{ "calibration_precursor": { "checkpoints": [ { "epoch": 1, "mse_to_target_power": 1.0000000242141691, "prediction_target_cosine": -5.120151685872971e-06, "target_power": 142.2609250246797 }, { "epoch": 20, "mse_to_target_power": 1.0000000055445346, "prediction_target_cosine": -9.188050003749003e-06, "target_power": 492.22621874637883 }, { "epoch": 40, "mse_to_target_power": 1.0000000207505706, "prediction_target_cosine": -1.6028913891638828e-05, "target_power": 3347.859035403952 }, { "epoch": 60, "mse_to_target_power": 0.9999999997640454, "prediction_target_cosine": 4.038185739212611e-05, "target_power": 12104.714606234214 }, { "epoch": 80, "mse_to_target_power": 0.9999999967773018, "prediction_target_cosine": 6.468792391264821e-05, "target_power": 364280.45838307025 }, { "epoch": 87, "mse_to_target_power": 1.0000000346545865, "prediction_target_cosine": 1.4983485078330897e-05, "target_power": 302564383414.18854 } ], "max_abs_mse_to_target_power_minus_one": 6.963728138575931e-08, "max_abs_prediction_target_cosine_before_nonfinite": 8.508675264290486e-05, "target_power_growth_epoch1_to_80": 2560.650145638194, "target_power_growth_epoch1_to_87": 2126827049.3932126 }, "diagnosis": { "classification": "early_credit_limited_by_estimator_efficiency_and_feedback_capacity", "evidence": [ "instantaneous prediction-target cosine remains effectively zero", "calibration MSE remains indistinguishable from stochastic target power", "target power grows by orders of magnitude before nonfiniteness", "matched frozen-forward unit targets later yield only 0.0011 early-layer alignment", "structured learning reaches 0.0072 versus a 0.0240 cross-validated family oracle", "unconstrained coefficients raise the same spatial basis oracle only to 0.0549", "direct A/G estimation leaves early alignment unchanged at 0.0071", "held-out gated 3x3 maps from exact child errors reach 0.9998" ], "interpretation_limit": "instantaneous target metrics alone do not prove zero conditional learning; structured v2 has low instantaneous cosine yet positive exact-gradient alignment", "next_design_constraint": "do not add the tested activation contexts or repeat the closed A/G rate grid; learn spatial hierarchical feedback without weight copying and audit against hierarchical FA/BurstCCN", "next_test_outcome": "representable-subspace perturbation improved alignment but failed; direct vectorizer-space estimation then improved only middle/late layers and also failed the frozen early-layer gate" }, "frozen_outcome": { "confirmation_test_seeds_touched": false, "final_accuracy": 0.1, "final_finite": false, "first_nonfinite_epoch": 89, "last_finite_validation": { "accuracy": 0.2282, "epoch": 80, "finite": true, "loss": 1080.0792 }, "last_reported_validation": { "accuracy": 0.1, "epoch": 200, "finite": false, "loss": null } }, "post_failure_hierarchical_refinement": { "direct_output_channel_gated": 0.031122580851844408, "downstream_activation_context": 0.032068526988258954, "hierarchical_1x1_gated": 0.50521034930192, "hierarchical_3x3_gated": 0.9997667354251036 }, "post_failure_representation_refinement": { "channel_gated_cv_oracle_early_third_alignment": 0.02396580002561188, "naive_local_context_cv_early_third_alignment": 0.022457713873793972, "per_example_spatial_oracle_early_third_alignment": 0.05494018487684554, "trained_structured_early_third_alignment": 0.007209055746595065 }, "post_failure_v2_refinement": { "structured_all_layer_alignment": 0.05273995646520665, "structured_early_third_alignment": 0.007209055746595065, "structured_gate_status": "failed", "unit_target_all_layer_alignment": 0.011664319529173602, "unit_target_early_third_alignment": 0.0011051012067279469 }, "post_failure_v3_refinement": { "matched_v2_all_layer_alignment": 0.052739956808325494, "matched_v2_early_third_alignment": 0.007209058462952574, "vectorizer_subspace_all_layer_alignment": 0.0625791079364717, "vectorizer_subspace_early_third_alignment": 0.007139206010227402, "vectorizer_subspace_gate_status": "failed" }, "protocol": "oral_a_A3_failure_diagnosis_v3", "short_screen_contrast": { "accuracy": 0.4198, "early_third_alignment": 0.08889565182228883, "warmup_mse_to_target_power": 1.0000000128001325, "warmup_prediction_target_cosine": 0.00016553175127441687 }, "source_commits": { "full": "a1d060e6d96d4ab973d16cd75149dd61899c7c95", "short": "a1d060e6d96d4ab973d16cd75149dd61899c7c95" }, "source_paths": { "full": "results/oral_a_dev/sdil_full_r20_s0.json", "gate": "results/oral_a_full_gate.json", "hierarchical_oracle": "results/oral_a_hierarchical_oracle.json", "representation": "results/oral_a_representation_diagnosis.json", "short": "results/oral_a_short/sdil_channel_gated_lr0.03.json", "v2_gate": "results/oral_a_v2_calibration_gate.json", "v3_gate": "results/oral_a_v3_calibration_gate.json" } }