LICENSE
README.md
pyproject.toml
tests/test_ablation_null_default.py
tests/test_adapter_conformance.py
tests/test_adapter_docs.py
tests/test_agreement.py
tests/test_alignment_calibration.py
tests/test_alignment_ceiling.py
tests/test_alignment_gate.py
tests/test_analysis_card.py
tests/test_archetype_reporting.py
tests/test_aux_k.py
tests/test_bias_card.py
tests/test_budget_stage.py
tests/test_calibration.py
tests/test_capability_matrix.py
tests/test_capability_tiers.py
tests/test_capped_take.py
tests/test_capture_coverage.py
tests/test_capture_precision.py
tests/test_causal_claim_reading.py
tests/test_check_adapter.py
tests/test_concept_atlas.py
tests/test_concept_causal_confirm.py
tests/test_concept_clustering.py
tests/test_concept_confirm.py
tests/test_concept_families.py
tests/test_concept_family_view.py
tests/test_concept_profiles.py
tests/test_concept_stability.py
tests/test_concept_stage.py
tests/test_concept_supersession.py
tests/test_config_listing.py
tests/test_config_unknown_keys.py
tests/test_confirm_force.py
tests/test_confirm_k2_ledger.py
tests/test_confirm_mde.py
tests/test_confirm_provenance.py
tests/test_constant_context.py
tests/test_context_scaling.py
tests/test_context_truncation.py
tests/test_contrib_discovery.py
tests/test_corpus_card.py
tests/test_counterfactual_mediation.py
tests/test_crosscoder.py
tests/test_depth_axis.py
tests/test_derived_examples.py
tests/test_derived_report.py
tests/test_doctor.py
tests/test_dual_null_battery.py
tests/test_dual_null_stage.py
tests/test_effective_k.py
tests/test_empirical_chance_and_cov_null.py
tests/test_empirical_chance_render.py
tests/test_failure_gallery.py
tests/test_fairness_card.py
tests/test_family_presence_driver.py
tests/test_family_presence_gate.py
tests/test_family_resolution.py
tests/test_finding_caveats.py
tests/test_finetune_child.py
tests/test_floor_units.py
tests/test_frontend_stage.py
tests/test_generic_hf_adapter.py
tests/test_glossary.py
tests/test_ground_truth_dummies.py
tests/test_ground_truth_permutation_null.py
tests/test_ground_truth_separated.py
tests/test_hooks_modeloutput.py
tests/test_horizon_resolved.py
tests/test_hypotheses.py
tests/test_internals_permutation_null.py
tests/test_known_answer.py
tests/test_l0_mde.py
tests/test_l3_calibration.py
tests/test_l3_fingerprint_agreement.py
tests/test_l3_horizon_resolved.py
tests/test_l3_patching_depth_axis.py
tests/test_l5_known_answer.py
tests/test_l5_subspace_gate.py
tests/test_lag_llama_adapter.py
tests/test_lag_resolution.py
tests/test_layer_screen.py
tests/test_lens_convergence.py
tests/test_lens_horizon_resolved.py
tests/test_level_removed_battery.py
tests/test_level_removed_concept_tags.py
tests/test_manifest_fingerprint.py
tests/test_mase_reliability.py
tests/test_meta_report.py
tests/test_methods_appendix.py
tests/test_mock_planted.py
tests/test_mock_planted_l5.py
tests/test_model_budget.py
tests/test_model_comparison_report.py
tests/test_model_similarity.py
tests/test_multi_slice_ablate.py
tests/test_multiplicity.py
tests/test_nan_handling.py
tests/test_narrator_batching.py
tests/test_no_skill_reference.py
tests/test_noise_floor.py
tests/test_nonfinite.py
tests/test_nonfinite_guards.py
tests/test_null_baseline.py
tests/test_panel_pairs.py
tests/test_parameter_sweep.py
tests/test_patch_reach_check.py
tests/test_path_patch.py
tests/test_power.py
tests/test_probe_sweep.py
tests/test_profile_matched_agreement.py
tests/test_profile_matched_null.py
tests/test_progressive_disclosure.py
tests/test_provenance.py
tests/test_quantization_resolution.py
tests/test_random_init.py
tests/test_register_defined_firing.py
tests/test_register_target_gate.py
tests/test_reliability_block.py
tests/test_reliability_from_internals.py
tests/test_reliability_u1_claims.py
tests/test_remediation_messages.py
tests/test_report_absent_cells.py
tests/test_report_coverage.py
tests/test_report_legibility.py
tests/test_report_pairwise_and_labels.py
tests/test_report_plain_sentences.py
tests/test_report_structure.py
tests/test_resample_unit.py
tests/test_response_fingerprint.py
tests/test_results_table.py
tests/test_role_matching.py
tests/test_role_passthrough.py
tests/test_routing.py
tests/test_run_known_answer.py
tests/test_run_sae_roles_merge.py
tests/test_run_shape.py
tests/test_sae.py
tests/test_sae_ablation_fingerprint.py
tests/test_sae_ablation_render.py
tests/test_sae_capability_report.py
tests/test_sae_causal_matching.py
tests/test_sae_channel_null_units.py
tests/test_sae_compare.py
tests/test_sae_concept_map.py
tests/test_sae_concept_report.py
tests/test_sae_concepts.py
tests/test_sae_describe.py
tests/test_sae_describe_ablation.py
tests/test_sae_describe_cli.py
tests/test_sae_describe_concepts.py
tests/test_sae_describe_exemplar_profile.py
tests/test_sae_direction_per_channel.py
tests/test_sae_encode_store.py
tests/test_sae_exemplar_overlay_parity.py
tests/test_sae_fallback_channel_breadth.py
tests/test_sae_feature_cka.py
tests/test_sae_features.py
tests/test_sae_figures.py
tests/test_sae_flatness.py
tests/test_sae_health.py
tests/test_sae_holdout_gate.py
tests/test_sae_matching.py
tests/test_sae_misfits.py
tests/test_sae_nonfinite.py
tests/test_sae_real_data.py
tests/test_sae_revival.py
tests/test_sae_role_consolidation.py
tests/test_sae_role_evidence.py
tests/test_sae_roles.py
tests/test_sae_roles_also_moves.py
tests/test_sae_roles_report.py
tests/test_sae_section_legibility.py
tests/test_sae_seed_floor.py
tests/test_sae_target_resolution.py
tests/test_sae_transfer.py
tests/test_sae_vocab.py
tests/test_sample_rows.py
tests/test_sanitize.py
tests/test_scaffold_adapter.py
tests/test_scale_equivariance.py
tests/test_scaling_ladder.py
tests/test_scaling_ladder_report.py
tests/test_seasonality_circuit.py
tests/test_seasonality_circuit_report.py
tests/test_share.py
tests/test_shared_input_agreement.py
tests/test_skip_lens_readout.py
tests/test_smoke.py
tests/test_span_discovery.py
tests/test_spec_curve.py
tests/test_spectral_lens.py
tests/test_stage_docs.py
tests/test_steering.py
tests/test_subspace_agreement.py
tests/test_sundial_adapter.py
tests/test_sweep_case_studies.py
tests/test_thread_cap.py
tests/test_transfer_fdr.py
tests/test_unforecastable_series.py
tests/test_v3_controls.py
tests/test_v3b_claims.py
tests/test_worked_example.py
tsfm_lens/__init__.py
tsfm_lens/adapter_docs.py
tsfm_lens/config.py
tsfm_lens/data.py
tsfm_lens/doctor.py
tsfm_lens/failure_gallery.py
tsfm_lens/glossary.py
tsfm_lens/manifest.py
tsfm_lens/methods_appendix.py
tsfm_lens/pipeline.py
tsfm_lens/run.py
tsfm_lens/scaffold_adapter.py
tsfm_lens/share.py
tsfm_lens/stage_docs.py
tsfm_lens/utils.py
tsfm_lens.egg-info/PKG-INFO
tsfm_lens.egg-info/SOURCES.txt
tsfm_lens.egg-info/dependency_links.txt
tsfm_lens.egg-info/entry_points.txt
tsfm_lens.egg-info/requires.txt
tsfm_lens.egg-info/top_level.txt
tsfm_lens/analysis/__init__.py
tsfm_lens/analysis/agreement.py
tsfm_lens/analysis/attention.py
tsfm_lens/analysis/battery_robustness.py
tsfm_lens/analysis/calibration.py
tsfm_lens/analysis/clustering.py
tsfm_lens/analysis/confirm.py
tsfm_lens/analysis/constant_context.py
tsfm_lens/analysis/context_scaling.py
tsfm_lens/analysis/context_truncation.py
tsfm_lens/analysis/corpus_card.py
tsfm_lens/analysis/depth_axis.py
tsfm_lens/analysis/exemplars.py
tsfm_lens/analysis/family_claims.py
tsfm_lens/analysis/family_presence_gate.py
tsfm_lens/analysis/frontend.py
tsfm_lens/analysis/hypotheses.py
tsfm_lens/analysis/internals.py
tsfm_lens/analysis/known_answer.py
tsfm_lens/analysis/l0_behavioral.py
tsfm_lens/analysis/l1_geometry.py
tsfm_lens/analysis/l2_stitching.py
tsfm_lens/analysis/l3_perturbation.py
tsfm_lens/analysis/l5_known_answer.py
tsfm_lens/analysis/l5_subspace_gate.py
tsfm_lens/analysis/layer_screen.py
tsfm_lens/analysis/layer_screen_bakeoff.py
tsfm_lens/analysis/lens.py
tsfm_lens/analysis/model_budget.py
tsfm_lens/analysis/model_similarity.py
tsfm_lens/analysis/nan_handling.py
tsfm_lens/analysis/null_baseline.py
tsfm_lens/analysis/parameter_sweep.py
tsfm_lens/analysis/power.py
tsfm_lens/analysis/quantization_resolution.py
tsfm_lens/analysis/reliability_from_internals.py
tsfm_lens/analysis/response_reach.py
tsfm_lens/analysis/scale_equivariance.py
tsfm_lens/analysis/scaling_ladder.py
tsfm_lens/analysis/seasonality_circuit.py
tsfm_lens/analysis/spec_curve.py
tsfm_lens/analysis/spectral_lens.py
tsfm_lens/analysis/stats.py
tsfm_lens/analysis/steering.py
tsfm_lens/analysis/target_significance.py
tsfm_lens/analysis/tier_breakdown.py
tsfm_lens/analysis/window_sensitivity.py
tsfm_lens/experiments/__init__.py
tsfm_lens/experiments/finetune_child.py
tsfm_lens/extraction/__init__.py
tsfm_lens/extraction/alignment.py
tsfm_lens/extraction/extract.py
tsfm_lens/extraction/hooks.py
tsfm_lens/extraction/span_discovery.py
tsfm_lens/extraction/store.py
tsfm_lens/models/TEMPLATE_adapter.py
tsfm_lens/models/__init__.py
tsfm_lens/models/adapter_check.py
tsfm_lens/models/base.py
tsfm_lens/models/capability_matrix.py
tsfm_lens/models/chronos2_adapter.py
tsfm_lens/models/chronos_adapter.py
tsfm_lens/models/chronos_bolt_adapter.py
tsfm_lens/models/conformance.py
tsfm_lens/models/generic_hf_adapter.py
tsfm_lens/models/mock.py
tsfm_lens/models/mock_planted.py
tsfm_lens/models/sundial_adapter.py
tsfm_lens/models/timesfm_adapter.py
tsfm_lens/models/contrib/__init__.py
tsfm_lens/models/contrib/lag_llama_adapter.py
tsfm_lens/models/contrib/_lag_llama_vendor/__init__.py
tsfm_lens/models/contrib/_lag_llama_vendor/model.py
tsfm_lens/models/contrib/_lag_llama_vendor/robust_scaler.py
tsfm_lens/report/__init__.py
tsfm_lens/report/analysis_card.py
tsfm_lens/report/bias_card.py
tsfm_lens/report/concept_family_view.py
tsfm_lens/report/derived.py
tsfm_lens/report/meta_report.py
tsfm_lens/report/model_comparison.py
tsfm_lens/report/report.py
tsfm_lens/report/results_table.py
tsfm_lens/report/sae_concept_atlas.py
tsfm_lens/report/sae_concept_map.py
tsfm_lens/report/sae_concepts.py
tsfm_lens/report/sae_exemplars.py
tsfm_lens/report/sae_features.py
tsfm_lens/report/sae_roles.py
tsfm_lens/report/sae_transfer_fdr.py
tsfm_lens/report/sanitize.py
tsfm_lens/report/scaling_ladder_report.py
tsfm_lens/report/sweep_case_studies.py
tsfm_lens/report/v3_controls.py
tsfm_lens/sae/__init__.py
tsfm_lens/sae/ablation_run.py
tsfm_lens/sae/compare.py
tsfm_lens/sae/concept_atlas.py
tsfm_lens/sae/concept_families.py
tsfm_lens/sae/concept_profiles.py
tsfm_lens/sae/concept_stage.py
tsfm_lens/sae/concepts.py
tsfm_lens/sae/control_transfer.py
tsfm_lens/sae/counterfactual.py
tsfm_lens/sae/crosscoder.py
tsfm_lens/sae/describe.py
tsfm_lens/sae/describe_run.py
tsfm_lens/sae/eval.py
tsfm_lens/sae/feature_geometry.py
tsfm_lens/sae/ground_truth.py
tsfm_lens/sae/interface.py
tsfm_lens/sae/matching.py
tsfm_lens/sae/misfits.py
tsfm_lens/sae/models.py
tsfm_lens/sae/plain_text.py
tsfm_lens/sae/real_data.py
tsfm_lens/sae/response.py
tsfm_lens/sae/role_matching.py
tsfm_lens/sae/roles.py
tsfm_lens/sae/shared_input_agreement.py
tsfm_lens/sae/stability.py
tsfm_lens/sae/subspace_agreement.py
tsfm_lens/sae/train.py
tsfm_lens/sae/transfer.py
tsfm_lens/sae/vocab.py