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@@ -123,6 +123,13 @@ parameter update to `2.98e-8`; actual HFA never performs that copy. `HFA_BASELINE.md` freezes its matched ResNet-20 validation screen before any HFA accuracy endpoint is observed. +The learned-hierarchy development path perturbs the feedback convolution +parameter spaces themselves. One antithetic pair estimates every edge's causal +target moment simultaneously, while the current prediction moment is a local +child/parent correlation. Its BatchNorm-coupled JVP and symmetric-limit delta +rule are executable smoke tests; no accuracy claim is attached until its own +causal-capture protocol is frozen and passed. + The subsequent V3 mechanism estimates the required A/G matrix statistics directly by perturbing the vectorizer parameter subspace. It remains forward-only and uses two causal loss queries per direction. Its exact and |