, the future is unknown, so it’s up to us to imagine new technologies.” – zackchiang.com/spatial-technologies-of-the-future/

   

Efforts to advance progress: Startups, Research, Policy, Tools, Funding etc.

   

Challenges to overcome to advance progress

   

Resources: Read more

   

 

Books

Courses/Communities

 

 

 

Support the field

Appendix

2021 Bottlenecks in Science and Technology Workshop by Jose Ricon

Our world has many problems that seem insurmountable, but with the right dedication and focus, anything is possible. Finding bottlenecks is not easy, its easy to say it’s due to over-regulation. At its sometimes easy to find a clear cause for any given bottleneck, making one wonder if it’s rather something upstream.

Something counts as a distinct bottleneck if it could be reasonably solved by a single project that includes all its “upstream” bottlenecks. Once bottlenecks are identified, doing something about them is a completely different issue. Some great efforts that go beyond problem finding and move into problem-solving include Fast Grants, a funding mechanism that supported scientists doing urgently needed research to address COVID-19, from clinical trials of repurposed drugs to the development of rapid tests. Another example is the concept of Focused Research Organizations, with two working examples focusing on connectomics and the study of non-model microbes. Focused Research Organizations are non-profit entities that are organized to pursue a given goal rather than blue skies research, akin to “mini Manhattan projects”.

The goal of this workshop was to help catalyze a network of like-minded individuals around the idea of bottleneck analysis in order to make progress on seemingly insurmountable problems.

Jeremy Nixon collected ideas for new institutions that might have incredibly beneficial counterfactual impact.

 

Still no great stagnation by José Ricon

Great stagnation is a misguided term insofar as it seems to nudge us towards thinking that everything is stagnating, when in reality, some things may be progressing while others are not. It could be that the science engine is running fine, but the transmission link between that and the rest of the economy has broken down.

“as far as we could see from public data, improvements in various technologies do not seem to be slowing down”

Great stagnation is a nebulous concept that is hard to define, and it is better to focus on specific problems in order to make progress.

 

Population growth and potential decline

This century, the world’s population is expected to stop growing for the first time in modern history. The main reason for this decrease is that global fertility rates are falling. The world’s population is projected to reach 10.9 billion by 2100. This is a big change from the current annual growth rate of 1-2%.

World population growth