Software

InfraNodus @ CCC | 12/23

For the occasion of the 37th Chaos Computer Club congress in Hamburg, Germany, I presented a methodology for creative thinking that uses a combination of knowledge graphs and LLMs. The core of the approach is in detecting a structural gap in ideas using a knowledge graph and then using LLMs to generate an idea that bridges this gap in an interesting way. This algorithm is now implemented in InfraNodus thinking tool and is also available via API to help algorithms think creatively.      ...

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Visual AI Thinking Tool @ YouTube | 10/23

This video, which was watched more than 600 000 times in the first 3 months, presents a method for visual thinking using knowledge graphs and AI. The approach is based on using a knowledge graph to gradually build your idea, focusing on the blind spots in your thinking. Once a gap is identified, the user can generate a research question using an LLM to bridge this gap and to come up with a new idea. This way, AI is not used to think for us, but, rather, with us, augmenting our thinking capacity rather than replacing it. This methodology is implemented into InfraNodus visual thinking tool, which is available online.   You can watch the full video presentation below: ...

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InfraNodus @ Internet | 05/2023

During the spring of 2023, I've been working on developing the AI module inside InfraNodus. My focus was on helping it avoid coming up with generic questions and developing a version of AI that could help people explore the hidden parts of any discourse, beyond the periphery of the knowledge, helping to fill the gaps between ideas. Most of the existing tools, like ChatGPT and others, are too focused on providing a concrete answer, which is often reductive and touches upon the main ideas. I thought it would be a pity if AI is used to come up with the most predictable things. My interest was to make it come up with unpredictable, help us stimulate our imagination in the directions we would not normally take. So my intention was to develop a tool that would combine data science and visualization with AI so that the users of InfraNodus could...

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