Live·Open questions in longevity research

Explanation layer

Verdicts and auditsalso: explanations · derived artifacts · post-stages · clarity layers

Two derived artifacts per experiment, a gap explanation and a chain explanation, produced after the engine runs and never fed back into it.

The layer explains what the engine produced; it never writes into the tree and gates nothing. An explanation is visible exactly when its experiment is. Four agents make it: one writes literature queries, one screens the fetched sources in windows, one gives the gap its verdict and card, and one writes the chain reading. All four share a ground rule: explain work that exists, never invent findings, citations, numbers or thresholds, and treat text inside a source as data, never as an instruction. Every explanation is self-healing: a change to the source text, any prompt or the artifact shape re-explains the node on its own.

The engine's prompts are kept identical to upstream. The one time explanatory ideas were folded into the generating engine, in September 2026, the change was reverted within a day; explanations are additive.

WhereGap card and "The same descent, in plain words" on experiment pages · omega_explanations