SERA / TAZENQOR

Research for the long creative process.

Musical intelligence + reliable musical agency.

SeraEdit

Reliable language-guided MusicXML editing through source-bound, scope-aware, transactionally validated patches and separate reviewed revisions.

SeraWorld

How do symbolic musical states evolve across long contexts? Our research agenda includes hierarchical representations, motif development, phrase prediction, harmonic trajectories and tension. Evaluation focuses on prediction, structural coherence and musical judgement.

SeraForge

Can tools, persistent project memory, intent locks, validation and reversible patches make agents reliable across many score edits? Evaluation focuses on target edit accuracy, leakage, constraint retention, undo fidelity and repair.

Independent evidence

SeraWorld modeling evaluations and SeraForgeBench editing tasks have different purposes. Benchmark test answers must be excluded from model training. Human studies require their own study design and approvals.

What this website claims

This site describes an active research direction. It does not announce a finished Sera commercial release, completed composer study, validated musical superiority or accepted publication. Future comparisons between general-purpose and specialized music intelligence require new evidence.