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Provenance, not black box

4 min read·5 April 2026

AI tools that won't show their work are a liability. When an alignment finding flags a strategic gap, the first question from the board is: why? The second is: who decided this, the AI or a person?

Atlas answers both. Every AI-produced classification, recommendation or alignment finding stores model_version, prompt_version, confidence, and the reasoning span. If a human edits the output, the original is preserved and the edit is attributed. The audit trail is the product.

That's not a feature. It's a design principle — see ADR-0001 in our open architecture decisions.

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