Machine Heart

Aug 29, 2026 · Artificial Intelligence

Recuris: A New Memory Paradigm That Boosts Performance from 3B Models to Claude Opus 5

Recuris introduces a compact task‑state‑driven memory architecture and gated recursive self‑improvement, enabling agents to use and evolve memory more reliably and delivering large, consistent gains from 3B open‑source models up to frontier models such as Claude Opus 5 across multiple long‑horizon benchmarks.