ToneSight NS8 is a Python toolkit for deterministic mapping and evaluation of discrete Valence–Arousal–Dominance signals. It includes source, a CLI, and test definitions, focusing on reproducible comparisons rather than inferring emotions from raw text or audio.
Practical work.
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Selected projects.
My open projects extend that hands-on approach:
NS8 Supervised ML Lab explores machine-learning experiments on synthetic modular grids using engineered features. The repository covers preprocessing, training/evaluation, and group-aware split design; these are synthetic experiments rather than evidence of commercial performance.
Mythica is a pre-alpha, local-first research ecosystem exploring context, evidence, evaluation, and human review for AI-assisted work. It is ongoing research, not a finished production-ready platform.