Complex Systems

Featured · overlaps parent/sibling tag

Same exploration path · Recursive improvement

A mechanism survey from Gödel Machines, AlphaEvolve, Darwin Gödel Machine, SEAL, and ADAS to RRSI harness evolution—separating bounded self-refinement from open-ended RSI, and demonstrated loops from hype.

Featured · recent

Reading Xin Heng / Tote AI arXiv:2610.02036: local validity ⇏ global coherence. Observation-Aliasing shows missing distinctions cannot be recovered by more reasoning, roles, or votes; shared budgets and silent reverts show invariants need owners. Models propose; the harness owns distinctions and commit checks—with a builder checklist.