https://cognaptus.com/tags/constraint-optimization/ Recent content in Constraint Optimization on Cognaptus Hugo -- 0.145.0 en-us Thu, 22 Jan 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-01-22-many-minds-one-solution-why-multiagent-ai-finds-what-single-models-miss/ Thu, 22 Jan 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-01-22-many-minds-one-solution-why-multiagent-ai-finds-what-single-models-miss/ A mechanism-first reading of why multi-agent LLM systems can improve results without adding information: they factor constraints across agents and stabilize solutions that single update dynamics may not reach.