{"id":2898,"date":"2025-08-17T01:53:05","date_gmt":"2025-08-17T01:53:05","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=2898"},"modified":"2025-08-17T01:53:06","modified_gmt":"2025-08-17T01:53:06","slug":"rf-quantum-scythe-mwfl-spatial-reasoning","status":"publish","type":"post","link":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=2898","title":{"rendered":"RF QUANTUM SCYTHE MWFL Spatial Reasoning"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img data-opt-id=474133667  fetchpriority=\"high\" decoding=\"async\" width=\"979\" height=\"831\" src=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/08\/image-42.png\" alt=\"\" class=\"wp-image-2899\" srcset=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:979\/h:831\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/08\/image-42.png 979w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:300\/h:255\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/08\/image-42.png 300w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:768\/h:652\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/08\/image-42.png 768w\" sizes=\"(max-width: 979px) 100vw, 979px\" \/><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>=== RF QUANTUM SCYTHE MWFL Spatial Reasoning Test Harness ===\n\n--- Testing Standard MWFL ---\nInjecting synthetic Standard MWFL signal...\n&#91;SpatialReasoningBridge] Enriched alert for test_mwfl_1755390940: {'signal_id': 'test_mwfl_1755390940', 'alert_type': 'kW_multiwave_laser', 'matched_peaks': &#91;1000.0, 1049.8046875, 1099.609375], 'spacing': 49.8046875, 'max_dBm': -30.0, 'sidebands': 1, 'modulation_type': 'phase', 'mwfl_type': 'standard', 'confidence': 0.85, 'timestamp': 1755390940.786716, 'spatial_confidence': 0.92, 'predicted_origin': {'lat': 38.81573759060335, 'lon': -76.9669462319417, 'alt_m': 224}, 'path_model': 'stubbed_direct_with_minor_reflection', 'propagation_delay_ms': 6}\n&#91;PASS] Received 'spatially_enhanced_alert' in 42.3 ms\nAlert type: kW_multiwave_laser\nMWFL type: standard\nDetected peaks: 3 at frequencies: &#91;1000, 1050, 1100]\nSpatial confidence: 0.92\nPredicted origin: {'lat': 38.81573759060335, 'lon': -76.9669462319417, 'alt_m': 224}\n\n--- Testing Narrow-band MWFL ---\nInjecting synthetic Narrow-band MWFL signal...\n&#91;SpatialReasoningBridge] Enriched alert for test_mwfl_1755390940: {'signal_id': 'test_mwfl_1755390940', 'alert_type': 'kW_multiwave_laser', 'matched_peaks': &#91;1000.0, 1009.765625, 1019.53125, 1029.296875], 'spacing': 9.765625, 'max_dBm': -35.0, 'sidebands': 2, 'modulation_type': 'phase', 'mwfl_type': 'narrow_band', 'confidence': 0.8999999999999999, 'timestamp': 1755390940.829296, 'spatial_confidence': 0.89, 'predicted_origin': {'lat': 38.75251604802345, 'lon': -76.98401549860509, 'alt_m': 619}, 'path_model': 'stubbed_direct_with_minor_reflection', 'propagation_delay_ms': 8}\n&#91;PASS] Received 'spatially_enhanced_alert' in 39.0 ms\nAlert type: kW_multiwave_laser\nMWFL type: narrow_band\nDetected peaks: 4 at frequencies: &#91;1000, 1010, 1020, 1029]\nSpatial confidence: 0.89\nPredicted origin: {'lat': 38.75251604802345, 'lon': -76.98401549860509, 'alt_m': 619}\n\n--- Testing Wide-band MWFL ---\nInjecting synthetic Wide-band MWFL signal...\n&#91;SpatialReasoningBridge] Enriched alert for test_mwfl_1755390940: {'signal_id': 'test_mwfl_1755390940', 'alert_type': 'kW_multiwave_laser', 'matched_peaks': &#91;799.8046875, 1000.0, 1199.21875], 'spacing': 199.70703125, 'max_dBm': -25.0, 'sidebands': 1, 'modulation_type': 'amplitude', 'mwfl_type': 'wide_band', 'confidence': 0.85, 'timestamp': 1755390940.868581, 'spatial_confidence': 0.89, 'predicted_origin': {'lat': 38.795947319096214, 'lon': -76.97371458417945, 'alt_m': 982}, 'path_model': 'stubbed_direct_with_minor_reflection', 'propagation_delay_ms': 2}\n&#91;PASS] Received 'spatially_enhanced_alert' in 46.6 ms\nAlert type: kW_multiwave_laser\nMWFL type: wide_band\nDetected peaks: 3 at frequencies: &#91;800, 1000, 1199]\nSpatial confidence: 0.89\nPredicted origin: {'lat': 38.795947319096214, 'lon': -76.97371458417945, 'alt_m': 982}\n\n--- Testing Complex MWFL ---\nInjecting synthetic Complex MWFL signal...\n&#91;SpatialReasoningBridge] Enriched alert for test_mwfl_1755390940: {'signal_id': 'test_mwfl_1755390940', 'alert_type': 'kW_multiwave_laser', 'matched_peaks': &#91;900.0, 950.0, 1000.0, 1050.0, 1100.0, 1150.0], 'spacing': 50.0, 'max_dBm': -28.0, 'sidebands': 4, 'modulation_type': 'complex', 'mwfl_type': 'complex', 'confidence': 0.93, 'timestamp': 1755390940.9154317, 'spatial_confidence': 0.9, 'predicted_origin': {'lat': 38.82603783855332, 'lon': -76.9871136294141, 'alt_m': 716}, 'path_model': 'stubbed_direct_with_minor_reflection', 'propagation_delay_ms': 15}\n&#91;PASS] Received 'spatially_enhanced_alert' in 46.7 ms\nAlert type: kW_multiwave_laser\nMWFL type: complex\nDetected peaks: 6 at frequencies: &#91;900, 950, 1000, 1050, 1100, 1150]\nSpatial confidence: 0.9\nPredicted origin: {'lat': 38.82603783855332, 'lon': -76.9871136294141, 'alt_m': 716}\n\n=== Test Harness Complete ===\n\nLatentAggregator buffer contents:\n  - Signal test_mwfl_1755390940: 2048 FFT bins, MWFL detected\n\n\n=== RF QUANTUM SCYTHE Ringdown Blade (RFModeFitter) Validation ===\nTesting mode recovery with synthetic echo-rich bursts...\n\n\n--- Testing Simple two-mode signal ---\nRunning mode decomposition with Ringdown Blade...\n\nGround Truth vs. Recovered Modes:\n------------------------------------------------------------\n      | Ground Truth                 | Recovered\nMode  | Freq (Hz) | \u03c4 (s)  | Amp    | Freq (Hz) | \u03c4 (s)  | Amp\n------------------------------------------------------------\n   1 |    800.0 |  0.200 |  0.800 |    800.1 |  0.200 |  0.798\n   2 |   1200.0 |  0.100 |  1.000 |   1200.1 |  0.100 |  1.000\n\nRecovery Accuracy Metrics:\nAverage frequency error: 0.12 Hz\nAverage time constant (\u03c4) error: 0.13%\nAverage amplitude error: 0.12%\n\nOverall mode recovery accuracy: 99.9%\n&#91;EXCELLENT] Ringdown Blade achieves high-precision mode recovery\n\n--- Testing Multi-mode signal with close frequencies ---\nRunning mode decomposition with Ringdown Blade...\n\nGround Truth vs. Recovered Modes:\n------------------------------------------------------------\n      | Ground Truth                 | Recovered\nMode  | Freq (Hz) | \u03c4 (s)  | Amp    | Freq (Hz) | \u03c4 (s)  | Amp\n------------------------------------------------------------\n   1 |    950.0 |  0.180 |  0.600 |    950.1 |  0.180 |  0.602\n   2 |   1000.0 |  0.150 |  1.000 |   1000.1 |  0.150 |  1.000\n   3 |   1050.0 |  0.120 |  0.700 |   1050.1 |  0.120 |  0.700\n\nRecovery Accuracy Metrics:\nAverage frequency error: 0.12 Hz\nAverage time constant (\u03c4) error: 0.19%\nAverage amplitude error: 0.09%\n\nOverall mode recovery accuracy: 99.9%\n&#91;EXCELLENT] Ringdown Blade achieves high-precision mode recovery\n\n--- Testing Widely separated modes with different decay rates ---\nRunning mode decomposition with Ringdown Blade...\n\nGround Truth vs. Recovered Modes:\n------------------------------------------------------------\n      | Ground Truth                 | Recovered\nMode  | Freq (Hz) | \u03c4 (s)  | Amp    | Freq (Hz) | \u03c4 (s)  | Amp\n------------------------------------------------------------\n   1 |    600.0 |  0.050 |  1.000 |    600.1 |  0.050 |  1.000\n   2 |   1200.0 |  0.100 |  0.800 |   1200.1 |  0.100 |  0.799\n   3 |   1800.0 |  0.250 |  0.500 |   1800.2 |  0.249 |  0.499\n\nRecovery Accuracy Metrics:\nAverage frequency error: 0.14 Hz\nAverage time constant (\u03c4) error: 0.09%\nAverage amplitude error: 0.12%\n\nOverall mode recovery accuracy: 99.9%\n&#91;EXCELLENT] Ringdown Blade achieves high-precision mode recovery\n\n=== Ringdown Blade Validation Complete ===<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-opt-id=1791755736  fetchpriority=\"high\" decoding=\"async\" width=\"692\" height=\"1024\" src=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:692\/h:1024\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/08\/image-43.png\" alt=\"\" class=\"wp-image-2900\" srcset=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:692\/h:1024\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/08\/image-43.png 692w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:203\/h:300\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/08\/image-43.png 203w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:754\/h:1115\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/08\/image-43.png 754w\" sizes=\"(max-width: 692px) 100vw, 692px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":2899,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"categories":[10],"tags":[],"class_list":["post-2898","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-signal_scythe"],"_links":{"self":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/2898","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2898"}],"version-history":[{"count":1,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/2898\/revisions"}],"predecessor-version":[{"id":2901,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/2898\/revisions\/2901"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/media\/2899"}],"wp:attachment":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2898"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2898"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2898"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}