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I am developing a non-neural conversational AI model

A developer is building a conversational symbolic AI model over the past eight months, arguing that non-neural architectures offer computational efficiency and the ability to maintain millions of lines of reasoning. The developer sees a gap in extracting structured information from the internet using non-neural methods to feed symbolic models, potentially matching the fluency of large neural models. The developer, a beginner programmer, is seeking collaboration with other developers.

read1 min views1 publishedJul 16, 2026

Over the past eight months, I have been developing a conversational symbolic AI architecture.

I believe symbolic AI architectures offer two major advantages worth exploring: computational efficiency and the ability to maintain thousands—or even millions—of lines of reasoning.

Now, imagine if we could extract structured information from the internet using non-neural methods to feed a symbolic model. I view the lack of exploration in this area as a significant gap; such AI models could potentially converse with the same fluency as today’s large models.

Computational intelligence: essentially, computational heuristics. Upon reflection, I realized that computational intelligence—in the context of reasoning—is simply the ability to employ computational heuristics. Try solving 3x² + 2x - 1 = 3 without using the quadratic formula. To do so, you would need to rule out various algebraic paths and instead use the “completing the square” method.

Right now, I’m trying to program my ideas; I’m not good at programming—just a beginner—and I’m open to talking with other developers.

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