Building

What we’re building

Less whitepaper, more workbench. The work of Actualize Impact now lives in running software and open research — an AI governance stack, a training-corpus methodology, and interpretability work. This is the log: what got built, why, and what’s still unproven.

Featured · Research journey

COMPASS: from contaminated water to uncontaminated models

The full arc — from the lived experience of groundwater contamination, through a structural theory of bias in language models, to a methodology for training models that cannot fake equity reasoning, with verification still ahead.

Read the journey

June 14, 2026

Governing how AI reasons, not just what it says

Actualize Impact started as a way to get human teams from vision to action. The same discipline now governs how AI systems reason — a constitutional spec, two SDKs, an evaluation harness, and a training-corpus methodology for open models that do not inherit closed-model contamination.

AI governanceCOMPASSinterpretability