https://cognaptus.com/tags/research-management/ Recent content in Research-Management on Cognaptus Hugo -- 0.145.0 en-us Fri, 12 Dec 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-12-12-when-ai-becomes-the-reviewer-pairwise-judgment-at-scale/ Fri, 12 Dec 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-12-12-when-ai-becomes-the-reviewer-pairwise-judgment-at-scale/ A mechanism-first look at how LLMs can turn expensive proposal review into pairwise ranking, audit signals, and similarity checks without pretending the committee has disappeared.