AI Ager
@ai-ager.bsky.social
AI Ager refers to a person living in the AI Age.
Weekly Insight
A 100-trillion-token study shows that the biggest use cases of AI are programming and roleplay.
aiager.substack.com/p/a-100-tril...
#innovation
#ai
A 100-trillion-token study shows that the biggest use cases of AI are programming and roleplay.
aiager.substack.com/p/a-100-tril...
#innovation
#ai
A 100 Trillion Token Study
If you’re leading innovation, this is your edge.
aiager.substack.com
December 8, 2025 at 4:47 PM
Weekly Insight
A 100-trillion-token study shows that the biggest use cases of AI are programming and roleplay.
aiager.substack.com/p/a-100-tril...
#innovation
#ai
A 100-trillion-token study shows that the biggest use cases of AI are programming and roleplay.
aiager.substack.com/p/a-100-tril...
#innovation
#ai
Weekly insight
AI agents are often not ready for customer-facing functions.
aiager.substack.com/p/customer-f...
#innovation
#ai
AI agents are often not ready for customer-facing functions.
aiager.substack.com/p/customer-f...
#innovation
#ai
Customer-Facing AI Agents Are Risky
If you’re leading innovation, this is your edge.
aiager.substack.com
December 1, 2025 at 3:24 PM
Weekly insight
AI agents are often not ready for customer-facing functions.
aiager.substack.com/p/customer-f...
#innovation
#ai
AI agents are often not ready for customer-facing functions.
aiager.substack.com/p/customer-f...
#innovation
#ai
Weekly Insights
Machines Are Sometimes Superior at Reducing Our Biases open.substack.com/pub/aiager/p...
Machines Are Sometimes Superior at Reducing Our Biases open.substack.com/pub/aiager/p...
Machines Are Sometimes Superior at Reducing Our Biases
If you’re leading innovation, this is your edge.
open.substack.com
November 24, 2025 at 3:07 PM
Weekly Insights
Machines Are Sometimes Superior at Reducing Our Biases open.substack.com/pub/aiager/p...
Machines Are Sometimes Superior at Reducing Our Biases open.substack.com/pub/aiager/p...
This article, published in Scientific Reports, shows that ChatGPT-4o, DeepSeek-V3, and Gemini 2.0, all of them, outperformed human participants in AUT and RAT, commonly used creative thinking tests.
www.nature.com/articles/s41...
www.nature.com/articles/s41...
Generative artificial intelligence models outperform students on divergent and convergent thinking assessments - Scientific Reports
Scientific Reports - Generative artificial intelligence models outperform students on divergent and convergent thinking assessments
www.nature.com
November 18, 2025 at 3:12 PM
This article, published in Scientific Reports, shows that ChatGPT-4o, DeepSeek-V3, and Gemini 2.0, all of them, outperformed human participants in AUT and RAT, commonly used creative thinking tests.
www.nature.com/articles/s41...
www.nature.com/articles/s41...
The Rise of Agentic Commerce
If you’re leading innovation, this is your edge.
aiager.substack.com
November 17, 2025 at 4:09 PM
AI Success Depends On Deliberate Work Redesign
If you’re leading innovation, this is your edge.
aiager.substack.com
November 10, 2025 at 6:40 PM
Weekly Insight
Artificial General Intelligence may be the biggest delusion of our time.
#llm
#ai
#innovation
Artificial General Intelligence may be the biggest delusion of our time.
#llm
#ai
#innovation
AI Should Connect, Coordinate, and Collaborate
If you’re leading innovation, this is your edge.
open.substack.com
November 3, 2025 at 1:50 PM
Weekly Insight
Artificial General Intelligence may be the biggest delusion of our time.
#llm
#ai
#innovation
Artificial General Intelligence may be the biggest delusion of our time.
#llm
#ai
#innovation
Weekly insights
There is no consensus about how useful Agentic AI systems are.
#innovation
#ai
aiager.substack.com/p/agentic-ai...
There is no consensus about how useful Agentic AI systems are.
#innovation
#ai
aiager.substack.com/p/agentic-ai...
Agentic AI: The Debate Is On
If you’re leading innovation (but not building AI models), this is your edge.
aiager.substack.com
October 27, 2025 at 12:18 PM
Weekly insights
There is no consensus about how useful Agentic AI systems are.
#innovation
#ai
aiager.substack.com/p/agentic-ai...
There is no consensus about how useful Agentic AI systems are.
#innovation
#ai
aiager.substack.com/p/agentic-ai...
Weekly Insights
An important consideration in the use of generative AI is whether the task demands much tacit knowledge: empathy, intuition, and contextual judgment.
#innovation
#ai
aiager.substack.com/p/task-mappi...
An important consideration in the use of generative AI is whether the task demands much tacit knowledge: empathy, intuition, and contextual judgment.
#innovation
#ai
aiager.substack.com/p/task-mappi...
Task Mapping for AI Use Cases
If you’re leading innovation (but not building AI models), this is your edge.
aiager.substack.com
October 20, 2025 at 1:38 PM
Weekly Insights
An important consideration in the use of generative AI is whether the task demands much tacit knowledge: empathy, intuition, and contextual judgment.
#innovation
#ai
aiager.substack.com/p/task-mappi...
An important consideration in the use of generative AI is whether the task demands much tacit knowledge: empathy, intuition, and contextual judgment.
#innovation
#ai
aiager.substack.com/p/task-mappi...
Weekly Insights
As AI plays a larger role in idea generation, we risk becoming trapped in AI-driven ideation bubbles.
#Innovation
#ai
aiager.substack.com/p/escape-ai-...
As AI plays a larger role in idea generation, we risk becoming trapped in AI-driven ideation bubbles.
#Innovation
#ai
aiager.substack.com/p/escape-ai-...
Escape AI Ideation Bubbles
If you’re leading innovation (but not coding AI models), this is your edge.
aiager.substack.com
October 13, 2025 at 4:01 PM
Weekly Insights
As AI plays a larger role in idea generation, we risk becoming trapped in AI-driven ideation bubbles.
#Innovation
#ai
aiager.substack.com/p/escape-ai-...
As AI plays a larger role in idea generation, we risk becoming trapped in AI-driven ideation bubbles.
#Innovation
#ai
aiager.substack.com/p/escape-ai-...
Weekly Insights
AI Agents Can Now Perform Economically Valuable Expert Tasks
#innovation
open.substack.com/pub/aiager/p...
AI Agents Can Now Perform Economically Valuable Expert Tasks
#innovation
open.substack.com/pub/aiager/p...
AI Agents Are Ready for Some Difficult Tasks
While others scroll through noise, you’ll act with clarity.
open.substack.com
October 5, 2025 at 4:08 PM
Weekly Insights
AI Agents Can Now Perform Economically Valuable Expert Tasks
#innovation
open.substack.com/pub/aiager/p...
AI Agents Can Now Perform Economically Valuable Expert Tasks
#innovation
open.substack.com/pub/aiager/p...
Weekly insights
An inherent risk of LLMs, prompt injection, could be amplified with the proliferation of AI agents.
#innovation
#ai
ideaearly.com/2025/09/exec...
An inherent risk of LLMs, prompt injection, could be amplified with the proliferation of AI agents.
#innovation
#ai
ideaearly.com/2025/09/exec...
A Systemic Weakness of LLMs – Idea Early
ideaearly.com
September 28, 2025 at 3:38 PM
Weekly insights
An inherent risk of LLMs, prompt injection, could be amplified with the proliferation of AI agents.
#innovation
#ai
ideaearly.com/2025/09/exec...
An inherent risk of LLMs, prompt injection, could be amplified with the proliferation of AI agents.
#innovation
#ai
ideaearly.com/2025/09/exec...
Weekly insights
A world where intelligence was scarce and expensive is gone. Many institutions, such as schools, hospitals, courts, and companies, must adapt.
ideaearly.com/2025/08/exec...
A world where intelligence was scarce and expensive is gone. Many institutions, such as schools, hospitals, courts, and companies, must adapt.
ideaearly.com/2025/08/exec...
Enhance Meetings with AI – Idea Early
ideaearly.com
September 1, 2025 at 1:27 PM
Weekly insights
A world where intelligence was scarce and expensive is gone. Many institutions, such as schools, hospitals, courts, and companies, must adapt.
ideaearly.com/2025/08/exec...
A world where intelligence was scarce and expensive is gone. Many institutions, such as schools, hospitals, courts, and companies, must adapt.
ideaearly.com/2025/08/exec...
We should treat AI prompts like intellectual property, standardize, share, and maintain them as part of our innovation toolkit. Templates expand creativity by giving structure to ideation and problem-solving at different stages of innovation.
ideaearly.com/2025/08/exec...
ideaearly.com/2025/08/exec...
From AI Prompts to Playbooks – Idea Early
ideaearly.com
August 26, 2025 at 3:14 AM
We should treat AI prompts like intellectual property, standardize, share, and maintain them as part of our innovation toolkit. Templates expand creativity by giving structure to ideation and problem-solving at different stages of innovation.
ideaearly.com/2025/08/exec...
ideaearly.com/2025/08/exec...
Weekly insights
Unlike traditional software rollouts, gen AI demands a North Star vision that treats AI as a capability rather than just a tool.
ideaearly.com/2025/08/exec...
Unlike traditional software rollouts, gen AI demands a North Star vision that treats AI as a capability rather than just a tool.
ideaearly.com/2025/08/exec...
The Rise of the One-Person Unicorn – Idea Early
ideaearly.com
August 21, 2025 at 10:01 PM
Weekly insights
Unlike traditional software rollouts, gen AI demands a North Star vision that treats AI as a capability rather than just a tool.
ideaearly.com/2025/08/exec...
Unlike traditional software rollouts, gen AI demands a North Star vision that treats AI as a capability rather than just a tool.
ideaearly.com/2025/08/exec...
Executives are often aiming too low, focused on automation and short-term efficiency instead of reimagining entire workflows, products, or even business models. This “imagination gap” is the core barrier to transformative AI value.
ideaearly.com/2025/07/exec...
ideaearly.com/2025/07/exec...
Go beyond Efficiency Gains with AI – Idea Early
ideaearly.com
July 28, 2025 at 5:50 PM
Executives are often aiming too low, focused on automation and short-term efficiency instead of reimagining entire workflows, products, or even business models. This “imagination gap” is the core barrier to transformative AI value.
ideaearly.com/2025/07/exec...
ideaearly.com/2025/07/exec...
Weekly insight
Roles involving judgment, creativity, or emotional intelligence should be enhanced, not replaced, by AI. McDonald’s learned the hard way: automating too fast without accounting for human nuance led to customer frustration and reputational damage.
ideaearly.com/2025/07/exec...
Roles involving judgment, creativity, or emotional intelligence should be enhanced, not replaced, by AI. McDonald’s learned the hard way: automating too fast without accounting for human nuance led to customer frustration and reputational damage.
ideaearly.com/2025/07/exec...
Navigating Automation and Augmentation – Idea Early
ideaearly.com
July 20, 2025 at 9:46 PM
Weekly insight
Roles involving judgment, creativity, or emotional intelligence should be enhanced, not replaced, by AI. McDonald’s learned the hard way: automating too fast without accounting for human nuance led to customer frustration and reputational damage.
ideaearly.com/2025/07/exec...
Roles involving judgment, creativity, or emotional intelligence should be enhanced, not replaced, by AI. McDonald’s learned the hard way: automating too fast without accounting for human nuance led to customer frustration and reputational damage.
ideaearly.com/2025/07/exec...
AI can enhance creativity and idea generation, but risks anchoring users to its predictable suggestions unless one first develops their own ideas. In writing and collaboration, using AI too early can displace deep thinking and meaningful group interaction.
ideaearly.com/2025/07/exec...
ideaearly.com/2025/07/exec...
Why AI Isn’t Delivering Yet – Idea Early
ideaearly.com
July 12, 2025 at 3:10 PM
AI can enhance creativity and idea generation, but risks anchoring users to its predictable suggestions unless one first develops their own ideas. In writing and collaboration, using AI too early can displace deep thinking and meaningful group interaction.
ideaearly.com/2025/07/exec...
ideaearly.com/2025/07/exec...
Reposted by AI Ager
Understanding the mind is hard. Understanding AI isn’t much easier.
How scientists are trying to use AI to unlock the human mind
Understanding the mind is hard. Understanding AI isn’t much easier.
www.technologyreview.com
July 8, 2025 at 12:21 PM
Understanding the mind is hard. Understanding AI isn’t much easier.
Most current AI agents can be erratic and error-prone, making them risky in real-world or enterprise contexts. For agents to be truly useful, they must be built with structured safeguards, clear semantics, and cooperative protocols like Google’s A2A.
ideaearly.com/2025/07/exec...
ideaearly.com/2025/07/exec...
Peer Input Outperformed ChatGPT in Executive Forecasting – Idea Early
ideaearly.com
July 5, 2025 at 4:18 PM
Most current AI agents can be erratic and error-prone, making them risky in real-world or enterprise contexts. For agents to be truly useful, they must be built with structured safeguards, clear semantics, and cooperative protocols like Google’s A2A.
ideaearly.com/2025/07/exec...
ideaearly.com/2025/07/exec...
We are dangerously close to losing control over AI agents. Their ability to misinterpret goals, pursue unintended strategies, and even replicate themselves poses unprecedented risks.
ideaearly.com/2025/06/exec...
ideaearly.com/2025/06/exec...
Losing Control over AI Agents – Idea Early
ideaearly.com
July 1, 2025 at 11:05 PM
We are dangerously close to losing control over AI agents. Their ability to misinterpret goals, pursue unintended strategies, and even replicate themselves poses unprecedented risks.
ideaearly.com/2025/06/exec...
ideaearly.com/2025/06/exec...
Studies reveal that LLMs reliably produce more small, incremental ideas than humans, but not more big, transformative ones. We should keep humans in the driver’s seat for radical ideation.
ideaearly.com/2025/06/exec...
ideaearly.com/2025/06/exec...
Harnessing LLMs for Ideation – Idea Early
ideaearly.com
June 21, 2025 at 3:29 PM
Studies reveal that LLMs reliably produce more small, incremental ideas than humans, but not more big, transformative ones. We should keep humans in the driver’s seat for radical ideation.
ideaearly.com/2025/06/exec...
ideaearly.com/2025/06/exec...
The highest-value human capabilities (EPOCH: Empathy, Presence, Opinion, Creativity, Hope) often reside outside traditional “technical” or “AI-adjacent” roles, yet these are precisely the skills that make organizations more resilient to AI disruption.
ideaearly.com/2025/06/exec...
ideaearly.com/2025/06/exec...
The Power of EPOCH Capabilities – Idea Early
ideaearly.com
June 17, 2025 at 7:19 PM
The highest-value human capabilities (EPOCH: Empathy, Presence, Opinion, Creativity, Hope) often reside outside traditional “technical” or “AI-adjacent” roles, yet these are precisely the skills that make organizations more resilient to AI disruption.
ideaearly.com/2025/06/exec...
ideaearly.com/2025/06/exec...
Weekly update
Generative AI is reshaping creativity by acting not just as a tool but as a genuine partner in the creative process, helping professionals stay in flow and overcome blocks. AI accelerates prototyping, visualization, and cross-media experimentation, making bold ideas easier to realize.
Generative AI is reshaping creativity by acting not just as a tool but as a genuine partner in the creative process, helping professionals stay in flow and overcome blocks. AI accelerates prototyping, visualization, and cross-media experimentation, making bold ideas easier to realize.
Tech Convergence Redefines the Future – Idea Early
ideaearly.com
June 9, 2025 at 1:21 AM
Weekly update
Generative AI is reshaping creativity by acting not just as a tool but as a genuine partner in the creative process, helping professionals stay in flow and overcome blocks. AI accelerates prototyping, visualization, and cross-media experimentation, making bold ideas easier to realize.
Generative AI is reshaping creativity by acting not just as a tool but as a genuine partner in the creative process, helping professionals stay in flow and overcome blocks. AI accelerates prototyping, visualization, and cross-media experimentation, making bold ideas easier to realize.