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ai-economicsClear
The Economics of Recursive Self-Improvement [pdf]
recursive-self-improvementai-economicsai-agentsmachine-learning
Research

The Economics of Recursive Self-Improvement [pdf]

Recursive self-improvement in AI refers to systems that enhance their own capabilities through iterative learning and optimization. This concept presents potential economic implications, including shifts in labor markets and changes in productivity dynamics.

elasticity.institute

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

1 min

6d ago

GLM 5.2 and the coming AI margin collapse (part 1)Opinion

GLM 5.2 and the coming AI margin collapse

GLM 5.2 is anticipated to significantly impact AI economics, potentially leading to a collapse in profit margins within the industry. The DeepSeek R1 model previously prompted market concerns due to its training costs being estimated at under $6 million.

martinalderson.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

7 min

7/6/2026

Markets are competitive if and only if P != NP

Competitive market outcomes necessitate computational intractability, indicating that if P = NP, firms could effectively solve collusion detection problems. This efficiency would allow for sustainable collusion as an equilibrium in complex, noisy markets.

arxiv.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

2 min

7/3/2026

AI boom risks global financial crash, warn central bankersNews

AI boom risks global financial crash, warn central bankers

Central bankers warn that debt-fueled spending on AI could lead to a global financial crisis. The Bank for International Settlements (BIS) cites excessive investment in AI data centers and complex financial ties among AI companies and shadow banks as significant risks.

telegraph.co.uk

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

1 min

6/29/2026

AI's Affordability Crisis

Businesses are increasingly expressing concerns about the high costs associated with AI token usage. Estimates of the financial subsidy required to support these costs have varied significantly.

blog.dshr.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

9 min

6/23/2026

AI's Economics Don't Make Sense

AI's current economic models are questioned for their sustainability and viability. Detailed analyses focus on the financial dynamics of companies like NVIDIA, Anthropic, and OpenAI, exploring the broader implications of the AI industry.

wheresyoured.at

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

48 min

4/28/2026

The AI Layoff Trap

Rapid AI displacement of human workers can reduce consumer demand, negatively impacting firms. Competitive pressures lead firms to continue automating, resulting in excessive worker displacement beyond optimal levels.

arxiv.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

2 min

4/13/2026

The economics of software teams: Why most engineering orgs are flying blind

Most engineering organizations lack visibility into the financial metrics of their software teams, including the monthly costs and necessary revenue for economic viability. The emergence of large language models (LLMs) challenges the traditional view of large engineering headcounts as valuable assets.

viktorcessan.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

14 min

4/13/2026

The bridge to wealth is being pulled up with AI

Most inherited traits, such as intelligence and height, follow a Gaussian distribution, while wealth follows a power law. The top 1% of American households holds more wealth than the bottom 50% combined, with the mean wealth of the top 1% being five times greater.

danielhomola.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

41 min

3/24/2026

AI boom risks widening wealth divide, says BlackRock's Larry Fink

Larry Fink, CEO of BlackRock, warns that the artificial intelligence boom may exacerbate wealth inequality, benefiting only a select few companies and investors. He emphasizes the rapid investment in AI and its significance in the strategic competition between global powers like the US and China.

theguardian.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

3 min

3/23/2026

The Economics of Recursive Self-Improvement [pdf]

Recursive self-improvement in AI refers to systems that enhance their own capabilities through iterative learning and optimization. This concept presents potential economic implications, including shifts in labor markets and changes in productivity dynamics.

elasticity.institute

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

1 min

6d ago

Markets are competitive if and only if P != NP

Competitive market outcomes necessitate computational intractability, indicating that if P = NP, firms could effectively solve collusion detection problems. This efficiency would allow for sustainable collusion as an equilibrium in complex, noisy markets.

arxiv.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

2 min

7/3/2026

AI's Affordability Crisis

Businesses are increasingly expressing concerns about the high costs associated with AI token usage. Estimates of the financial subsidy required to support these costs have varied significantly.

blog.dshr.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

9 min

6/23/2026

The AI Layoff Trap

Rapid AI displacement of human workers can reduce consumer demand, negatively impacting firms. Competitive pressures lead firms to continue automating, resulting in excessive worker displacement beyond optimal levels.

arxiv.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

2 min

4/13/2026

The bridge to wealth is being pulled up with AI

Most inherited traits, such as intelligence and height, follow a Gaussian distribution, while wealth follows a power law. The top 1% of American households holds more wealth than the bottom 50% combined, with the mean wealth of the top 1% being five times greater.

danielhomola.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

41 min

3/24/2026

GLM 5.2 and the coming AI margin collapse

GLM 5.2 is anticipated to significantly impact AI economics, potentially leading to a collapse in profit margins within the industry. The DeepSeek R1 model previously prompted market concerns due to its training costs being estimated at under $6 million.

martinalderson.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

7 min

7/6/2026

AI boom risks global financial crash, warn central bankers

Central bankers warn that debt-fueled spending on AI could lead to a global financial crisis. The Bank for International Settlements (BIS) cites excessive investment in AI data centers and complex financial ties among AI companies and shadow banks as significant risks.

telegraph.co.uk

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

1 min

6/29/2026

AI's Economics Don't Make Sense

AI's current economic models are questioned for their sustainability and viability. Detailed analyses focus on the financial dynamics of companies like NVIDIA, Anthropic, and OpenAI, exploring the broader implications of the AI industry.

wheresyoured.at

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

48 min

4/28/2026

The economics of software teams: Why most engineering orgs are flying blind

Most engineering organizations lack visibility into the financial metrics of their software teams, including the monthly costs and necessary revenue for economic viability. The emergence of large language models (LLMs) challenges the traditional view of large engineering headcounts as valuable assets.

viktorcessan.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

14 min

4/13/2026

AI boom risks widening wealth divide, says BlackRock's Larry Fink

Larry Fink, CEO of BlackRock, warns that the artificial intelligence boom may exacerbate wealth inequality, benefiting only a select few companies and investors. He emphasizes the rapid investment in AI and its significance in the strategic competition between global powers like the US and China.

theguardian.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

3 min

3/23/2026

The Economics of Recursive Self-Improvement [pdf]

Recursive self-improvement in AI refers to systems that enhance their own capabilities through iterative learning and optimization. This concept presents potential economic implications, including shifts in labor markets and changes in productivity dynamics.

elasticity.institute

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

1 min

6d ago

AI boom risks global financial crash, warn central bankers

Central bankers warn that debt-fueled spending on AI could lead to a global financial crisis. The Bank for International Settlements (BIS) cites excessive investment in AI data centers and complex financial ties among AI companies and shadow banks as significant risks.

telegraph.co.uk

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

1 min

6/29/2026

The AI Layoff Trap

Rapid AI displacement of human workers can reduce consumer demand, negatively impacting firms. Competitive pressures lead firms to continue automating, resulting in excessive worker displacement beyond optimal levels.

arxiv.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

2 min

4/13/2026

AI boom risks widening wealth divide, says BlackRock's Larry Fink

Larry Fink, CEO of BlackRock, warns that the artificial intelligence boom may exacerbate wealth inequality, benefiting only a select few companies and investors. He emphasizes the rapid investment in AI and its significance in the strategic competition between global powers like the US and China.

theguardian.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

3 min

3/23/2026

GLM 5.2 and the coming AI margin collapse

GLM 5.2 is anticipated to significantly impact AI economics, potentially leading to a collapse in profit margins within the industry. The DeepSeek R1 model previously prompted market concerns due to its training costs being estimated at under $6 million.

martinalderson.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

7 min

7/6/2026

AI's Affordability Crisis

Businesses are increasingly expressing concerns about the high costs associated with AI token usage. Estimates of the financial subsidy required to support these costs have varied significantly.

blog.dshr.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

9 min

6/23/2026

The economics of software teams: Why most engineering orgs are flying blind

Most engineering organizations lack visibility into the financial metrics of their software teams, including the monthly costs and necessary revenue for economic viability. The emergence of large language models (LLMs) challenges the traditional view of large engineering headcounts as valuable assets.

viktorcessan.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

14 min

4/13/2026

Markets are competitive if and only if P != NP

Competitive market outcomes necessitate computational intractability, indicating that if P = NP, firms could effectively solve collusion detection problems. This efficiency would allow for sustainable collusion as an equilibrium in complex, noisy markets.

arxiv.org

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

2 min

7/3/2026

AI's Economics Don't Make Sense

AI's current economic models are questioned for their sustainability and viability. Detailed analyses focus on the financial dynamics of companies like NVIDIA, Anthropic, and OpenAI, exploring the broader implications of the AI industry.

wheresyoured.at

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

48 min

4/28/2026

The bridge to wealth is being pulled up with AI

Most inherited traits, such as intelligence and height, follow a Gaussian distribution, while wealth follows a power law. The top 1% of American households holds more wealth than the bottom 50% combined, with the mean wealth of the top 1% being five times greater.

danielhomola.com

πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

41 min

3/24/2026

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