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Builds the shared top-N-plus-other PDG/material maps (pooling both primary
and secondary occurrences for PDG, directly targeting the meeting's
species-collapse failure mode) and wires up conditioning.{particle,material}
= "onehot" plus stage2_model.particle_type.target in ("onehot", "embedding")
end-to-end: setup-cache persistence, Stage2OneShot's type_head (flow/ddpm)
vs. folded+ST-Gumbel-relaxed adversarial slice (wgan), and the corresponding
CE/MSE training losses. particle_type.target = "physical" stays byte-for-byte
unchanged, keeping the v0.2 migration shim's bit-identical guarantee intact.
giant predict/rollout fail loudly on a onehot/embedding checkpoint until
full decode support lands in step 6.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>