Pierce–Birkhoff conjecture
Read the research notes
What changed
The conjecture asked whether every continuous piecewise-polynomial function on R^n can be written as a finite lattice combination (a max of mins, or min of maxes) of polynomials; it was known true for n ≤ 2 and for smooth affine surfaces over real closed fields. Zehua Lai, Lek-Heng Lim and Junyu Ren constructed an explicit counterexample — a continuous, degree-2 positively homogeneous, piecewise quadratic function on pairs of symmetric 5×5 matrices that cannot be so expressed — disproving the conjecture in general.
Verification notes
Single preprint submitted 9 Sep 2026; not yet reviewed by an expert in real algebraic geometry. No error or retraction reported.
AI contribution
The counterexample was found with a custom multi-agent, multi-model harness (built around Codex and Claude Code, with ChatGPT consultations) chaining GPT-5.6, GPT-6, Claude Opus 5 and Claude Fable 5.1 across persistent sessions with local code execution; the authors report no single model found it alone. The researchers designed and directed the search and verified the final construction and write-up.
Date basis
arXiv v1 submission date (2609.10420)
Tools
GPT-5.6, GPT-6, Claude Opus 5, Claude Fable 5.1