Who Owns AI-Generated Intellectual Property? A Thought Experiment
- Faisal Awartani

- Jan 8
- 2 min read
By Dr. Faisal Awartani (CEO)

Consider the following intellectual property scenario:
· IP₁ (V₁) represents an original intellectual product created and owned by Person P₁(e.g., a research paper, dataset, model, or proprietary report).
· IP₂ (V₂) represents a distinct intellectual product created and owned by Person P₂.
Each intellectual product can be abstracted as a knowledge vector:
V1=(x1,x2,x3) , V2=(y1,y2,y3)
Now, a third party, Person P₃, does not simply copy IP₁ or IP₂, but instead designs an intentional generative process (for example, through a GPT-based workflow) and produces a new intellectual product:
V3=w1*V1+w2*V2 , Where w1> 0, w2>0, w1+w2=1,
That is w1, w2 are the weights of the newly produced linear combination V3. Which is considered, from linear algebra perspective, a new element in the vector space of knowledge.
The result, IP₃ (V₃):
· Did not exist before
· Is not a replica of IP₁ or IP₂
· And becomes more valuable than either IP₁ or IP₂ for a specific scientific, commercial, or policy audience
The core question: Who owns IP₃?
Think of w₁ and w₂ as:
· Prompt engineering
· Model orchestration
· Fine-tuning decisions
· Editorial judgment
In AI-assisted scientific research, these weights represent human intellectual contribution, not automation.
My own position (open to debate):
If IP₃ results from a deliberate, creative, and non-trivial generative process, then ownership should lie primarily with the person who designed that process, not merely the owners of the source intellectual products.
Open Intellectual Challenge
This is not a theoretical puzzle. It directly affects:
· Authorship of AI-assisted scientific papers
· Ownership of GPT-generated reports and models
· Citation norms and academic integrity
· Innovation rights in data science and AI
Anyone who offers a clear, rigorous, and persuasive argument, legal, ethical, or methodological, will receive the Insights Prize for Innovation.




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