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Resonant Fractal Nature Theory — a mathematical framework for coherent patterns on graph-coupled networks.

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© 2026 TNFR project — MIT licensed.DOI 10.5281/zenodo.17602860
docs
grammar
PHYSICS_VERIFICATION.md
API_CONTRACTS.mdCANONICAL_OZ_SEQUENCES.mdEMPIRICAL_CONFRONTATION_EEG.mdREADME.mdSTRUCTURAL_FIELDS_TETRAD.mdSTRUCTURAL_INTERFACE_THEORY.md
theory
APPLIED_STRUCTURAL_ANALYSIS.mdCATALOG_TYPE_HYGIENE_PROGRAMME.mdDISSIPATIVE_AND_OPEN_SYSTEMS.mdEMERGENT_ONTOLOGY.mdEXTENDED_FIELDS_AND_DERIVED_QUANTITIES.mdFUNDAMENTAL_THEORY.mdGAUGE_SYMMETRY_AND_UNIFICATION.mdGLOSSARY.mdMATHEMATICAL_DYNAMICS_BASIS.mdMINIMAL_STRUCTURAL_DEGREES.mdNUCLEUS_A_PRIME_LADDER_ATLAS.mdNUCLEUS_B_EQUIVARIANCE_OBSTRUCTIONS.mdPHYSICAL_REGIME_CORRESPONDENCES.mdREADME.mdREMESH_INFINITY_DERIVATION.mdSTRUCTURAL_CONSERVATION_THEOREM.mdSTRUCTURAL_OPERATORS.mdSTRUCTURAL_STABILITY_AND_DYNAMICS.mdTNFR_BSD_RESEARCH_NOTES.mdTNFR_HODGE_RESEARCH_NOTES.mdTNFR_NAVIER_STOKES_RESEARCH_NOTES.mdTNFR_NUMBER_THEORY.mdTNFR_P_VS_NP_RESEARCH_NOTES.mdTNFR_RIEMANN_RESEARCH_NOTES.mdTNFR_VARIATIONAL_PRINCIPLE.mdTNFR_YANG_MILLS_RESEARCH_NOTES.mdTNFR.pdfUNIFIED_GRAMMAR_RULES.md
factorization-lab
analysis
analyze_patterns.pycertificate_manifest.py
benchmarks
benchmark_analysis.pybenchmark_expansion_suite.pyfull_spectrum_factorization.pypaley_gap_extended.pypaley_gap_smoke.pytest_benchmark_suite.py
demos
experiment_contexts
exp_0b1663cd19b7.jsonexp_0bf0054b7474.jsonexp_75a4c8ca616a.jsonexp_848ee0fd1857.jsonexp_f6fe00562193.jsonexp_fdf3da424e1e.json
failure_telemetry_batch.pyfeedback_integration_demo.pyintegration_demo_snapshots.dbseed_management_integration_demo.pysnapshot_integration_demo.pytrajectory_143.jsontrajectory_77.jsontrajectory_89.jsontrajectory_91.jsontrajectory_97.json
docs
FACTORING_PLAYBOOK.mdFALSE_POSITIVE_TEST_SUITE.mdOPERATOR_CERTIFICATES.mdROADMAP.mdSPECTRAL_ROUTE.md
experiment_contexts
exp_cebe1d9e7d8e.json
notebooks
spectral_history.ipynb
scripts
run_false_positive_tests.py
tests
run_false_positive_test_suite.pytest_cli.pytest_false_positive_methodology.pytest_false_positive_verifier.pytest_feedback_integration.pytest_partitioning.pytest_seed_management.pytest_self_opt_support.pytest_snapshot_system.pytest_spectral_paley.pytest_verification_robustness.py
tnfr_factorization
__init__.pyapi.pycli.pyfailure_telemetry.pyfeedback_adapter.pyfeedback_integration.pypartitioning.pyself_opt_support.pyspectral_paley.py
demo_snapshots.dbLICENSE_SNAPSHOT.mdPACKAGE_SUMMARY.mdREADME.mdseed_management.pysnapshot_system.pytest_certificate_hashing.pytest_installation.pyverification_trajectory_77.json
benchmarks
analyze_tetrad_universality.pyb0star_alpha_canonical_product_graphs.pybenchmark_optimization_tracks.pybenchmark_utils.pyboundary_vibration.pybridge_primes_riemann.pychiral_involution.pycli_utils.pycoherence_projector_sense_index.pycommutant_bridge.pycomposition_arithmetic.pyconfinement_zones_test.pyconservation_law_validation.pydirected_paley_bridge.pyemergent_arithmetic_pulse.pyemergent_atom_dynamics.pyemergent_atomic_shells.pyemergent_base_dimension.pyemergent_dimension_dynamics.pyemergent_fractal_pulse.pyemergent_fractal_simplex_dimension.pyemergent_integers_symmetry.pyemergent_musical_nfr.pyemergent_nfr_geometry.pyemergent_nfr_where.pyemergent_rationals.pyemergent_rhythm.pyemergent_screening.pyemergent_shell_cardinals.pyemergent_shell_ordering.pyemergent_simplex_dimension.pyemergent_substrate_symmetry.pyequivariance_wall.pyexternal_phase_gate_validation.pyfield_methods_battery.pygolden_residue_remesh_bridge.pyintegrated_force_regime_study.pyinverse_spectrum_to_symmetry.pyk_phi_safety_demo.pykuramoto_farey_bridge.pymissing_piece_bridge.pymultichannel_interface_benchmark.pynavier_stokes_recipe_bridge.pynodal_propagator_residue_bridge.pyns_moment_hierarchy_cascade.pyoperational_irreducibility.pypaley_bridge.pyphase_curvature_investigation.pyphase_wall.pyphi_s_confinement_investigation.pyprimes_as_consequence.pypulse_phase_coherence_budget.pyREADME.mdremesh_infinity_riemann_baseline.pyremesh_infinity_riemann_composed.pyremesh_infinity_riemann_modified_graph.pyremesh_infinity_riemann_operator.pyremesh_infinity_riemann_spectral_basis.pyremesh_infinity_riemann_spectral_robustness.pyremesh_infinity_riemann_spectral.pyresidue_phase_vs_riemann.pystructural_interface_benchmark.pytemporal_interface_benchmark.pytetrad_results_aggregate.pyu2_destabilization_irreversibility.pyuniversality_clusters.pyxi_c_fast_experiment.py
primality-test
benchmarks
comprehensive_benchmark.py
docs
ADVANCED_INTEGRATION.mdmathematical_foundation.mdperformance_analysis.md
examples
advanced_examples.pybasic_usage.py
tnfr_primality
__init__.py__main__.pyadvanced_cli.pyadvanced_core.pycli.pyconstants.pycore.pyoptimized.py
MANIFEST.inPACKAGE_SUMMARY.mdREADME.mdRELEASE_NOTES_v1.0.mdsetup.pytest_installation.py
tests
core_physics
__init__.pytest_conservation_laws.pytest_delta_nfr_computation_paths.pytest_delta_nfr.pytest_dispersion_coherence_sign_invariance.pytest_emergent_constants_guard.pytest_lyapunov_operators.pytest_nodal_equation.pytest_structural_triad.py
data
replay_manifests
sample_run
_manifest_summary.json_manifest.json_partition_files.txt.gz
self_opt_validation
seed_alpha
paley.json
seed_beta
integration.json
seed_gamma
unknown.json
self_optimization
test_run
partitioned
test_run
test_run_p0.jsontest_run_p1.json
_manifest_summary.json_manifest.json
engines
test_pattern_discovery_manifest.pytest_self_optimization_engine.py
mathematics
__init__.pytest_autodiff.pytest_backends.pytest_dissipative_dynamics.pytest_epi.pytest_factory_patterns.pytest_metrics.pytest_navier_stokes_refounded.pytest_number_theory_canonical.pytest_operators.pytest_residue_networks.pytest_riemann_nodal_pulse.pytest_riemann_pulse_coherence.pytest_spaces.pytest_transforms.pytest_validator.py
operators
test_canonical_operators_modern.pytest_grammar_canon.pytest_grammar_canonical_consistency.pytest_grammar_dynamics.pytest_operator_contracts.pytest_operator_strategies.py
parallel
test_fractal_partition_manifest.py
physics
test_conservation_gauge_unification.pytest_dissipative_conservation.pytest_emergent_chemistry.pytest_field_cache_invalidation.pytest_gauge.pytest_phase_transition.pytest_signatures.pytest_spectral_conservation.pytest_structural_diffusion.pytest_structural_integrity.pytest_symplectic_substrate.pytest_tetrad_bounds.pytest_variational.pytest_yang_mills_closure.pytest_yang_mills_derivability.pytest_yang_mills_scaling.pytest_yang_mills_structural_gap.pytest_yang_mills_u6_sweep.py
scripts
test_run_self_opt_validation.pytest_run_self_optimization.py
sdk
__init__.pytest_simple_advanced.py
__init__.pyconftest.pyREADME.mdtest_breast_cancer_phase_gate_demo.pytest_classical_mechanics.pytest_distributed_fft.pytest_external_phase_gate_validation.pytest_factorization_entrypoint.pytest_multichannel_interface.pytest_nodal_optimizer.pytest_phase_gate_api.pytest_replay_register_manifest.pytest_signal_confrontation.pytest_structural_interface_api.pytest_structural_interface_baselines.pytest_structural_interface_benchmark.pytest_temporal_interface.pytest_vectorized_coherence_length_regression.pytest_wine_quality_phase_gate_demo.pyutils.py
examples
01_foundations
01_hello_world.py02_musical_resonance.py03_network_formation.py04_operator_sequences.py05_coherence_evolution.py06_network_topologies.py07_phase_transitions.py08_emergent_phenomena.py09_visualization_suite.py10_simplified_sdk_showcase.py
02_physics_regimes
11_classical_limit_comparison.py115_operator_contract_audit.py12_classical_mechanics_demo.py13_quantum_mechanics_demo.py14_uncertainty_and_interference.py15_train_crossing_demo.py17_conservation_law_demo.py26_gauge_structure_demo.py27_variational_principle_demo.py28_dissipative_systems_demo.py29_lyapunov_stability_demo.py30_self_optimization_demo.py31_mathematical_constants_basis.py33_complex_field_unification.py34_conservation_protocol_suite.py35_tetrad_irreducibility.py36_grammar_violation_detector.py37_operator_tetrad_synergy.py38_grammar_energy_landscape.py39_nodal_equation_decomposition.py
03_riemann_zeta
157_nodal_pulse_phase_attack.py41_von_mangoldt_zeta_demo.py42_riemann_zeros_as_resonances.py43_prime_ladder_hamiltonian_demo.py44_weil_explicit_formula_demo.py45_li_keiper_demo.py46_weil_tnfr_positivity_demo.py47_alpha_sweep_demo.py48_admissible_family_sweep_demo.py49_nodeaware_gauge_sweep_demo.py50_uniform_coercivity_demo.py51_adaptive_coercivity_demo.py52_paley_gap_coercivity_demo.py53_lyapunov_spectral_positivity_demo.py54_hilbert_polya_demo.py55_structural_zero_density_demo.py56_spectral_emergence_demo.py57_admissible_rescaling_demo.py58_oscillatory_correction_demo.py
04_riemann_L_twisted
59_dirichlet_l_function_demo.py60_dirichlet_l_continuation_demo.py61_dirichlet_l_hamiltonian_demo.py62_dirichlet_weil_explicit_formula_demo.py63_dirichlet_li_keiper_demo.py64_twisted_weil_positivity_demo.py65_twisted_alpha_sweep_demo.py66_twisted_admissible_family_sweep_demo.py67_twisted_nodeaware_gauge_sweep_demo.py68_twisted_hermite_family_demo.py69_twisted_coercivity_uniform_demo.py70_twisted_paley_gap_coercivity_demo.py71_twisted_lyapunov_spectral_demo.py72_twisted_hilbert_polya_demo.py73_twisted_structural_zero_density_demo.py74_twisted_spectral_emergence_demo.py75_twisted_admissible_rescaling_demo.py76_twisted_oscillatory_correction_demo.py
05_type_hygiene
77_remesh_infinity_residue_split_demo.py78_nuf_type_signature_demo.py79_epi_type_signature_demo.py80_phi_type_signature_demo.py81_dnfr_type_signature_demo.py82_remesh_window_type_signature_demo.py83_delta_phi_max_type_signature_demo.py84_coupling_weights_type_signature_demo.py85_tetrad_closure_signature_demo.py86_currents_closure_signature_demo.py87_aggregates_closure_signature_demo.py88_urules_consistency_signature_demo.py89_operator_catalog_discipline_signature_demo.py
06_navier_stokes
158_navier_stokes_two_face_refounded.py
07_number_theory
100_prime_families_orbits.py101_numbers_as_coupled_network.py102_nodal_flow_primes_equilibria.py116_nuf_emergent_prime_visibility.py146_primality_grammatical_inertness.py147_numbers_as_free_monoid_words.py148_capacity_arm_carries_von_mangoldt.py149_p14_is_the_capacity_arm_operator.py153_structural_frequency_rank_cyclotomy.py40_arithmetic_number_theory.py94_generative_number_construction.py95_primes_from_spectral_waves.py96_spectral_vibration_of_coherence.py97_goldbach_additive_multiplicative.pyemergent_chemistry_particles_demo.py
08_emergent_geometry
103_emergent_substrate_meets_riemann.py106_per_node_polarization_geometry.py107_orthogonal_structure_emergent_geometry.py108_emergent_field_generating_structure.py112_structure_predicts_coherence_flow.py113_overdamped_projection_bridge.py114_substrate_conserved_quantities.py117_emergent_geometry_residue_graph.py118_emergent_vs_classical_operator.py119_phase_sector_directed_residue.py120_symmetry_wall_substrate_vs_spectrum.py121_canonical_symmetry_break_negative.py122_factorization_phase_sector.py123_symmetry_sector_decomposition.py124_emergent_metric_fractal_consistency.py125_node_is_the_emergent_substrate.py126_two_layers_base_fiber.py127_base_is_emergent_not_imposed.py128_base_substrate_coemergence.py129_spectral_gap_base_fiber_clock.py130_operators_break_substrate_charges.py131_coemergent_loop_convergence.py132_geometric_phase_holonomy.py133_psi_topological_defects.py134_spectral_dimension_heat_kernel.py135_arrow_of_time_h_theorem.py136_heat_kernel_coefficients.py137_synchronization_transition.py138_structure_frequency_synchronization.py139_grammar_formal_language.py140_grammar_automaton.py141_grammar_rule_decomposition.py142_grammar_operator_quotient.py143_glyphic_function_sublanguage.py144_branching_combinator.py145_syntactic_monoid_starfree.py150_emergent_grammatical_pattern_parry.py151_grammar_in_emergent_geometry.py152_operator_contract_tetrahedron.py154_conductor_annotated_qr_spectrum.py155_ontological_position_of_numbers.py156_emergence_directness_law.py98_emergent_symplectic_substrate.py99_structural_diffusion.pyunified_fields_showcase.py
09_millennium
109_p_vs_np_coherence_synthesis.py110_bsd_rank_structural_pressure.py111_hodge_discrete_and_honest_gap.py
10_applications
159_empirical_confrontation_pipeline.py90_phase_gate_monitor_demo.py91_breast_cancer_phase_gate_demo.py92_wine_quality_phase_gate_demo.py93_structural_interface_demo.pypytorch_cuda_demo.py
README.md
scripts
replay
__init__.pyregister_manifest.py
__init__.pyREADME.mdrebuild_failure_manifest.pyrun_reproducible_benchmarks.pyrun_self_opt_validation.pyrun_self_optimization.pytnfr_is_prime.pyvalidate_conservation_law.pyverify_internal_references.py
src
core
__init__.pyevaluation.py
tnfr
backends
__init__.pyjax_backend.pynumpy_backend.pyoptimized_numpy.pyREADME.mdtorch_backend.py
cli
__init__.py__init__.pyiarguments.pyarguments.pyiexecution.pyexecution.pyiinteractive_validator.pyREADME.mdutils.pyutils.pyi
compat
__init__.pydataclass.pyjsonschema_stub.pymatplotlib_stub.pynumpy_stub.pyREADME.md
config
__init__.py__init__.pyiconstants.pyconstants.pyidefaults_core.pydefaults_init.pydefaults_metric.pydefaults.pyfeature_flags.pyfeature_flags.pyiglyph_constants.pyoperator_names.pyoperator_names.pyiphysics_derivation.pyprecision_modes.pypresets.pypresets.pyiREADME.mdsecurity.pythresholds.pytnfr_config.py
constants
__init__.py__init__.pyialiases.pyaliases.pyicanonical.pymetric.pymetric.pyioperational.py
core
__init__.pycontainer.pydefault_implementations.pyexceptions.pyinterfaces.pyREADME.md
dynamics
__init__.py__init__.pyiadaptation.pyadaptation.pyiadaptive_sequences.pyadaptive_sequences.pyiadelic.pyadvanced_cache_optimizer.pyadvanced_fft_arithmetic.pyaliases.pyaliases.pyibifurcation.pycache_aware_fft_engine.pycanonical.pycanonical.pyicomputational_hub.pycoordination.pycoordination.pyidistributed_fft.pydnfr.pydnfr.pyidynamic_limits.pyemergent_centralization.pyemergent_integration_engine.pyfeedback.pyfeedback.pyifft_backend.pyfft_cache_coordinator.pyfft_dispatchers.pyfft_engine.pyfft_workers.pyfused_dnfr.pyhomeostasis.pyhomeostasis.pyiintegrators.pyintegrators.pyilearning.pylearning.pyimetabolism.pymulti_modal_cache.pynbody_tnfr.pynbody.pynodal_optimizer.pyoptimization_orchestrator.pypropagation.pyREADME.mdruntime.pyruntime.pyisampling.pysampling.pyiselectors.pyselectors.pyiself_optimizing_engine.pyspectral_structural_fusion.pystructural_cache.pystructural_clip.pysymplectic.pyunified_backend.pyunified_mathematical_cache_orchestrator.py
engines
computation
__init__.pyfft_engine.pyunified_fft_engine.pyunified_gpu_system.py
constants
__init__.pycanonical.pyoperational.py
integration
__init__.pyemergent_integration.py
pattern_discovery
__init__.pymathematical_patterns.pymulti_modal_cache.py
self_optimization
__init__.pyengine.py
__init__.pyREADME.md
errors
__init__.pycontextual.py
factorization
__init__.py
flatten
README.md
gamma
README.md
glyph_history
README.md
glyph_runtime
README.md
immutable
README.md
initialization
README.md
io
README.md
math
__init__.pyfields_symbolic.pygrammar_validators.pyoptimizer.pyREADME.mdsymbolic.py
mathematics
__init__.pybackend.pybackend.pyidynamics.pydynamics.pyiepi.pyepi.pyigenerators.pygenerators.pyiliouville.pymetrics.pymetrics.pyinumber_theory.pyoperators_factory.pyoperators_factory.pyioperators.pyoperators.pyioptimized_primality.pyprojection.pyprojection.pyiREADME.mdruntime.pyruntime.pyispaces.pyspaces.pyispectral.pytransforms.pytransforms.pyiunified_cache.pyunified_numerical.pyzeta.py
metrics
__init__.py__init__.pyibuffer_cache.pybuffer_cache.pyicache_utils.pycoherence.pycoherence.pyicommon.pycommon.pyicore.pycore.pyidiagnosis.pydiagnosis.pyiemergence.pyexport.pyexport.pyiglyph_timing.pyglyph_timing.pyilearning_metrics.pylearning_metrics.pyilocal_coherence.pyphase_coherence.pyphase_compatibility.pyREADME.mdreporting.pyreporting.pyisense_index.pysense_index.pyitelemetry.pytetrad.pytrig_cache.pytrig_cache.pyitrig.pytrig.pyi
multiscale
__init__.pyhierarchical.pyREADME.md
navier_stokes
__init__.pyconservative_face.pyoperator.py
node
README.md
observers
README.md
operators
network_analysis
__init__.pysource_detection.py
postconditions
__init__.pymutation.py
preconditions
__init__.pycoherence.pydissonance.pyemission.pymutation.pyreception.pyresonance.py
strategies
__init__.pydefaults.pygpu_strategies.pystrategy.py
__init__.py__init__.pyialgebra.pycanonical_patterns.pycascade.pycoherence.pycontraction.pycoupling.pycycle_detection.pydefinitions_base.pydefinitions.pydefinitions.pyidissonance.pyemission.pyexpansion.pygrammar_application.pygrammar_canon.pygrammar_context.pygrammar_core.pygrammar_dynamics.pygrammar_error_factory.pygrammar_memoization.pygrammar_patterns.pygrammar_telemetry.pygrammar_types.pygrammar_u6.pygrammar_validate.pygrammar.pygrammar.pyihamiltonian.pyhealth_analyzer.pyintrospection.pyjitter.pyjitter.pyilifecycle.pymetabolism.pymetrics_basic.pymetrics_core.pymetrics_network.pymetrics_structural.pymetrics_u6.pymetrics.pymutation.pynodal_equation.pyoperator_contracts.pypattern_detection.pypatterns.pyREADME.mdreception.pyrecursivity.pyregistry.pyregistry.pyiremesh.pyremesh.pyiresonance.pyself_organization.pysilence.pystructural_units.pytransition.py
parallel
__init__.pyauto_scaler.pydistributed.pyengine.pymonitoring.pypartitioner.pyREADME.md
performance
guardrails.py
physics
__init__.py_helpers.pycalibration.pycanonical.pycell.pyclassical_mechanics.pyconservation_gauge_unification.pyconservation.pydissipative_conservation.pyemergent_chemistry.pyemergent_particles.pyextended.pyfields.pygauge.pyintegrity.pyinteractions.pylife.pylyapunov.pypatterns.pyphase_transition.pyquantum_mechanics.pyREADME.mdsignatures.pyspectral_conservation.pyspectral_metrics.pystructural_diffusion.pysymplectic_substrate.pytelemetry.pyunified.pyvariational.pyvectorized_ops.py
primality
__init__.py
recipes
__init__.pycookbook.pyREADME.md
riemann
__init__.pyadmissible_family_sweep.pyadmissible_rescaling.pyaggregates_closure_signature.pyalpha_sweep.pyanalytic_continuation_dirichlet.pyanalytic_continuation.pycoercivity_uniform.pycoupling_weights_type_signature.pycurrents_closure_signature.pydelta_phi_max_type_signature.pydirichlet_l.pydnfr_type_signature.pyepi_type_signature.pyhilbert_polya.pyli_keiper.pylyapunov_spectral_positivity.pynodal_pulse.pynodeaware_gauge_sweep.pynuf_type_signature.pyoperator_catalog_discipline_signature.pyoperator.pyoscillatory_correction.pypaley_gap_coercivity.pyphi_type_signature.pyprime_ladder_hamiltonian.pypulse_coherence.pyremesh_infinity_residue_split.pyremesh_window_type_signature.pyspectral_emergence.pystructural_zero_density.pytelemetry.pytetrad_closure_signature.pytwisted_admissible_family_sweep.pytwisted_admissible_rescaling.pytwisted_alpha_sweep.pytwisted_coercivity_uniform.pytwisted_hermite_family.pytwisted_hilbert_polya.pytwisted_li_keiper.pytwisted_lyapunov_spectral_positivity.pytwisted_nodeaware_gauge_sweep.pytwisted_oscillatory_correction.pytwisted_paley_gap_coercivity.pytwisted_prime_ladder_hamiltonian.pytwisted_spectral_emergence.pytwisted_structural_zero_density.pytwisted_weil_explicit_formula.pytwisted_weil_positivity.pyurules_consistency_signature.pyvon_mangoldt.pyweil_explicit_formula.pyweil_positivity.py
schemas
__init__.pygrammar.jsonREADME.md
sdk
__init__.py__init__.pyiadaptive_system.pyadaptive_system.pyibuilders.pybuilders.pyifluent.pyfluent.pyiREADME.mdself_opt.pysimple.pytemplates.pytemplates.pyiutils.py
security
__init__.pycrypto.pydatabase.pyREADME.mdsubprocess.pyvalidation.py
sequencing
__init__.pypatterns.pyREADME.md
services
__init__.pyorchestrator.pyREADME.md
sparse
__init__.pyREADME.mdrepresentations.py
structural
README.md
telemetry
__init__.pycache_metrics.pycache_metrics.pyiconstants.pynu_f.pynu_f.pyiREADME.mdunified_telemetry_system.pyverbosity.pyverbosity.pyi
tools
__init__.pydomain_templates.pyREADME.mdsequence_generator.pytnfr_is_prime_cli_optimized.pytnfr_is_prime_cli.py
topology
__init__.pyasymmetry.pyREADME.md
utils
cache_layers.pycache.pycache.pyicallbacks.pycallbacks.pyichunks.pychunks.pyidata.pydata.pyifast_diameter.pygraph.pygraph.pyiinit.pyinit.pyiio.pyio.pyinumeric.pynumeric.pyiREADME.mdtopology.pyunified_cache.py
validation
__init__.py__init__.pyiaggregator.pybase.pycompatibility.pycompatibility.pyiconfig.pygraph.pygraph.pyihealth.pyinput_validation.pyinterface_baselines.pyinvariants.pymultichannel_interface.pyphase_gate.pyREADME.mdrules.pyrules.pyiruntime.pyruntime.pyisequence_validator.pysignal_confrontation.pysoft_filters.pysoft_filters.pyispectral.pyspectral.pyistructural_interface.pytemporal_interface.pyunified_validation_system.pyvalidator.pywindow.pywindow.pyi
visualization
__init__.pycascade_viz.pyhierarchy.pyREADME.mdsequence_plotter.py
yang_mills
__init__.pyclosure.pyderivability.pyscaling.pystructural_gap.pyu6_sweep.py
__init__.py__init__.pyi_compat.py_version.py_version.pyialias.pyalias.pyibackend_config.pycache.pycache.pyiexecution.pyexecution.pyiflatten.pyflatten.pyigamma.pygamma.pyiglyph_history.pyglyph_history.pyiglyph_runtime.pyglyph_runtime.pyiimmutable.pyimmutable.pyiinitialization.pyinitialization.pyiio.pyio.pyilocking.pylocking.pyinode.pynode.pyiobservers.pyobservers.pyiontosim.pyontosim.pyipy.typedrng.pyrng.pyisecure_config.pyselector.pyselector.pyisense.pysense.pyistructural.pystructural.pyitokens.pytokens.pyitrace.pytrace.pyitypes.pytypes.pyiunits.pyunits.pyi
tetrad_evaluator.py
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FILE: theory/README.md

README.md

TNFR Theory Documentation Hub

Theoretical documentation for Resonant Fractal Nature Theory (TNFR), organized around the nodal equation ∂EPI/∂t=νf ΔNFR(t)\partial\mathrm{EPI}/\partial t = \nu_f \, \Delta\mathrm{NFR}(t)∂EPI/∂t=νf​ΔNFR(t) and the structural field tetrad (Φs,∣∇ϕ∣,Kϕ,ξC)(\Phi_s, |\nabla\phi|, K_\phi, \xi_C)(Φs​,∣∇ϕ∣,Kϕ​,ξC​).


Theory ↔ Examples ↔ SDK Cross-Reference

Every theory document maps to executable examples and SDK entry points:

Theory DocumentExamplesSDK Entry Point
FUNDAMENTAL_THEORY.md01–03, 05, 06, 08, 09, 37, 39TNFR.create(), .evolve(), .tetrad(), .telemetry()
MINIMAL_STRUCTURAL_DEGREES.md05, 10, 35, 39.tetrad(), .fields(), .conservation()
MATHEMATICAL_DYNAMICS_BASIS.md05, 10, 31.tetrad(), .fields()
UNIFIED_GRAMMAR_RULES.md04, 07, 36, 38.evolve_grammar_aware(), GrammarAwareDynamics
STRUCTURAL_CONSERVATION_THEOREM.md17, 34, 36, 37, 38.conservation(), ConservationReport
TNFR_VARIATIONAL_PRINCIPLE.md27tnfr.physics.variational
DISSIPATIVE_AND_OPEN_SYSTEMS.md28tnfr.physics.dissipative_conservation
STRUCTURAL_STABILITY_AND_DYNAMICS.md29, 38, 39.integrity_check(), StructuralIntegrityMonitor
GAUGE_SYMMETRY_AND_UNIFICATION.md26tnfr.physics.gauge
TNFR_YANG_MILLS_RESEARCH_NOTES.mdY1 finite gauge gap, Y2 U6 sweep, Y3 non-Abelian audit, Y4 finite scaling, Y5 Branch-B closure classificationtnfr.yang_mills, tnfr.physics.gauge, tnfr.physics.conservation_gauge_unification
PHYSICAL_REGIME_CORRESPONDENCES.md11–15tnfr.physics.classical_mechanics, tnfr.physics.quantum_mechanics
EXTENDED_FIELDS_AND_DERIVED_QUANTITIES.md33, unified_fields.tensor_invariants(), .emergent_fields()
APPLIED_STRUCTURAL_ANALYSIS.md41–43tnfr.riemann
TNFR_RIEMANN_RESEARCH_NOTES.md41–76 (P12–P49 ζ-track + χ-twisted L-track), 78–89 (Type-Hygiene B0–B11)tnfr.riemann
TNFR_NAVIER_STOKES_RESEARCH_NOTES.md158 (two-face reading + nonlinear K_φ cascade frontier)tnfr.navier_stokes
CATALOG_TYPE_HYGIENE_PROGRAMME.md78–89 (B0–B11 type-signature demos)tnfr.riemann (type-signature modules)
STRUCTURAL_OPERATORS.md04, 10, 29, 36, 37, 38, 39.evolve_grammar_aware(), .integrity_check(), Operator.__call__()
TNFR_NUMBER_THEORY.md40, 94–97, 100–102tnfr.mathematics.number_theory, tnfr.riemann
REMESH_INFINITY_DERIVATION.md77 (REMESH-∞)tnfr.operators.remesh, tnfr.physics.conservation
NUCLEUS_A_PRIME_LADDER_ATLAS.md41–44 (P12–P15 pipeline)tnfr.riemann.von_mangoldt, tnfr.riemann.prime_ladder_hamiltonian
NUCLEUS_B_EQUIVARIANCE_OBSTRUCTIONS.md78–89 (Type-Hygiene B0–B11)tnfr.riemann (equivariance diagnostics)
Emergent geometry (AGENTS.md § Symplectic Substrate / Structural Diffusion)98, 99, 103–108, 112, 113, 114tnfr.physics.symplectic_substrate, tnfr.physics.structural_diffusion
TNFR_P_VS_NP_RESEARCH_NOTES.md109tnfr (gradient-flow relaxation)
TNFR_BSD_RESEARCH_NOTES.md110tnfr (arithmetic structural pressure)
TNFR_HODGE_RESEARCH_NOTES.md111tnfr (discrete Hodge theory)
GLOSSARY.mdAllAll (terminology reference)

SDK quick start: from tnfr.sdk import TNFR — see SDK README and example 10.


Document Map

Canonical References (unchanged, self-contained)

DocumentScope
UNIFIED_GRAMMAR_RULES.mdU1–U6 derivations with canonicity proofs
MINIMAL_STRUCTURAL_DEGREES.mdWhy exactly four structural fields: minimality, completeness, variational confirmation
STRUCTURAL_CONSERVATION_THEOREM.mdNoether-like conservation laws: continuity, Ward identities, Lyapunov stability
TNFR_VARIATIONAL_PRINCIPLE.mdLagrangian/Hamiltonian formulation of structural dynamics
TNFR_RIEMANN_RESEARCH_NOTES.mdTNFR–Riemann program: P12–P49 ζ-track + χ-twisted L-track attack surface, §13 obstruction analysis (T-HP, B1/B2/B3 branches), §19 milestone map
TNFR_NAVIER_STOKES_RESEARCH_NOTES.mdTNFR–Navier–Stokes program (N12–N13 K_φ cascade, Taylor–Green experiments, N15 linkage)
TNFR_YANG_MILLS_RESEARCH_NOTES.mdTNFR–Yang–Mills structural gap programme (Y1 finite nodal gauge gap + Y2 U6 sweep + Y3 non-Abelian derivability audit + Y4 finite scaling + Y5 Branch-B closure classification before any Clay-strength claim)
REMESH_INFINITY_DERIVATION.mdN15 catalog-completeness theorem (May 2026, COMPLETE): asymptotic projection R∞\mathcal{R}_\inftyR∞​ on H2(D)H^2(D)H2(D), projected Noether/energy (Q∞Q_\inftyQ∞​, V∞V_\inftyV∞​), uniform spectral density, Branch A verdict; 13-op TNFR catalog closed under the REMESH-∞ limit
CATALOG_TYPE_HYGIENE_PROGRAMME.mdCatalog Type-Hygiene Programme (CLOSED 2026-05-27): twelve orthogonal CDMs B0–B11, all NEGATIVE; composite meta-minimality theorem — 13-operator catalog types minimal and complete; twelve non-canonical research envelopes classified
GLOSSARY.mdOperational definitions and terminology
TNFR.pdfHistorical foundational document

Consolidated References

DocumentScope
FUNDAMENTAL_THEORY.mdNodal equation, structural field tetrad and field scales, emergent invariants, multiscale domain mapping
PHYSICAL_REGIME_CORRESPONDENCES.mdClassical mechanics limit, inertial regime, quantum regime, structural uncertainty, thermodynamic demonstration
APPLIED_STRUCTURAL_ANALYSIS.mdSpectral factorization (verified), demonstration-level particle collisions and elemental structure

Extended Theoretical Development

DocumentScope
GAUGE_SYMMETRY_AND_UNIFICATION.mdU(1) gauge symmetry of Ψ, gauge-invariant observables, conservation-gauge unification, spectral conservation
TNFR_YANG_MILLS_RESEARCH_NOTES.mdTNFR-native Yang–Mills / mass-gap attack surface: no separate quantum ontology, Y1–Y5 diagnostics implemented, Branch B obstruction classified, non-Abelian derivability and continuum limits open
EXTENDED_FIELDS_AND_DERIVED_QUANTITIES.mdExtended fields (J_φ, J_ΔNFR), complex geometric field Ψ, derived invariants (χ, 𝒮, 𝒞, ℰ, 𝒬), energy decomposition
DISSIPATIVE_AND_OPEN_SYSTEMS.mdLindblad dissipator, dissipative continuity equation, purity decay, entropy production, dissipation tiers
STRUCTURAL_STABILITY_AND_DYNAMICS.mdLyapunov per-operator bounds, phase transitions, life/autopoiesis, node lifecycle, Hamiltonian, integrity monitor
MATHEMATICAL_DYNAMICS_BASIS.mdThe structural-field tetrad as the minimal derivative-tower basis; why only π is a genuine structural scale
STRUCTURAL_OPERATORS.mdComplete specification of 13 canonical operators: physics, transformations, constants, energy bounds, postconditions, compositions
TNFR_NUMBER_THEORY.mdArithmetic TNFR: primality as ΔNFR = 0, canonical constants, pressure components, dual-lever decomposition, spectral factorization, Riemann connection
NUCLEUS_A_PRIME_LADDER_ATLAS.mdCanonical prime-ladder construction atlas: P12–P15 pipeline, self-adjoint Hamiltonian, Weil–Guinand verification
NUCLEUS_B_EQUIVARIANCE_OBSTRUCTIONS.mdEquivariance obstructions on G_P14: CCET, Prime-Cancellation Lemma, Euler-Orthogonality Lemma, B1 closure
EMERGENT_ONTOLOGY.mdExploratory draft — catalog of structures the one nodal equation manifests across scales (diffusive face → emergent thermodynamics; conservative face → relativistic structure; shared geometry, synchronization, charge/gauge), each entry labelled POSITED / DERIVED / ANALOGY / OPEN CONJECTURE

Millennium Problem Programs (TNFR-native reformulations)

Each program restates a Clay Millennium Problem in TNFR-native terms and classifies its obstruction. None claims a solution — every entry carries an explicit honest-scope statement (open gap or Branch B/B3 negative). See each document's status section for the precise boundary.

DocumentProblemStatus
TNFR_RIEMANN_RESEARCH_NOTES.mdRiemann HypothesisPrime-ladder Hamiltonian + Weil–Guinand verified; smooth/oscillatory rescaling split. G4 = RH open at the T-HP boundary
TNFR_NAVIER_STOKES_RESEARCH_NOTES.mdNavier–Stokes regularityKϕK_\phiKϕ​ cascade, enstrophy budget, native νλk\nu\lambda_kνλk​ dissipation; global regularity open
TNFR_YANG_MILLS_RESEARCH_NOTES.mdYang–Mills mass gapFinite nodal gauge gap (Y1–Y5); Branch-B obstruction, non-Abelian + continuum limit open
TNFR_P_VS_NP_RESEARCH_NOTES.mdP vs NPCoherence verification $O(
TNFR_BSD_RESEARCH_NOTES.mdBirch–Swinnerton-Dyerapa_pap​ as structural pressure, rank-separation reproduced; GL(1)→GL(2) gap open (Branch B)
TNFR_HODGE_RESEARCH_NOTES.mdHodge conjectureDiscrete Hodge theory (harmonic = Betti, Eckmann); strong negative — blind to (p,p) bigrading + algebraicity (Branch B3-leaning)

Hierarchy

  1. ../AGENTS.md — Primary theoretical reference (complete framework overview)
  2. This directory — Specialized derivations and domain applications
  3. ../docs/ — Implementation specifications
  4. ../examples/ — 162 executable demonstrations across 10 thematic subfolders (01_foundations, 02_physics_regimes, 03_riemann_zeta, 04_riemann_L_twisted, 05_type_hygiene, 06_navier_stokes, 07_number_theory, 08_emergent_geometry, 09_millennium, 10_applications). Each file keeps a stable global number as identifier; the folder gives the theme.
  5. ../src/tnfr/sdk/ — Simplified SDK API

Quick Reference

Nodal Equation

∂EPI∂t=νf⋅ΔNFR(t)\frac{\partial \mathrm{EPI}}{\partial t} = \nu_f \cdot \Delta\mathrm{NFR}(t)∂t∂EPI​=νf​⋅ΔNFR(t)

Structural-Field Tetrad

The four fields are the four orders of the discrete derivative tower (this basis is DERIVED). Only π is a genuine structural scale (the phase-wrap bound of the phase sector); the coherence length is set by the spectral gap (ξ_C ∝ 1/√λ₂) and the Φ_s bound is π-derived.

FieldTower orderStructural bound
Φs\Phi_sΦs​ (Structural Potential)0th (aggregation)∥Φs∥<π/4≈0.785\|\Phi_s\| < \pi/4 \approx 0.785∥Φs​∥<π/4≈0.785 (π-derived, quarter phase-wrap)
∥∇ϕ∥\|\nabla\phi\|∥∇ϕ∥ (Phase Gradient)1st (local)∥∇ϕ∥≤π\|\nabla\phi\| \le \pi∥∇ϕ∥≤π (phase wrap; the ≈0.18\approx 0.18≈0.18 early-warning level is heuristic, not a bound)
KϕK_\phiKϕ​ (Phase Curvature)2nd (local)∥Kϕ∥<0.9π≈2.827\|K_\phi\| < 0.9\pi \approx 2.827∥Kϕ​∥<0.9π≈ (phase wrap);
ξC\xi_CξC​ (Coherence Length)correlationξC∝1/λ2\xi_C \propto 1/\sqrt{\lambda_2}ξC​∝1/ (spectral gap)

13 Canonical Operators

AL, EN, IL, OZ, UM, RA, SHA, VAL, NUL, THOL, ZHIR, NAV, REMESH

Unified Grammar (U1–U6)

  • U1: Structural Initiation & Closure
  • U2: Convergence & Boundedness
  • U3: Resonant Coupling
  • U4: Bifurcation Dynamics
  • U5: Multi-Scale Coherence
  • U6: Structural Potential Confinement

Reading Pathways

Newcomer (2–4 hours)

  1. ../AGENTS.md — Paradigm and complete framework overview
  2. GLOSSARY.md — Terminology and operational definitions
  3. FUNDAMENTAL_THEORY.md — Nodal equation, tetrad and field scales
  4. Try: 01_foundations/01_hello_world.py, 01_foundations/10_simplified_sdk_showcase.py

Intermediate (1–2 days)

  1. MINIMAL_STRUCTURAL_DEGREES.md — Why exactly four structural fields
  2. STRUCTURAL_OPERATORS.md — Full specification of the 13 canonical operators
  3. UNIFIED_GRAMMAR_RULES.md — U1–U6 derivations with canonicity proofs
  4. MATHEMATICAL_DYNAMICS_BASIS.md — The structural-field tetrad as the minimal derivative-tower basis (only π is a genuine structural scale)
  5. Try: 01_foundations/04_operator_sequences.py, 02_physics_regimes/37_operator_tetrad_synergy.py

Advanced (physics & conservation)

  1. STRUCTURAL_CONSERVATION_THEOREM.md — Noether-like conservation laws
  2. TNFR_VARIATIONAL_PRINCIPLE.md — Lagrangian/Hamiltonian formulation
  3. EXTENDED_FIELDS_AND_DERIVED_QUANTITIES.md — Complex field Ψ and derived invariants
  4. GAUGE_SYMMETRY_AND_UNIFICATION.md — U(1) gauge structure
  5. PHYSICAL_REGIME_CORRESPONDENCES.md — Classical/quantum regime correspondences
  6. Try: 02_physics_regimes/17_conservation_law_demo.py, 08_emergent_geometry/98_emergent_symplectic_substrate.py

Researcher (Millennium programs)

  1. TNFR_NUMBER_THEORY.md — Arithmetic TNFR foundations
  2. NUCLEUS_A_PRIME_LADDER_ATLAS.md + NUCLEUS_B_EQUIVARIANCE_OBSTRUCTIONS.md — Prime-ladder construction and obstructions
  3. TNFR_RIEMANN_RESEARCH_NOTES.md — The full Riemann program (read §19 first for the milestone map)
  4. REMESH_INFINITY_DERIVATION.md + CATALOG_TYPE_HYGIENE_PROGRAMME.md — Catalog-completeness theorems
  5. The other Millennium programs: Navier–Stokes, Yang–Mills, P vs NP, BSD, Hodge

Honest-scope reminder: the Millennium programs are TNFR-native reformulations with classified obstructions, not solutions. Each document states its exact open gap.

Researcher (1–2 weeks)

  1. UNIFIED_GRAMMAR_RULES.md — Grammar derivations → example 04
  2. STRUCTURAL_CONSERVATION_THEOREM.md — Conservation laws → example 17
  3. TNFR_VARIATIONAL_PRINCIPLE.md — Lagrangian formulation → example 27
  4. TNFR_RIEMANN_RESEARCH_NOTES.md — Riemann program → example 41
  5. TNFR.pdf — Historical derivations

Domain Specialist

  • Physics: PHYSICAL_REGIME_CORRESPONDENCES.md → examples 11–15
  • Number Theory: TNFR_NUMBER_THEORY.md → example 40
  • Factorization: APPLIED_STRUCTURAL_ANALYSIS.md → examples 41–43
  • Gauge Theory / Symmetry: GAUGE_SYMMETRY_AND_UNIFICATION.md → example 26
  • Yang–Mills / Structural Gap: TNFR_YANG_MILLS_RESEARCH_NOTES.md → Y1–Y5 diagnostics using tnfr.yang_mills
  • Field Extensions / Invariants: EXTENDED_FIELDS_AND_DERIVED_QUANTITIES.md → unified_fields_showcase
  • Open Systems / Decoherence: DISSIPATIVE_AND_OPEN_SYSTEMS.md → example 28
  • Stability / Lifecycle: STRUCTURAL_STABILITY_AND_DYNAMICS.md → example 29
  • Self-Optimization: ../AGENTS.md § Self-Optimizing Dynamics → example 30

Implementation

  1. ../src/tnfr/sdk/ — SDK API (from tnfr.sdk import TNFR)
  2. ../examples/ — Tutorials (01–30 + 2 utility)
  3. ../src/tnfr/ — Source code
  4. ../tests/ — Validation suite
  5. ../docs/ — Technical specifications

Navigation

  • Repository root
  • Architecture
  • Contributing
  • Technical docs

Version: 0.0.3.3 | Documents: 27 + TNFR.pdf | Examples: 125 | Authority: ../AGENTS.md

2.827
Kϕ=LrwϕK_\phi = L_{rw}\phiKϕ​=Lrw​ϕ
λ2​
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