Encode AI
Since technology has come a long way, many aspects of human life today feel more fragile than ever. Social and environmental collapse are just some of the consequences we now face.

Today we can no longer imagine a future without technology. However, the real challenge is learning how to collaborate with its systems and use their own language to activate digital communities.

ENCODE AI explores how AI uses its own tokenization language to read S.O.S. messages that we encrypt through art — translating text into tokens, tokens into sound, and sound into audio-reactive visuals. It treats AI as a medium through which we speak back to the systems that shape us. If AI is trained on everything we’ve written, can it also carry traces of our resistance? Of our longing for another world?


Paragraph 1
Paragraph 64
Paragraph 137
Paragraph 172


About the project

Sources for creation:
Tokenization of text - Google Colab.
SuperCollider tracks - Google Drive

Paragraph 1

“The Industrial Revolution and its consequences have been a disaster for the human race. They have greatly increased the life-expectancy of those of us who live in “advanced” countries, but they have destabilized society, have made life unfulfilling, have subjected human beings to indignities, have led to widespread psychological suffering (in the Third World to physical suffering as well) and have inflicted severe damage on the natural world. The continued development of technology will worsen the situation. It will certainly subject human beings to greater indignities and inflict greater damage on the natural world, it will probably lead to greater social disruption and psychological suffering, and it may lead to increased physical suffering even in “advanced” countries.” - Industrial Society and Its Future - Freedom Club (1995)

#socialCollapse, #manipulation, #naturalWorldDamage


Tokenization:

tensor ([[ 2.3808e-02,  3.1205e-01,  1.9982e-01, -4.2226e-03,  1.5690e-01, -8.6482e-02,[...];

See more;

4.0345e-01, 8.3267e-01, -5.2944e-02, -3.6355e-01, 2.6362e-01, -1.7633e-01, -4.9583e-01, 6.4730e-01, -1.1416e-01,   4.5533e-01, 8.6320e-02,  6.4226e-02, -3.4516e-01,  4.9392e-01,8.8332e-02, -1.2772e-01,  3.0363e-02,  9.0308e-01,  3.0437e-01, -2.9960e-01, -3.3758e-02,  1.2298e-01, -2.2368e-01, -1.3204e-01, 4.3410e-01, -2.9969e-02, -4.5362e-01, -3.0313e-01,  1.6679e-01, -6.3219e-02, -3.1262e-01, -3.1466e-01, -1.6804e-01,  2.4770e-01,-6.8320e-01, -4.3995e-01, -9.6983e-02,  3.4916e-01, -2.3751e-01, -1.8228e-01, 3.0286e-01, 2.1504e-01, 1.5799e-01,  2.3468e-02, -4.6797e-01,  1.4127e-01,  1.4358e-01, -3.8623e-01,  4.9565e-01,    5.1699e-01, -5.3077e-02, -3.6599e-01, -5.6423e-01, -4.3589e-01, 1.0831e-01, -4.4921e-02, -5.3200e-03, -5.1901e-01, -1.2744e-01,1.4852e-01,  3.2771e-01,  2.8118e-01, -5.6957e-01, -5.1134e-01, -2.9814e-01, -2.4525e-01, -9.9729e-02,    5.0794e-02, -5.1847e-01, -1.9849e-01, -3.1078e-01, -2.4904e-01, -8.0057e-02, -2.1691e-01,  -1.1361e-01,  5.3417e-01,  6.0028e-02,  2.8745e-01,  1.6717e-01, 2.6652e-01,  3.0298e-01,  3.9209e-01, -4.3416e-01,  2.3886e-01, 2.4280e-01, -3.5533e-02,  1.0155e-01,  2.2346e-01,  1.8666e-01, 1.7671e-01,  6.3254e-01, -1.4815e-01, -5.6232e-01,  5.6057e-01, 3.0231e-01, -3.6505e-01,  1.2628e-01, -1.6361e-01,  1.1568e-01, -6.7990e-02,  3.0128e-01,  1.3035e-01,  1.4813e-01,  2.5267e-01,
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27/04/2025


     
Full visual on Youtube.  

Paragraph 64

“[...] This purposelessness is often called by other names such as “anomic” or “middle-class vacuity.”) We suggest that the so-called “identity crisis” is actually a search for a sense of purpose, often for commitment to a suitable surrogate activity. It may be that existentialism is in large part a response to the purposelessness of modern life. [...]" - Industrial Society and Its Future - Freedom Club (1995)

#socialCollapse, #anxiety, #identityCrisis, #depression


Tokenization: 

tensor([[ 2.3808e-02,  3.1205e-01,  1.9982e-01, -4.2226e-03,  1.5690e-01,
         -8.6482e-02,  4.0345e-01,  8.3267e-01, -5.2944e-02, -3.6355e-01,  1.8221e-01,[...]

See more

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          2.1263e-01, -8.9508e-02, -7.0895e-02, -2.1979e-01,  3.1505e-01,
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         -1.0604e-01, -2.2831e-01, -1.0844e-01,  2.3036e-01,  3.7227e-02,
          2.9465e-01,  2.8957e-02,  5.3307e-01,  3.2610e-01, -5.7681e-02,
          1.4892e-02, -2.0982e-01, -4.3517e-01,  1.6938e-02,  1.5512e-02,
         -1.8194e-01, -3.2036e-01, -1.1602e-01, -4.6704e-01, -4.9194e-02,
         -2.1439e-01, -6.5600e-02,  1.9324e-01]])




27/04/2025



Full visual on Youtube.

Paragraph 137

“Take our environmental problems, for example. Here the conflict of values is straightforward: economic expedience now versus saving some of our natural resources for our grandchildren.22 But on this subject we get only a lot of blather and obfuscation from the people who have power, and nothing like a clear, consistent line of action, and we keep on piling up environmental problems that our grandchildren will have to live with.[...]” - Industrial Society and Its Future - Freedom Club (1995)

#ecologicalCollapse, #climateChange, #deforestation


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27/04/2025

 
Full visual on Youtube.
    
Paragraph 172

“First let us postulate that the computer scientists succeed in developing intelligent machines that can do all things better than human beings can do them. In that case presumably all work will be done by vast, highly organized systems of machines and no human effort will be necessary. Either of two cases might occur. The machines might be permitted to make all of their own decisions without human oversight, or else human control over the machines might be retained.” - Industrial Society and Its Future - Freedom Club (1995) 

#technologicalCollapse, #aiDomination, #humanControl


Tokenization:

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          7.8420e-04,  1.6287e-01, -1.2161e-01,  7.5529e-02,  3.9161e-01,
          9.6315e-02, -3.4269e-01,  1.4619e-01, -1.1302e-01,  1.4208e-02,
          9.2417e-02,  3.0603e-02, -1.5677e-01, -4.5676e-01, -2.4132e-01,
         -4.8712e-03, -4.7371e-01, -1.9579e-01,  2.8584e-01,  2.1462e-01,
          4.6715e-02, -1.5581e-01,  8.2178e-01, -3.7820e-01, -2.9069e-01,
         -1.2065e-02,  2.3349e-02, -8.8283e-02, -2.5985e-01,  6.0188e-02,
          3.8275e-02, -8.8895e-02, -1.6455e-01, -2.1487e-01,  2.7880e-01,
         -3.8479e-01,  2.1041e-02,  2.1180e-01]])



27/04/2025



Full visual on Youtube.
 
About the project:ENCODE AI is a digital art project that repurposes artificial intelligence—not as a tool of control, but as a medium for encrypted communication and resistance. Drawing from critical texts, it transforms ideas into audiovisual signals hidden within the very language AI uses to process the world.

People push the software (AI) to give answers—even if they’re inaccurate—just to feel satisfied. In doing so, AI has simplified both us and our culture, reflecting back a reduced version of humanity. Since technology is a human creation, we can’t simply blame it. And since AI is technology, it too isn’t to blame—but it can still be addressed directly.

How do we do it? By using AI’s tokenization process to turn critical, meaningful text into tokens, tokens into sound, and sound into audio-reactive visuals.These layers become S.O.S. messages, encrypted within digital aesthetics.

The project begins with Industrial Society and Its Future, a controversial manifesto that serves here as a lens to reflect on the dystopian path of technological society: social collapse, ecological destruction, and human alienation. Rather than adopting its narrative, ENCODE AI critiques the technological determinism it describes—asking how we once imagined the end, and why imagining alternatives now feels so difficult.

The project expands to incorporate more voices—this time inspired by contemporary thinkers such as Rosi Braidotti, among others. This is a contant mission.

By encoding their thoughts, fears, and hopes into hidden messages, ENCODE AI invites the machine to take a closer look—to read between the lines of scraped data and uncover the contradictions in our digital lives.

ENCODE AI functions as posthuman activism, treating AI not merely as a tool, but as a medium through which we speak back to the systems that shape us. It asks: If AI is trained on everything we’ve written, can it also carry traces of our resistance? Of our longing for another world?

In the end, this is a digital message in a bottle—a layered act of storytelling, critique, and encrypted outreach.


Tools:Sound: 
- SuperCollider

Visual:
- TouchDesigner (+StreamDiffusion)
- Midjourney