code clean up

Trust DeMemWM Plucker geometry metadata

Use fp32 for DeMemWM Plucker geometry

Validate DeMemWM DiT stream boundaries

Remove stale DeMemWM raw-video helpers

Fix DeMemWM validation rollout packing

Add DeMemWM image-space validation metrics

Warn on missing DeMemWM Plucker geometry

Fail fast for DeMemWM interactive path

Remove DeMemWM raw training fallback

Remove stale DeMemWM pose debug comments

Remove DeMemWM model debugger traps

Remove DeMemWM attention debugger trap

Remove DeMemWM df_base debugger trap

Remove unused DeMemWM pose export

Remove stale DeMemWM raw validation path

Add DeMemWM trainability controls

Add DeMemWM memory noise routing

Add DeMemWM geometry-aware memory attention

Implement DeMemWM online validation memory

Clean up DeMemWM naming and memory path

Add DeMemWM model acceptance checks

Return target-only DeMemWM DiT outputs

Build DeMemWM frame memory geometry cache

Add DeMemWM frame memory reference attention

Add DeMemWM segment-aware temporal mask

Thread DeMemWM frame memory pose metadata

Slice DeMemWM diffusion updates to target frames

Thread DeMemWM frame memory diffusion metadata

Add DeMemWM latent validation path

Add DeMemWM latent training step

Prepare DeMemWM pose and image metadata

Prepare DeMemWM latent action conditioning

Implement DeMemWM segment split preprocessing

Implement DeMemWM batch contract

Add DeMemWM step 1-4 dataset scaffold

Keep reproduction train and eval fixes

update evaluation and fix psnr

mideway

fix

to merge

fix

after multi-frame gen

update

first commit