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Hundreds of thousands of people are working on AI, some out of purpose, some for profit, many for both  but all striving to improve human life. The goal must be the same: the collective advancement of humanity.

No one should be left behind. We don’t need to complain about disruption; we need to architect the next phase of human–computer interaction and its impact on society.

The algorithmic reckoning is here. Governments must ensure that humans remain the ultimate beneficiaries. It’s time to define new metrics like a Human Impact Quotient (HIQ) to measure how each life is shaped by the rise of AI and how to compensate it. This is a serious matter that requires immediate attention.

Hundreds of thousands of people are working on AI, some out of purpose, some for profit, many for both but all striving to improve human life. The goal must be the same: the collective advancement of humanity. No one should be left behind. We don’t need to complain about disruption; we need to architect the next phase of human–computer interaction and its impact on society. The algorithmic reckoning is here. Governments must ensure that humans remain the ultimate beneficiaries. It’s time to define new metrics like a Human Impact Quotient (HIQ) to measure how each life is shaped by the rise of AI and how to compensate it. This is a serious matter that requires immediate attention.

Exploring science, cognition, AI, robotics, engineering, dynamical complex systems, more importantly life and beyond. Founder at https://t.co/RxBIw3OY9x.

avatar for Faruk Guney
Faruk Guney
Fri Nov 14 19:39:02
Some people here on X and elsewhere talk about AI as if it were a sentient being that emerged from data and models. It didn’t. It emerged from extraordinary engineering and it will take even greater engineering to reach the next leap: true continual (un)learning.

Some people here on X and elsewhere talk about AI as if it were a sentient being that emerged from data and models. It didn’t. It emerged from extraordinary engineering and it will take even greater engineering to reach the next leap: true continual (un)learning.

Exploring science, cognition, AI, robotics, engineering, dynamical complex systems, more importantly life and beyond. Founder at https://t.co/RxBIw3OY9x.

avatar for Faruk Guney
Faruk Guney
Fri Nov 14 19:30:34
RT @frankguney: @AndrewYNg Good take… Scaling AI eats, or will eat, most jobs. It’s basically an approximation machine that’s getting scale…

RT @frankguney: @AndrewYNg Good take… Scaling AI eats, or will eat, most jobs. It’s basically an approximation machine that’s getting scale…

Exploring science, cognition, AI, robotics, engineering, dynamical complex systems, more importantly life and beyond.

avatar for Faruk “Frank” Guney
Faruk “Frank” Guney
Thu Nov 13 23:27:14
Now that coding is almost out of our way thanks to vibe coding, teams of any scale can finally ship not just new products, but new research.

Innovation is being democratized right before our eyes.

Focus more on "concepts" and “methods” than "hard coding".

Now that coding is almost out of our way thanks to vibe coding, teams of any scale can finally ship not just new products, but new research. Innovation is being democratized right before our eyes. Focus more on "concepts" and “methods” than "hard coding".

Exploring science, cognition, AI, robotics, engineering, dynamical complex systems, more importantly life and beyond.

avatar for Faruk “Frank” Guney
Faruk “Frank” Guney
Thu Nov 13 23:04:25
We need “Continual Learning” that guarantees “editability” by surgically removing any content from AI models.

We need “Continual Learning” that guarantees “editability” by surgically removing any content from AI models.

Exploring science, cognition, AI, robotics, engineering, dynamical complex systems, more importantly life and beyond.

avatar for Faruk “Frank” Guney
Faruk “Frank” Guney
Thu Nov 13 22:58:54
Healthy dynamical complex systems don’t settle into a stable equilibrium; they surf a regulated critical regime, and dynamic pathologies arise when they’re not controlled back into that regime.

I would argue that this statement also holds true for most dynamic and complex system including large language models.

Healthy dynamical complex systems don’t settle into a stable equilibrium; they surf a regulated critical regime, and dynamic pathologies arise when they’re not controlled back into that regime. I would argue that this statement also holds true for most dynamic and complex system including large language models.

Exploring science, cognition, AI, robotics, engineering, dynamical complex systems, more importantly life and beyond.

avatar for Faruk “Frank” Guney
Faruk “Frank” Guney
Thu Nov 13 01:56:32
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