https://cognaptus.com/tags/model-efficiency/ Recent content in Model Efficiency on Cognaptus Hugo -- 0.145.0 en-us Fri, 01 May 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-05-01-graph-expectations-why-context-compression-needs-structure-not-just-similarity/ Fri, 01 May 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-05-01-graph-expectations-why-context-compression-needs-structure-not-just-similarity/ A business-oriented reading of a training-free graph-based method for compressing long LLM context without quietly destroying the structure that makes reasoning possible. https://cognaptus.com/blog/2026-05-01-the-tower-of-babble-gets-a-router/ Fri, 01 May 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-05-01-the-tower-of-babble-gets-a-router/ Marco-MoE shows how sparse expert routing, multilingual data design, and open training recipes may make business-grade multilingual AI less expensive — though not exactly cheap.