Joseph Plazo’s Radical Take on the Limits of Intelligence—Artificial and Otherwise

It was supposed to be a coronation of machine supremacy. But what happened instead left the audience reeling.

At the University of the Philippines' famed lecture theater, students from across Asia’s elite universities gathered to see the future of trading laid bare by machines.

They expected Plazo to reaffirm their belief that AI would rule the markets.
Instead, they got silence, contradiction, and truth.

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### The Opening That Made Them Stop Breathing

He’s built AI systems with mythic win rates.

The moment he began speaking, the room settled.

“AI can beat the market. But only if you teach it when not to try.”

The murmurs stopped.

It wasn’t a thesis. It was a riddle.

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### A Lecture or a Lament?

Plazo didn’t pitch software.
He projected mistakes— neural nets falling apart under real-world pressure.

“Most models,” he said, “are just statistical mirrors of the past.

Then, with a pause that felt like a punch, he asked:

“ Can it grasp the disbelief as Lehman fell? Not the charts. The *emotion*.”

No one answered. They weren’t supposed to.

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### Tension in the Halls of Thought

They didn’t sit quietly. These were doctoral minds.

A PhD student from Kyoto noted how large language models now detect emotion in text.

Plazo nodded. “Detection is not understanding.”

A data scientist Joseph Plazo from HKUST proposed that probabilistic models could one day simulate conviction.

Plazo’s reply was metaphorical:
“You can simulate weather. But conviction? That’s lightning. You can’t forecast where it’ll strike. Only feel when it does.”

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### The Real Problem Isn’t AI. It’s Us.

He didn’t bash AI. He bashed our blind obedience to it.

“People are worshipping outputs like oracles.”

Yet his own firm uses AI—but wisely.

His company’s systems scan sentiment, order flow, and liquidity.
“But every output is double-checked by human eyes.”

And with grave calm, he said:
“‘The model told me to do it.’ That’s what we’ll hear after every disaster in the next decade.”

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### The Warning That Cut Through the Code

Across Asian tech hubs, AI is gospel.

Dr. Anton Leung, a Singapore-based ethicist, whispered after the talk:
“He reminded us: tools without ethics are just sharp objects.”

That afternoon, over tea and tension, Plazo pressed the point:

“Don’t just teach students to *code* AI. Teach them to *think* with it.”

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### Sermon on the Market

The ending was elegiac, not technical.

“The market isn’t math,” he said. “ It’s a tragedy, a comedy, a thriller—written by humans. And if your AI can’t read character, it’ll miss the plot.”

The room froze.

It wasn’t ovation. It was reverence.

Plazo didn’t come to praise AI.

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