About
Ben Michalek / BoggersTheFish.
Independent AI researcher and solo developer based in the UK, focused on graph-based reasoning, interpretable AI, constraint dynamics, provenance-aware knowledge systems, and proof/ranking tools.
Research stance
The work is open-source and evidence-led: projects should connect to GitHub repos, Hugging Face artifacts, proof-bank receipts, and explicit limits. TS is presented as an engineering lens, not a finished AGI claim.
graph-based reasoninginterpretable AIconstraint dynamicsprovenance-aware knowledge systemsproof/ranking toolssmall model experiments