https://cognaptus.com/tags/adaptive-compute/ Recent content in Adaptive Compute on Cognaptus Hugo -- 0.145.0 en-us Tue, 10 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-10-confidence-is-not-truth-but-it-can-steer-when-llms-learn-when-to-stop/ Tue, 10 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-10-confidence-is-not-truth-but-it-can-steer-when-llms-learn-when-to-stop/ A mechanism-first reading of CoRefine, a confidence-guided controller that uses token-level confidence traces to allocate test-time compute more intelligently.