https://cognaptus.com/tags/controllable-generation/ Recent content in Controllable-Generation on Cognaptus Hugo -- 0.145.0 en-us Wed, 08 Jul 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-07-08-the-music-knob-needed-a-feedback-loop/ Wed, 08 Jul 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-07-08-the-music-knob-needed-a-feedback-loop/ A mechanism-first reading of PID steering for symbolic music generation, where the real advance is not stronger control but closed-loop survival through sparse Top-K thresholds.