<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
    <url>
         <loc>https://mlehaptics.readthedocs.io/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/802.11mc_FTM_Reconnaissance_Report/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/Achieving_sub_1ms_time_synchronization_over_BLE_on_ESP32/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/Advanced_Architectural_Analysis_Bilateral_Pattern_Playback/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/Bilateral_Pattern_Playback_Plus_UTLP_Integration_Plan/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/Bilateral_Time_Sync_Protocol_Technical_Report/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/CONNECTION_HEALTH_METRIC_PROPOSAL/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/EMDR_Slow_BLS_Research_Frontier/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/EMDR_bilateral_stimulation_Evidence-based_parameters_for_clinical_practice/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/ESP-NOW_vs_BLE_Power_Analysis/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/ESP_IDF_BUILD_CONSTRAINTS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/ESP_IDF_SOURCE_SELECTION/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/Emergency_Vehicle_Light_Sync_Proven_Architectures_for_ESP32_Adaptation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/KNOWN_ISSUES/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/RESEARCH_PLATFORM_FEATURES/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/ai_context/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/architecture_decisions/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/bilateral_pattern_playback_architecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/requirements_spec/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0001-esp-idf-v5-5-0-framework-selection/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0002-jpl-coding-standard-adoption/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0003-c-language-selection/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0004-seeed-xiao-esp32c6-platform-selection/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0005-gpio-assignment-strategy/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0006-bilateral-cycle-time-architecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0007-freertos-task-architecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0008-ble-protocol-architecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0009-bilateral-timing-implementation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0010-race-condition-prevention-strategy/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0011-emergency-shutdown-protocol/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0012-dead-time-implementation-strategy/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0013-factory-reset-security-window/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0014-deep-sleep-strategy/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0015-nvs-storage-strategy/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0016-no-session-state-persistence/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0017-conditional-compilation-strategy/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0018-technical-risk-mitigation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0019-task-watchdog-timer-adaptive-feeding/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0020-power-management-strategy-phased/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0021-motor-stall-detection-back-emf/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0022-esp-idf-build-system-test-architecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0023-deep-sleep-wake-state-machine/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0024-led-strip-component-version/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0025-dual-device-wake-pattern-ux/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0026-ble-automatic-role-recovery/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0027-modular-source-file-architecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0028-command-control-synchronized-fallback/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0029-relaxed-timing-specification/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0030-ble-bilateral-control-service/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0031-research-platform-extensions/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0032-ble-configuration-service-architecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0033-led-color-palette-standard/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0034-documentation-versioning-and-release-management/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0035-battery-based-initial-role-assignment/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0036-ble-bonding-and-pairing-security/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0037-state-based-connection-type-identification/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0038-uuid-switching-strategy/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0039-time-synchronization-protocol/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0040-firmware-version-checking/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0041-predictive-bilateral-synchronization/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0042-remove-mac-delay-battery-based-symmetry-breaking/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0043-filtered-time-synchronization/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0044-non-blocking-motor-timing/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0045-synchronized-independent-bilateral-operation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0046-ptp-observation-mode-integration/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0047-scheduled-pattern-playback/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0047-supplemental-gemini-feedback/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0048-espnow-adaptive-transport-hardware-acceleration/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0049-csi-phase-motion-detection-exploration/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/0050-utlp-module-extraction/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/adr/_template/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ANTIKYTHERA_PHASE_OP_PREFLIGHT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ANTIKYTHERA_SPECTRAL_BUILD_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ANTIKYTHERA_SPECTRAL_INSTRUCTIONS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ANTIKYTHERA_SPECTRAL_PYPI_PLAN_v0.1.0/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/SESSION_HANDOFF/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera_spectral_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/doom_spectral_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides_spectral_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/mfo_spectral_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/CHANGELOG/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/ROADMAP/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/CALENDAR_SYSTEMS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/DELTA_T_MODEL/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/EPHEMERIS_KERNELS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/OPERATOR_WORKFLOW/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/bridge_api/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0001-pure-python-only-v0.1/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0002-bridge-api-shape/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0003-ephemeris-allowlist-codeql/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0004-frozen-data-as-json-not-pickle/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0005-codegen-no-c-yet/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0006-stateless-bridge-no-server-state/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0007-athenian-calendar-conversion-fidelity/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0008-whatif-mode-bounded-input/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0009-single-branch-rollout/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0010-testpypi-pre-merge-gating/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0011-algebraic-default-precise-opt-in/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/docs/adr/0012-algebra-eigenbasis-vs-cad-scope/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/python/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/antikythera-spectral/python/CHANGELOG/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/CHANGELOG/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/ROADMAP/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/TIER2_DESIGN/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/c/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/c/JPL_AUDIT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/python/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/python/CHANGELOG/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/ephemerides-spectral/scripts/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/bit_alu_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/clutch_evidence_dossier/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/de441_error_spectrum_analysis/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/de441_error_spectrum_v0.5.0/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/de441_full_sweep/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/hypothesis_computability_audit/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/kinematics_dynamics_audit/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/lunar_epoch_candidates/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/mars_38deg_gap_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/moon_catalog_patches_v0.5.5/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/moon_residual_v0.5.3/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/patch_shrinks_residual_v0.5.1/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/patch_shrinks_residual_v0.5.2/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/proper_time_rates/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/research_audit_report/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/runtime_kernel_patching/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/runtime_kernel_patching_demo/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/seasonal_calibration_viability/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/seasonal_observability_priorart/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/figures/spice_feature_audit/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/hoodoos/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research/resonant_bit_serialized_hdc_evaluation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/asymptotic_vs_infinity_history_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/axis_of_evil_ring_down_framing_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/dark_sector_rate_of_change_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/dark_sector_substrate_internal_time_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/graph_laplacian_hyperring_investigation_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/gravitational_time_dilation_substrate_mode_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/particle_matter_wave_vs_field_investigation_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/sign_change_pin_slot_epicycle_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/spherical_compression_investigation_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/research-mfo/vii_6_3_1_prediction_verification_scope_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_phase_a_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_phase_b_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_phase_c_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_phase_d_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_phase_f_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_sh_survey_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_survey_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_survey_v2_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/antikythera-maths/results-mfo/mpm_t2_lshell_survey_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/AI_ORCHESTRATION_PROMPT_TEMPLATE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/API_ANALYSIS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/BACK_EMF_DURING_DRIVE_UPDATE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/BLE_DIAGNOSTIC_STRATEGY/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/BOOT_ANALYSIS_INDEX/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/DUAL_DEVICE_BOOT_ANALYSIS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/Distributed_Acoustic_Sensing_Lab_Manual/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/ENGINEERING_VERIFICATION_GUIDE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/ESP_IDF_V5.5.0_MIGRATION/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/FUTURE_BLE_INTEGRATION_NOTES/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/GPIO_UPDATE_2025-10-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/INTEGRATION_COMPLETE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/LEDC_RESOLUTION_FIX/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/NIMBLE_API_REFACTOR_TEST_CHECKLIST/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE2_INTEGRATION_PLAN/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE2_TIER1_REVIEW/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE3_COMMAND_CONTROL_IDEAS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_0.4_COMPLETE_QUICKSTART/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_1_QUICK_START/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_2_IMPLEMENTATION_SUMMARY/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_2_INTEGRATION_COMPLETE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_2_TICKLESS_IDLE_GUIDE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_2_VISUAL_COMPARISON/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_3_EXPLICIT_SLEEP_GUIDE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_6Q_DISCOVERY_RACE_FIX/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_6S_BUG_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PHASE_6_ACTIVE_COAST_ADJUSTMENT_PLAN/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/POWER_MANAGEMENT_ROADMAP/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PROMPT_DeepSleep_Documentation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/PTP_BLE_Observation_Mode_Implementation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/SINGLE_DEVICE_DEMO_FRESH_START_TRACKER/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/SINGLE_DEVICE_DEMO_RESEARCH_SPEC/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/STATE_MACHINE_ANALYSIS_CHECKLIST/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/SUMMARY_2025-01-03/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/TECH_SPIKE_SINGLE_DEVICE_DRIFT_BASELINE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/TIMELINE_TABLES/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/UPDATES_2025-01-03/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/UTLP_Technical_Report_v2/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/UUID_SWITCHING_STATUS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/architecture_decisions/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/board_fix_summary/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/led_strip_version_analysis/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/motor_overdrive_compensation_research/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/platformio_fix_summary/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/platformio_verification/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/archive/purple_blink_logic_analysis/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/ADDRESSING_MATHS_APPENDIX/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/CHESS_SPECTRAL_INSTRUCTIONS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/ENCODERS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/PHASE_OPERATOR_SUPPLEMENT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/PHASE_OPERATOR_SUPPLEMENT_12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/PHASE_OPERATOR_SUPPLEMENT_4D/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess_spectral_4d_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess_spectral_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/dimensional_piece_composites/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/AUDIT_2026-04/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/ROADMAP/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/AUDIT_v1.5_DOCS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/AUDIT_v1.5_HELP_DISCIPLINE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/FEN4_FORMAT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/NDJSON4_FORMAT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/WIRE_FORMAT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/bridge_api/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/qm_4d/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/qm_4d/ADR-001-phase-convention-for-unitary-moves/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/qm_4d/ADR-002-time-evolution-semantics/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/qm_4d/ADR-003-AMENDMENT-orbit-restriction/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/qm_4d/ADR-003-per-channel-move-transformation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/qm_4d/ADR-004-z2-superselection-structure/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/qm_4d/ADR-005-pawn-pseudo-hermitian-eta-metric/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/qm_4d/PHASE_3_5_PROBE_RESULTS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/spatial_4d/ADR-001-bitboard-architecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/docs/adr/wire_format/ADR-001-v5-unified-encoding-modes/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/python/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/python/CHANGELOG/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/python/research/chess4d_castling_ep_audit/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/python/research/phase_operators_4d_pseudo_hermitian_audit/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/python/research/spectral_identity_4d_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/python/research/track_b_pawn_pt_symmetry_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/chess-spectral/python/tests/bench_baselines/tournament_d4_summary/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/phase_operators/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_11_4_BUILD_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_11_4_CASTLING_FIX_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_11_4_CLOSURE_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_11_4_EP_PROMOTION_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_11_5_BUILD_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_11_5_CLOSE_AND_12_BUILD/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_11_6_BUILD_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_12_KING_ATTACK_BUILD_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_12_PHASE_A2_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_12_PHASE_A2_TURNFLIP_FIX_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_BUILD_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/chess-maths/prompts/PHASE_OPERATOR_C17_CLEANUP_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/logo-maths/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/logo-maths/logo_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/Connectionless_Distributed_Timing_Prior_Art/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/Distributed_Sensing_Lab_Manual/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/Integrative_Capacity_AI_Synthesis_Alignment/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/Python_Reference_Implementation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/RFIP_Technical_Specification/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/SMSP_Technical_Specification/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/Spectral_Convergence_Conjecture/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/UTLP_Addendum_Reference_Frame_Independent_Positioning/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/UTLP_Executive_Summary/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/UTLP_RFIP_Complete_Documentation_Suite/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/UTLP_Specification/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/UTLP_Technical_Supplement_S1/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/UTLP_Technical_Supplement_S2/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/UTLP_Technical_Supplement_S3/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/UTLP_Technical_Supplement_S4/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/claims_appendix/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/hdc_as_instruments/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/proprioceptive_spatial_construction/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/simulation_lucid_phenotype/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/misc/simulation_lucid_phenotype_companion_piece/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/CHESS_NOTEBOOK_PHASE_1C_PATCHES/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/OTHELLO_PHASE_OP_PREFLIGHT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/OTHELLO_SPECTRAL_BUILD_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/OTHELLO_SPECTRAL_INSTRUCTIONS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/PHASE_1C_PLAN/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/PHASE_1E_FINDINGS/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/othello_spectral_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/research/othello_spectral/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/othello-maths/research/othello_spectral/c_encoder/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/research-spikes/stored-relationship-mechanism-spike/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/srmech_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/adr/0001-profile-pattern/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/adr/0002-catalog-as-computation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/adr/0002-phase-1-operator-chain-schema/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/c/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/c/JPL_AUDIT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/hoodoos/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/1d_collapse_to_loe_identity_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/1d_t_as_storage_extraction_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/C1_paragraph_permute_mfo/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/C2_concatenated_unrelated/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/C3_word_salad_mfo/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/C4_linear_enumeration/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/C5_llm_generated_flat/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/adr_0002_phase_1_dsl_design_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/audio-scoping-2026-05-09/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/bilateral-stimulation-hierarchical-pattern-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/c_trig_cascade_rc43/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/chess-channels-and-hyper-parallel-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/chess-d4-b4-rep-theory-spike-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/chess-extension-candidates-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/chess-knight-irrep-multiplicities-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/chess-spectral-2d-eigenbasis-implementation-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/citation_hygiene_paywall_policy_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/comparative_ethology_age_sociality_literature_review_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/comparative_ethology_gap_closure_scope_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/continuous_math_as_14_class_cascade/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/dynamic-laplacian-fiber-reshape-2026-05-12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/dynamic-laplacian-sh-substrate-2026-05-12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/dynamic-metric-static-laplacian-2026-05-12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/eeg-theta-gamma-scoping-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/eigenvalue-spacing-statistics-2026-05-12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/fiedler-vs-hrp-vs-gics-spike-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/financial-scoping-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/geometric_oscillator_topology_review_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/hopf-fibration-explorations-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/numpy_math_abs_audit_rc32/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/pca-canonical-voxel-hdc-2026-05-12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/pi_cascade_digits_benchmark_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/power-grid-scoping-2026-05-09/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/project-workflow-a2a-quickbench-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/protein-folding-benchmark-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/protein-folding-project-workflow-benchmark-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/protein-folding-spectral-spike-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/protein-scoping-2026-05-09/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/protein-voxel-hdc-bipartition-2026-05-12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/qdft_odft_citation_verification_863/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/rbs_hdc_loe_implementation_plan_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/refined_structural_law_consolidation_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spectral_calculus_rebuild_scope_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spherical-harmonic-fingerprint-2026-05-12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike106_amplitude_dissolve_promote_analysis_2026-05-18/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike112_concertmaster_runtime_spectral_scoping/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike115_concertmaster_tool_schema_surface_design/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike120_concertmaster_cascade_chain_sensory_survey/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike121_concertmaster_silicon_cascade_and_saturation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike122_concertmaster_haiku_hallucination_spectral/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike123_concertmaster_cosmic_itn_riders/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike124_concertmaster_agn_analysis/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike125_1_bigram_cascade_detector/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike125_empirical_haiku_validation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike126_bci_clinical_applicability/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike127_1_tokyo_subway_pareto/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike127_2_ant_trail_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike127_3_angiogenesis_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike127_4_neural_hebbian_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike127_physarum_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike128_1_chsh_tsirelson_bit_exact/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike128_2_cluster_state_mbqc_deutsch_jozsa/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike128_quantum_entanglement_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike129_1_decentralised_bci_decoder_feasibility/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike129_octopus_distributed_cognition_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike130_1_beiler_mycorrhizal_spectral/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike130_mycorrhizal_networks_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike131_geomagnetic_reversal_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike132_nudibranch_kleptocnidae_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike133_solar_stellar_dynamo_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike134_agn_7dg_3ds_coupling_falsification/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike135_bbb_bipartite_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike136_quantum_computing_via_cascade_without_brute_force/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike138_1_2bit_fingerprint_addendum/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike138_1_depth_4_5_closure_bdefl/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike138_1_notebook_section_draft/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike138_2_alternate_substrate_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike138_2_notebook_section_draft/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike138_proactive_cascade_exploration_triple_stack/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike139_7dg_recovery_from_3ds_cascade_instantiation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike143_magnetic_cross_body_four_axis_test/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike144_section_draft/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike144_substrate_pre_registration/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike144_substrate_roster_pre_registration/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike146_cancer_cascade_sign_flipped_findings/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike147_bandwidth_reduction_scope/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike150_venus_fe_no_gauge_ball_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike150_venus_fe_no_gauge_ball_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike151_meta_agent_callback_cascade_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike151_meta_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike152_agn_3ds_depletion_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike152_agn_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike153_dark_sector_nonuniformity_draft/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike153_locally_saturated_gauge_field_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike153_metal_mountain_capacitor_draft/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike153_vocabulary_refinement_draft/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike154_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike154_saturation_threshold_calc_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike155_dna_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike155_dna_mini_motivator_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike156_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike156_wave_equation_at_other_scales_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike157_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike157_gauge_shadow_gravity_projection_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike158_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike158_fission_gauge_to_bulk_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike159_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike159_rotate_hdc_biology_rbs_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike160_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike160_working_memory_agency_augmentation_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike161_agn_past_direction_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike161_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike162_form_function_rotation_extensions_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike162_spectral_permute_catalogue_design_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike163_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike163_rotation_rate_covariate_intentional_bin_leaking_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike164_cosmic_strings_as_branes_analysis/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike164_mtheory_failure_modes_catalogue_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike165_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike165_procedural_episodic_ltm_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike166_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike166_nuclear_cascade_r2_cross_substrate_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike167_dna_compare_contrast_3axis_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike167_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike168_btfr_galactic_metallicity_lsgf_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike169_problem_solving_cascade_chain_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike169_problem_solving_cascade_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike170_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike170_loe_as_rbs_hdc_instrument_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike170_loe_rbs_hdc_architecture_design/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike171_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike171_ring_vs_line_asymptotic_loe_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike172_draft_stance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike172_loe_rbs_hdc_r3_cross_substrate_dna_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike174_kalman_bci_destruction_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike175_knowledge_is_gauge_content_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike176_fft_rotation_bin_leakage_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike177_pin_slot_resonate_music_box_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike178_closed_form_signal_processing_research_roadmap/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike179_cfsp_kalman_alternative_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike181_spike_47_r4_1_regrading_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike182_dna_is_cascade_of_loe_operators_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike183_wet_net_rotation_ring_eeg_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike184_pi_cascade_dual_path_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike185_hopf_ratio_empirical_detection_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike186_universal_tick_projection_findings_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike206_ns5_brane_loe_decomposition/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike207_kk_monopole_hopf_bundle_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike208_het_iia_duality_and_m5_phase_boundary/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike209_bfss_matrix_model_class_m_test/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike210_neutrino_mass_loe_cascade/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike211_cs_modular_loe_cascade/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike212_pin_slot_figure_8_projection_duality/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike213_depth_2_recursive_hopf/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike214_depth_3_recursive_hopf/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike215_asymmetric_ratios_recursive_hopf/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike216_m_theory_geometric_bridge/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike217_3ds_as_gauge_fiber_anti_dimple_duality/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike218_antiquity_proto_substrate_catalog/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike219_biological_exemplar_catalog_composite_cascade_substrate_recognition/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike222_roman_numeral_arithmetic_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike224_abacus_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike225_5plus2_vs_4plus3_cascade_comparison_and_deep_roman_breakdown/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike226_broader_cascade_chain_enumeration_5plus2_vs_4plus3/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike229_lobe_size_geometric_anchor_substrate_coupling_dial/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike253_silicon_agency_from_biological_perspective_falsification_attempt/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike254_social_amoeba_self_partition_distributed_body_cascade_match/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike49_solar_twisted_field_cascade_validation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_12b_lie_algebroid_ky_bracket_scope_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_12c_virasoro_liouville_nekrasov_scope_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_13_candidate_anisotropic_interior_chaos_scope_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_14_abelian_wall_structural_law_test_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_15_heun_monodromy_test_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_169_11d_laplacian_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_16_painleve_algebraic_classification_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_170_precision_discriminator_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_17_spherical_harmonics_higher_d_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_187_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_188_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_189_lemniscate_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_18_heisenberg_representations_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_190_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_190_healpix_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_191_d1_substrate_level_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_192_nilc_cross_method_verification_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_193_rna_loe_cascade_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_194_rotation_fft_error_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_195_wet_net_rotate_permute_superposed_2026-05-19/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_196_wet_net_form_function_rotate_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_197_max_pool_rotate_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_198_ads_cft_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_199_cy_6folds_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_19_mfo_hawking_radiation_dof_mismatch_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_19b_mfo_horizon_thermodynamics_leverage_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_200_dark_sector_consolidation_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_201_s_duality_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_202_planetary_higher_mersenne_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_203_pbh_precessive_motivator_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_204_precession_doesnt_stop_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_205_3ds_collapse_2026-05-20/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_20_llms_resonate_not_think_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_21a_cosmological_horizon_mfo_test_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_21b_verlinde_mond_mfo_inheritance_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_21c_hopf_bundle_soft_hair_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_22_amsc_citations_curated_scope_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_11a_mode_selection_coupling_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_11b_mode_selection_additional_particles_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_11c_mode_selection_boundary_conditions_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_11d_mode_selection_class_p_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_12_string_theory_audit_summary_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_13_active_count_significance_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_9_sign_flip_as_equation_side_shadow_addendum_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_9_time_as_driving_potential_addendum_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_broken_d_rederivation_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_mfo_11d_ontology_decomposition_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_mfo_fractal_requirement_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_nn_output_structure_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_rng_1d_time_primitive_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_series_synthesis_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_sha256_structure_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_tactical_choice_structure_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_time_dimensionality_test_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_van_der_waals_shape_only_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_bonus_xiii_1_cascade_sm_mass_search_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_ephemerides_handoff_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_phase_15_oscillator_expansion_spec_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_primitive_vocabulary_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_primitive_vocabulary_findings_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_qm_primitive_audit_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_queued_bonus_8_broken_d_rederivation_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_queued_mfo_11d_ontology_decomposition_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_queued_nn_output_structure_inquiry_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_queued_rng_1d_time_primitive_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_24_queued_sha256_structure_inquiry_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_30a_gear_pin_decomposition_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_30b_fft_1d_t_cross_instrument_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_31_cascade_beta_validation_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_32_pi_spectral_shape_scalar_invariant_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_33_aoe_local_epicycle_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_34_dv_survival_with_traps_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_35_aoe_downstream_consequences_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_36_class_m_ontological_status_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_37_information_instrument_overlay_2026-05-16/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_38_mass_spec_fft_vs_sm_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_38b_caffeine_form_function_remnants_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_39_molecular_modeling_catalog_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_40_musical_wave_epicycle_shape_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_41_fibonacci_unity_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_42_imprinting_cascade_entropy_reposture_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_42b_vocabulary_falsifier_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_43_literature_spectral_shape_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_43b_substructural_components_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_43c_cross_modal_well_spread_knowledge_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_44_round1_bonobo_vs_chimp_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_44_round2_matriarchal_kinship_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_45_round1_cross_substrate_kinship_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_46_round1_consciousness_direction_selection_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_47_framing_asymptote_foundational_hyperring_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_47_r3p1_asymptotic_dof_reframe_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_47_round1_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_47_round2_framing_big_bang_projection_shadow_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_47_round2_results_big_bang_projection_shadow_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_47_round3_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_47_round4_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_48_framing_periodic_table_and_spectra_from_class_operators_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_48_phase1_round1_aufbau_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_48_phase2_round1_spectral_lines_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_48_phase3_round1_qm_gr_sm_weaving_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_49_framing_solar_chaos_as_hidden_fiber_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_49_round1_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_51_framing_squashed_s7_g2_substrate_identity_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_51_r2alpha_round_metric_verdict_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_51_r3delta_spin8_triality_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_51_round1_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_52_r2alpha_brain_tier_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_52_r3alpha_three_tier_descent_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_52_round1_results_2026-05-17/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_arc_2026-05-17_consolidated_record/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_pinslot_elevation_and_differential_2026-05-14/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_pinslot_elevation_and_differential_findings_2026-05-14/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/spike_pinslot_era_appropriate_findings_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/sqrt_sweep_rc40/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/sun-wobble-falsification-2026-05-14/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/t-n-async-hf-lead-lag-spike-2026-05-11/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/task_197_phase_1_amsc_refactor_scope_2026-05-13/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/task_218_phase_c2_chess_spectral_qm_audit_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/telecom-scoping-2026-05-09/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/time_as_dimensional_shadow_2026-05-15/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/notes/zernike-3d-fingerprint-2026-05-12/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/python/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/python/CHANGELOG/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/python/TESTPYPI_RELEASE_NOTES_v0.1.0/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/HARDWARE_AND_THREADING/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/NEXT_SESSION_PROMPT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-10_catalog_ssot_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-11_multithreading_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-12_amsc_adapter_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-13_catalog_refactor_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-14_genuine_scale_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-17_path_c_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-18_path_c_scale_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-19_attention_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-1_translation_framing_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-20_d32k_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-21_plate_hrr_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-22_storage_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-23_tool_schema_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-24_openai_api_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-25_bytes_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-26_accessibility_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-27_asl_gloss_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-28_fft_graft_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-29_source_size_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-2_methodology_selection_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-30_swap_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-31_gguf_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-32_multi_buffer_fft_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-33_merge_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-34_usage_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-3_baseline_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-4_encoder_design_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-5_encoding_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-6_inference_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-7_validation_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-8_diagnostic_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/R-RBS-LM-9_scaleup_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/ROADMAP/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/USAGE_LOCAL_NETWORK/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_lm_research/asl_gloss_notation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-1_mfo_two_level_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-2_user_lexicon_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-3a_mlp_cascade_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-3b_transformer_cascade_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-5_position_binding_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-6_partition_layout_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-7_capacity_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-8_inference_shape_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/R-RBS-NN-9_catalog_ssot_REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/ROADMAP/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/rbs_nn_research/UPSTREAM_NOTES/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/srmech/siona/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/substrate-native-maths/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/substrate-native-maths/substrate_native_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/REPORT_TEMPLATE/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/unsolved_maths_spectral_research_notebook/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/analysis/mandelbrot_local_connectivity/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/biplanar_chromatic_number/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/_ROADMAP_reading_d_continuation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/_ROADMAP_round8plus/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round10_entry_A_ell7_mersenne_specificity/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round11_entry_A_classK_offset_alignment/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round12_entry_A_offset_geometry_amplitude/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round14_entry_A_life_as_persistent_anharmonic_lock/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round15_entry_A_persistent_lock_substrate_universal/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round16_entry_A_enforced_substrate_mismatch_partition/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round17_entry_A_reading_d_7th_anchor_atomic_spectra/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round18_entry_A_atomic_shell_AN_cascade/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round19_entry_A_atomic_shell_SM_weave/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round1_entry_A_multisig_cascade_audit/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round1_entry_C_forced_cascade_survivability/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round20_entry_A_mass_spec_combination_principle/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round21_entry_A_planetary_magnetic_multipole_anchor/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round22_entry_A_handed_shear_turbulence_cascade/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round23_entry_A_reading_d_10th_anchor_nuclear_shell/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round24_entry_A_reading_d_11th_anchor_hadron_qcd/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round25_entry_A_reading_d_12th_anchor_lss_multipoles/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round26_entry_A_reading_d_13th_anchor_biomacromolecule_shell/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round27_entry_A_reading_d_14th_anchor_bh_qnm_spheroidal/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round28_entry_A_classK_forbidden_low_multipole_synthesis/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round29_entry_A_classL_surviving_spine_synthesis/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round2_entry_B_dmn_cascade_dance/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round30_entry_A_graviton_misnomer_falsification/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round31_entry_A_em_gravity_one_geometry/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round32_entry_A_helicity_triad_vs_bhn_k3/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round33_entry_A_two_k3_families_reconciliation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round34_entry_A_where_do_bhn_hide_in_11d/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round35_entry_A_two_languages_operation_explicit_vs_geometry_primary/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round36_entry_A_seed_carries_tree_classI_fractal/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round37_entry_A_closed_loop_is_fractal_and_substrate_blind/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round38_entry_A_drumhead_disk_contrast_rung/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round39_entry_A_massspec_spacings_classN_cascade/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round3_entry_A_three_player_stackelberg/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round3_entry_B_anharmonic_combination_lock_canvass/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round40_entry_A_rydberg_ritz_combination_principle_classN/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round41_entry_A_ell7_preregistration_parked/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round42_entry_A_per_rung_symmetry_group_audit/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round43_entry_A_combination_principle_two_properties_dissociate/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round4_entry_A_born_rule_equals_H/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round5_entry_A_sensory_modalities_BHN_channels/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round6_entry_A_cmb_low_ell_BHN_coupling/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round8_entry_A_observer_fiber_leak_magnitude_derivation/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/cost_asymmetry/round9_entry_A_alignment_amplitude_target/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/geometry/hadwiger_nelson_problem/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_06_axiomatize_physics/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_08_goldbach_chebyshev_psi/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_08_goldbach_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_08_goldbach_prime_co_occurrence/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_08_goldbach_prime_gap_manifold/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_08_riemann_hypothesis/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_08_twin_prime/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_12_kronecker_jugendtraum/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/hilbert/hilbert_16_limit_cycles/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/logic/reverse_mathematics/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/millennium_prize/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/millennium_prize/birch_swinnerton_dyer/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/millennium_prize/hodge_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/millennium_prize/navier_stokes/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/millennium_prize/p_vs_np/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/millennium_prize/yang_mills_mass_gap/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/abc_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/beal_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/brocard_ramanujan_problem/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/collatz_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/erdos_straus_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/gilbreath_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/lehmer_totient_problem/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/lonely_runner_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/ramanujan_open_problems/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/number_theory/skewes_number/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/set_theory/continuum_hypothesis/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
    <url>
         <loc>https://mlehaptics.readthedocs.io/unsolved-maths/topology/smooth_4d_poincare_conjecture/REPORT/</loc>
         <lastmod>2026-06-06</lastmod>
    </url>
</urlset>