{ "code_sha256": "8ad2c436ed95891f75738c067be486b53f85276e605ee7581fbb65e64c15a72a", "locked_utc": "2026-11-06T08:25:53.345402+00:00", "development_seeds": [ 1, 2, 3 ], "holdout_seeds": [ 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120 ], "group": "D_16, 32 elements", "conditions": [ "structured", "asymmetric", "constant" ], "budgets": [ 250000, 2000000 ], "per_seed_train_tasks": 12, "per_seed_fresh_tasks": 24, "fresh_lengths": [ 4, 8, 16, 32 ], "fresh_per_length": 6, "primary_comparison": "recursive vs fast, with identical full-word dictionary and segmentation; dense and static isolate emergent symmetry", "primary_metric": "all algorithm work including training, discovery, parsing, materialization, validation and dictionary transactions", "fixed_budget_metric": "fresh tasks exactly correct within total 250000 algorithm-operation budget", "reduction_control": "symmetry_reference deliberately identical to recursive, so no advantage over symmetry-aware memoized DP is claimed", "negative_controls": "asymmetric inputs and constant kernels; all results reported regardless of sign", "causal_probe": "h1 to h2 to h3 to h4 in subgroup ladder; actual boundary kernels change; learned, erased, inherited, static arms", "oracle": "independent sequential per-target DP; fixed before methods, cost reported separately and added equally", "wall_clock": "single instrumented runs per seed; descriptive Python timing, not production performance", "memory": "retained DAG scalar slots include uncached ancestors; not bytes or peak temporary memory", "no_tuning": "Do not edit code or parameters after viewing held-out results except disclosed correctness fixes and a new holdout block." }