NSHkr

This is the systems and ML-learning side of the NSHKR portfolio. The current mechanistic-interpretability research programs are presented first on the home page; the material below documents the broader Elixir/BEAM ecosystem, including experimentation, reliability, data, orchestration, and developer tooling. Some sections describe the historical seven-tier portfolio model and are retained as architectural context rather than a claim that every component has the…