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Goemans Cost Conjecture — Dmitry Rybin / GPT-5.6 Pro
| Researcher | Dmitry Rybin |
| Model | GPT-5.6 Pro |
| Field | Mathematics — combinatorial optimization / single-source unsplittable flow |
| Result (yield) | A concrete counterexample to the cost-preserving Dinitz–Garg–Goemans conjecture: fractional flow cost 58, while every capacity-good unsplittable routing costs at least 60. |
| Verification | Strong independent Lean 4 kernel check; the exact statement and counterexample are machine-checked over (\mathbb{Q}). |
| Date | July 22, 2026 |
| Announcement | https://x.com/DmitryRybin1/status/2079904005652893709 |
| Chat transcript | https://chatgpt.com/share/6a60b2eb-0b64-83ee-9c76-7931ca1de063 |
| Independent verification | https://github.com/jyh/dinitz-verify |
Why it's battle-tested
The public transcript records four short steering prompts followed by the model's search and the final construction. The independent verification repository proves the literature-faithful refutation in Lean 4, including the exact finite instance, exhaustive route accounting, the 58 fractional cost, and the minimum capacity-good unsplittable cost of 60.
The result targets Goemans' cost enhancement, not the 1999 Dinitz–Garg–Goemans congestion-only theorem. The verification repository also flags the statement provenance carefully: the exact conjecture is the version stated as Conjecture 1.3 by Traub, Vargas Koch, and Zenklusen.
Prompt techniques
- Starts with a concrete counterexample target rather than a broad request to solve the conjecture.
- Uses short continuation prompts after honest failed searches.
- Demands a complete, unconditional witness instead of accepting partial constructions.
- Leaves the model room to discover and exhaustively certify the routing gadget.
Files
prompt-1.md— initial counterexample request.prompt-2.md— continuation request.prompt-3.md— strategy refinement request.prompt-4.md— final unconditional-completion request.