Ary HH
@ary-hh.bsky.social
Theoretical Physics to Quantum AI Ethicist |
Coffee & deep thought in search for meaning between qubit & stars |
Open for Humane AI & High-tech Collaboration |
Coffee & deep thought in search for meaning between qubit & stars |
Open for Humane AI & High-tech Collaboration |
Pinned
Ary HH
@ary-hh.bsky.social
· 20d
GitHub - AryHHAry/CATERYA-Ethical-AI-Evaluation-Framework: Is your AI system trustworthy enough? CATERYA is an open-source toolkit that combines citation metrics, fork analysis, bias detection, and in...
Is your AI system trustworthy enough? CATERYA is an open-source toolkit that combines citation metrics, fork analysis, bias detection, and interpretability to assess the *trustworthiness* of AI mod...
github.com
Why did I create CATERYA as an open-source toolkit, not a ready-to-use application?
github.com/AryHHAry/CAT...
github.com/AryHHAry/CAT...
Ego Architecture in the Digital Age: A Systems Analysis
December 31, 2025 at 5:38 AM
Ego Architecture in the Digital Age: A Systems Analysis
Losing loved ones, watching the AI hype continue to reach absurd levels... I realized: time is like entropy, it can't be turned back.
December 31, 2025 at 4:01 AM
Losing loved ones, watching the AI hype continue to reach absurd levels... I realized: time is like entropy, it can't be turned back.
The differences about Artificial Intelligence vs Machine Learning vs Deep Learning
December 30, 2025 at 3:58 PM
The differences about Artificial Intelligence vs Machine Learning vs Deep Learning
ChatGPT vs Gemini vs Claude vs Grok 👇🏻
December 30, 2025 at 11:53 AM
ChatGPT vs Gemini vs Claude vs Grok 👇🏻
I'm sharing a free ebook I wrote myself while learning to write (English version) about AI algorithms and human consciousness.
After reading, I'm open to discussions or feedback.
I
"THE GOD ALGORITHM—When Logic Learns to Lie"
After reading, I'm open to discussions or feedback.
I
"THE GOD ALGORITHM—When Logic Learns to Lie"
December 20, 2025 at 10:01 AM
I'm sharing a free ebook I wrote myself while learning to write (English version) about AI algorithms and human consciousness.
After reading, I'm open to discussions or feedback.
I
"THE GOD ALGORITHM—When Logic Learns to Lie"
After reading, I'm open to discussions or feedback.
I
"THE GOD ALGORITHM—When Logic Learns to Lie"
Harari is right: AI is adept at detecting emotions through data patterns (often 80-95% accurate), but humans excel because they actually feel the emotions themselves.
AI is merely a mirror, not the one with the feelings.
AI is merely a mirror, not the one with the feelings.
December 17, 2025 at 3:06 AM
Harari is right: AI is adept at detecting emotions through data patterns (often 80-95% accurate), but humans excel because they actually feel the emotions themselves.
AI is merely a mirror, not the one with the feelings.
AI is merely a mirror, not the one with the feelings.
Sergey Brin's return to "founder mode" at Google AI was a good move.
Sundar Pichai quoted Brin as saying he coded frequently and together they observed the loss curve of AI models.
Sundar Pichai quoted Brin as saying he coded frequently and together they observed the loss curve of AI models.
December 14, 2025 at 6:19 AM
Sergey Brin's return to "founder mode" at Google AI was a good move.
Sundar Pichai quoted Brin as saying he coded frequently and together they observed the loss curve of AI models.
Sundar Pichai quoted Brin as saying he coded frequently and together they observed the loss curve of AI models.
Why did I create CATERYA as an open-source toolkit, not a ready-to-use application?
github.com/AryHHAry/CAT...
github.com/AryHHAry/CAT...
GitHub - AryHHAry/CATERYA-Ethical-AI-Evaluation-Framework: Is your AI system trustworthy enough? CATERYA is an open-source toolkit that combines citation metrics, fork analysis, bias detection, and in...
Is your AI system trustworthy enough? CATERYA is an open-source toolkit that combines citation metrics, fork analysis, bias detection, and interpretability to assess the *trustworthiness* of AI mod...
github.com
December 11, 2025 at 2:57 PM
Why did I create CATERYA as an open-source toolkit, not a ready-to-use application?
github.com/AryHHAry/CAT...
github.com/AryHHAry/CAT...
When I first started learning programming/coding... I forgot. I was forced to because I took Algorithms & Programming (semesters 3 & 4) and then Computational Physics (semesters 5 & 6).
If you're studying independently, try:
- Determine your goal (web, application, data science)
If you're studying independently, try:
- Determine your goal (web, application, data science)
December 11, 2025 at 11:08 AM
When I first started learning programming/coding... I forgot. I was forced to because I took Algorithms & Programming (semesters 3 & 4) and then Computational Physics (semesters 5 & 6).
If you're studying independently, try:
- Determine your goal (web, application, data science)
If you're studying independently, try:
- Determine your goal (web, application, data science)
CATERYA is a new open-source Python toolkit (launched Dec 2025) for quantifiably measuring AI trustworthiness through four pillars:
- Bias & Fairness
- Interpretability
- Robustness
- Repository Provenance
github.com/AryHHAry/CAT...
- Bias & Fairness
- Interpretability
- Robustness
- Repository Provenance
github.com/AryHHAry/CAT...
December 11, 2025 at 7:21 AM
CATERYA is a new open-source Python toolkit (launched Dec 2025) for quantifiably measuring AI trustworthiness through four pillars:
- Bias & Fairness
- Interpretability
- Robustness
- Repository Provenance
github.com/AryHHAry/CAT...
- Bias & Fairness
- Interpretability
- Robustness
- Repository Provenance
github.com/AryHHAry/CAT...
2025 finally has a tool that assesses AI not just "how fair it is," but "how trustworthy it is from end to end", including whether its repositories are truly human-auditable.
github.com/AryHHAry/CAT...
github.com/AryHHAry/CAT...
GitHub - AryHHAry/CATERYA-Ethical-AI-Evaluation-Framework: Is your AI system trustworthy enough for a farmer in Lampung, a regulator in Jakarta, and a researcher in Oxford? CATERYA is an open-source t...
Is your AI system trustworthy enough for a farmer in Lampung, a regulator in Jakarta, and a researcher in Oxford? CATERYA is an open-source toolkit that combines citation metrics, fork analysis, bi...
github.com
December 10, 2025 at 6:29 AM
2025 finally has a tool that assesses AI not just "how fair it is," but "how trustworthy it is from end to end", including whether its repositories are truly human-auditable.
github.com/AryHHAry/CAT...
github.com/AryHHAry/CAT...
Elon Musk dreams of humans being free from work because robots and AI are giving everything away for free.
But at night he wakes up sweating, afraid that the same AI will wipe us all out.
So: AI is heaven or the grave?
He created both himself, and he still can't decide.
But at night he wakes up sweating, afraid that the same AI will wipe us all out.
So: AI is heaven or the grave?
He created both himself, and he still can't decide.
December 10, 2025 at 2:25 AM
Elon Musk dreams of humans being free from work because robots and AI are giving everything away for free.
But at night he wakes up sweating, afraid that the same AI will wipe us all out.
So: AI is heaven or the grave?
He created both himself, and he still can't decide.
But at night he wakes up sweating, afraid that the same AI will wipe us all out.
So: AI is heaven or the grave?
He created both himself, and he still can't decide.
Hinton: "AI isn't a bubble, but society will collapse if there's no redistribution of wealth."
Efficiency increases 10x, the workforce is cut by 70%, & the consumer market collapses because people have no money.
What's left are a handful of giant corporations & increasingly wealthy billionaires.
Efficiency increases 10x, the workforce is cut by 70%, & the consumer market collapses because people have no money.
What's left are a handful of giant corporations & increasingly wealthy billionaires.
December 9, 2025 at 11:10 PM
Hinton: "AI isn't a bubble, but society will collapse if there's no redistribution of wealth."
Efficiency increases 10x, the workforce is cut by 70%, & the consumer market collapses because people have no money.
What's left are a handful of giant corporations & increasingly wealthy billionaires.
Efficiency increases 10x, the workforce is cut by 70%, & the consumer market collapses because people have no money.
What's left are a handful of giant corporations & increasingly wealthy billionaires.
Our cars now have brains 50,000x more powerful than the computers that landed humans on the Moon.. but they still can’t understand that a 10-minute turn signal means “sorry, wrong lane.”
If we trust AI that is smart to break in the rain, why are we afraid it will take over the world?
If we trust AI that is smart to break in the rain, why are we afraid it will take over the world?
December 9, 2025 at 1:15 PM
Our cars now have brains 50,000x more powerful than the computers that landed humans on the Moon.. but they still can’t understand that a 10-minute turn signal means “sorry, wrong lane.”
If we trust AI that is smart to break in the rain, why are we afraid it will take over the world?
If we trust AI that is smart to break in the rain, why are we afraid it will take over the world?
NISQ is no longer “noisy junk”. It turns out it’s noisy enough to give birth to phases of matter that don’t exist in classical physics: time crystals that tick forever and many-body localization that resists heat death.
December 9, 2025 at 12:57 PM
NISQ is no longer “noisy junk”. It turns out it’s noisy enough to give birth to phases of matter that don’t exist in classical physics: time crystals that tick forever and many-body localization that resists heat death.
DeepSeek-R1 just proved: world-class reasoning can be born from pure Reinforcement Learning (RL), without supervised fine-tuning or OpenAI-style synthetic data.
Open-source, 1.5B-70B, beats o1 & Claude 3.5 in MATH and code.
Open-source, 1.5B-70B, beats o1 & Claude 3.5 in MATH and code.
December 9, 2025 at 12:34 PM
DeepSeek-R1 just proved: world-class reasoning can be born from pure Reinforcement Learning (RL), without supervised fine-tuning or OpenAI-style synthetic data.
Open-source, 1.5B-70B, beats o1 & Claude 3.5 in MATH and code.
Open-source, 1.5B-70B, beats o1 & Claude 3.5 in MATH and code.
“What does it mean to trust a machine? If trust is a relation, then we must measure its shape.”
A practical and philosophical question for AI evaluation design.
github.com/AryHHAry/CAT...
A practical and philosophical question for AI evaluation design.
github.com/AryHHAry/CAT...
GitHub - AryHHAry/CATERYA-Ethical-AI-Evaluation-Framework: Is your AI system trustworthy enough for a farmer in Lampung, a regulator in Jakarta, and a researcher in Oxford? CATERYA is an open-source t...
Is your AI system trustworthy enough for a farmer in Lampung, a regulator in Jakarta, and a researcher in Oxford? CATERYA is an open-source toolkit that combines citation metrics, fork analysis, bi...
github.com
December 9, 2025 at 10:42 AM
“What does it mean to trust a machine? If trust is a relation, then we must measure its shape.”
A practical and philosophical question for AI evaluation design.
github.com/AryHHAry/CAT...
A practical and philosophical question for AI evaluation design.
github.com/AryHHAry/CAT...
Sustainable AI is not about making machines smarter, but about making civilization more stable.
December 9, 2025 at 9:57 AM
Sustainable AI is not about making machines smarter, but about making civilization more stable.
Linus Torvalds (the creator of Linux) said AI is a hype bubble but will change the way programmers work from "vibe coding" (relaxed coding with prompts) to high productivity. But he agrees that vibe coding is fun for beginners, but the code is difficult to maintain.
December 9, 2025 at 8:01 AM
Linus Torvalds (the creator of Linux) said AI is a hype bubble but will change the way programmers work from "vibe coding" (relaxed coding with prompts) to high productivity. But he agrees that vibe coding is fun for beginners, but the code is difficult to maintain.
Hawking & Hertog killed the multiverse with one devastating blow: our universe is not one of trillions of random possibilities, but the only one “chosen” by our own observations from the future to the past.
December 8, 2025 at 3:55 PM
Hawking & Hertog killed the multiverse with one devastating blow: our universe is not one of trillions of random possibilities, but the only one “chosen” by our own observations from the future to the past.
2026: It's no longer "robots are coming," but "robots are already lining up at the factory doors."
December 8, 2025 at 12:46 PM
2026: It's no longer "robots are coming," but "robots are already lining up at the factory doors."
The more experience you have, the less code you write.. and the shorter the algorithms you run.
December 8, 2025 at 12:26 PM
The more experience you have, the less code you write.. and the shorter the algorithms you run.
Jensen Huang says that in 10 years, the AI in your phone will only consume as much power as an LED light, but now we need a nuclear reactor the size of a warehouse to power a single GPT cluster.
Chips are already insanely fast, and electricity is the main bottleneck.
Chips are already insanely fast, and electricity is the main bottleneck.
December 8, 2025 at 9:28 AM
Jensen Huang says that in 10 years, the AI in your phone will only consume as much power as an LED light, but now we need a nuclear reactor the size of a warehouse to power a single GPT cluster.
Chips are already insanely fast, and electricity is the main bottleneck.
Chips are already insanely fast, and electricity is the main bottleneck.
Astrophysics is more than just telescope observation; it is the art of understanding how energy, matter, and space-time interact to create the reality we experience. The Big Bang, cosmic expansion, dark energy, these are all elements of a larger narrative.
December 7, 2025 at 2:39 PM
Astrophysics is more than just telescope observation; it is the art of understanding how energy, matter, and space-time interact to create the reality we experience. The Big Bang, cosmic expansion, dark energy, these are all elements of a larger narrative.
10⁻⁴³ seconds after the Big Bang -> Planck time -> the limit where the laws of classical physics collapse, information can only be stored in qubits.
December 7, 2025 at 1:51 PM
10⁻⁴³ seconds after the Big Bang -> Planck time -> the limit where the laws of classical physics collapse, information can only be stored in qubits.