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Add OpenAI unit-distance disproof as Erdos FAMM solved scar
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id: openai_unit_distance_disproof_2026
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status: solved_disproved_conjecture
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claim_state: REVIEWED_EXTERNAL_MATH_CHECK_REPORTED
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source_date: 2026-05-20
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source_url: https://openai.com/index/model-disproves-discrete-geometry-conjecture/
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problem_family:
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name: planar_unit_distance_problem
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proposer: Paul Erdos
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year: 1946
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field: discrete_geometry
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tags:
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- erdos
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- unit_distances
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- combinatorial_geometry
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- discrete_geometry
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- algebraic_number_theory
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- model_guided_discovery
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- counterexample_construction
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question: >-
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For n points in the Euclidean plane, how large can u(n), the maximum number of unit-distance pairs, be?
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disproved_belief: >-
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The long-standing expectation that square-grid-type constructions were essentially optimal, formalized as an upper-bound expectation u(n) <= n^(1+o(1)).
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result: >-
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An internal OpenAI model produced a construction giving an infinite family of n-point configurations with at least n^(1+delta) unit-distance pairs for some fixed delta > 0, thereby disproving the n^(1+o(1)) conjectural upper bound.
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reported_delta:
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original_ai_proof: no_explicit_delta_reported
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sawin_refinement: delta_can_be_0_014
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known_context:
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previous_lower_bound: rescaled_square_grid_gives_n_to_1_plus_C_over_log_log_n
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best_upper_bound: O(n^(4/3))
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upper_bound_source: Spencer_Szemeredi_Trotter_1984
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method_summary:
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search_mode: wrong_way_counterexample_construction
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construction_source: algebraic_number_theory
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old_field: Gaussian_integers
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new_field: richer_algebraic_number_fields
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tools:
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- infinite_class_field_towers
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- Golod_Shafarevich_theory
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- algebraic_number_field_symmetries
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verification_boundary: external_mathematician_check_reported_by_OpenAI
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famm_scar_interpretation:
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scar_type: solved_counterexample_family
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scar_role: route_open_discrete_geometry_problems_through_number_theoretic_construction_space
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underverse_pattern: prove_by_breeding_a_counterexample_family_to_the_believed_upper_bound
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nuvmap_address:
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domain: discrete_geometry
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object: point_configuration
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obstruction: unit_distance_count_upper_bound
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carrier: algebraic_number_field_symmetry
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proof_mode: infinite_family_construction
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verifier: external_mathematician_check
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eigenmass_lesson: >-
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High-value proof routes may live in a remote domain whose invariants are not visible in the native problem statement.
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pruning_lesson: >-
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Do not overweight community-default constructions such as square grids; preserve low-prior cross-domain routes with high structural symmetry.
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attention_residual_lesson: >-
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Persistent off-diagonal route retrieval is valuable: algebraic number theory acted as a distant residual source for a discrete geometry target.
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fold_into_stack:
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rrc_update: add discrete_geometry_to_algebraic_number_theory route family
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famm_update: add solved counterexample scar with high weight
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nuvmap_update: add unit_distance_count / number_field_symmetry coordinate
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braidstorm_update: preserve counterexample-seeking braids against believed upper bounds
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eigensolid_update: score infinite-family constructions above finite examples
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verifier_update: require external/formal/math-check receipt before REVIEWED status
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notes: >-
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This entry is a FAMM solved-scar guide, not an independent reproduction of the proof. It records the achieved route and how to use it as a search prior.
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