Active direction
Discrete latent generation
Discrete representations for selective code regeneration, alongside evidence-guided choices among constrained generation, AI-assisted refactoring, and predictable code editing.
Open research guideResearch
Start from the failure you can observe, then follow the method, evidence, and scope boundary that fit it.
Evaluation guide
Codec bottleneck diagnosis
A stage-wise method for deciding whether decoded quality is limited by reconstruction, latent generation, or a proxy that does not transfer to final text.
Open diagnostic guide