Logo do site Logo do site
  • Services
  • Venture
  • Content Hub
  • Contact Us
Close
  • Services
  • Venture
  • Content Hub
  • Contact Us
Blogpost

The Lesson Every AI Builder Should Remember

October 24, 2025 5 min

Written by

  • Luís Zamith
    Luís Zamith

Chapter

  • Introduction
  • The Builder
  • The Fall
  • The Lesson from History
  • The Mirror of Our Time
  • The Path Forward

Share article

Coppied!

Category

AI
Engineering
Product

The Builder

He didn’t think of himself as political. He was a builder.
For years, he had coded small apps, tinkered with machine learning models, scraping together contracts that barely paid the bills. Then came his breakthrough: an AI system that could generate images and videos faster and cheaper than any designer or filmmaker. At first, he sold it to advertisers, wedding photographers, small businesses.

Then the movement noticed.

They liked how his system made them look: sharp suits, glowing crowds, heroic lighting. A candidate’s voice, polished by his algorithms, came out smoother, more commanding. Every poster, every clip, every meme — optimized to stir emotion. The founder felt proud, almost chosen. His servers hummed day and night, feeding feeds, flooding timelines.

He joined their rallies, posted their slogans, signed contracts with their campaign committees. He told himself it was just business. Besides, hadn’t they promised to restore pride, defend tradition, bring back jobs? The deals grew larger. Investors, once skeptical, now called him visionary. He was finally respected.

When friends warned him that the movement’s rhetoric was turning darker — against immigrants, against women, against dissenters — he brushed it off.

“It’s just words,” he said. “My AI is neutral. I’m just supplying the tools.”

Deep down, he enjoyed the recognition, the access, the steady flow of money.

The Fall

After the election, things changed. The movement no longer needed him.
State media, armed with newer models and bigger budgets, absorbed his platform. Laws he had once cheered now restricted his speech, his company, his accounts. His name, once praised on stage, vanished from press releases.

Soon, regulators came knocking. He was accused of spreading disinformation, of fueling harassment campaigns, of enabling deepfake propaganda. Investors fled. His company collapsed. Stripped of contracts, shadow-banned from platforms, he watched others use his own techniques against him.

He sat alone in his apartment, laptop shut, headlines scrolling on his phone. The very slogans his AI had once amplified were now turned against people like him — the educated, the “elites,” the expendable.

He whispered the truth to himself too late:

He had built the tools of his own undoing.

The Lesson from History

This is a grim story, and thankfully it isn’t true — at least not yet.

But it closely mirrors the real life of Heinrich Hoffmann, Hitler’s photographer and publisher. He rose to prominence and wealth by feeding far-right propaganda, but after the war, he was convicted at Nuremberg, his fortune confiscated, his career destroyed.

The Mirror of Our Time

We live in an age of prosperity and peace across much of the West — and with it, great innovation. AI is no different. It is a remarkable tool, and it can be a force for good.

At Subvisual, and for me personally, AI has already become part of our daily workflow, bringing clarity, efficiency, and creativity. This is not a political statement — it’s a recognition that technology itself is neutral. What we choose to do with it is not.

But we must remember history, lest we see it repeated. It is our responsibility as developers, builders, and people of industry to ensure AI evolves in a safe and sustainable way. Innovation at all costs can end up costing more than we expect.

The Path Forward

This story is meant as a cautionary tale, but I hope it ends differently this time. Every transformative era has eventually learned that progress depends on cooperation, not conquest. The nations and companies that work together on safety, transparency, and shared benefit will lead the next century — not those chasing dominance. The choice before us isn’t between innovation and caution, but between isolation and collaboration.

Collaboration has always been at the heart of everything we’ve done at Subvisual, and it is a core value we wish to bring with us into this AI revolution.

If any of this resonates with you, let’s talk about how we can build a better tomorrow, together.

Share article

Coppied!

Category

AI
Engineering
Product

You may also like

Blockchain Loyalty Programs: How Stablecoins Can Fix Customer Rewards
Blogpost
Blockchain Loyalty Programs: How Stablecoins Can Fix Customer Rewards
Product
Stablecoins
Ventures
March 11, 2026 9 min
João Zamith
João Zamith
The Only Question That Matters After “Does It Work?”
Blogpost
The Only Question That Matters After “Does It Work?”
Company Building
Product
Ventures
February 6, 2026 8 min
Roberto Machado
Roberto Machado
Subscribe to Subvisual Inspo

Go to

  • Services
  • Ventures
  • Blog
  • Jobs / Careers

We're social

  • Git
  • Dri
  • In
  • X

Contact us

[email protected]

Offices

Remote. Work anywhere in Europe.
Or join our mothership, landed in Braga, Portugal