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Welcome to ntoxeg's profile

I explore the frontier between symbolic reasoning and deep learning, working toward more general and interpretable forms of artificial intelligence. My current focus is on working with non-axiomatic reasoning systems (NARS) β€” bridging logic, learning, and resource-bounded cognition.

🧠 Core Work

  • Reasoning Systems: Built experiments like NARCA β€” a NARS-driven game agent showcased at AGI-22 β€” and NARpyn, a Python API that makes NARS For Applications easier to use.
  • Julia for AI: I want to see how far can I go with Julia-based implementations, like NACE.jl Julia provides easy performance gains over Python and other useful features.

🎯 Goals

I am interested in neuro-symbolic AI β€” algorithms alternative to the typical sub-symbolic approach or, preferably, existing somewhere between the symbolic and sub-symbolic divide; to go beyond the limitations inherent to Artificial Neural Networks. My current interests include:

  • experimenting with probabilistic/symbolic AI systems,
  • integrating neural models with reasoning agents, and
  • contributing open, reproducible tools for AGI research.

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