Prosecution Insights
Prosecution Insights
199 pending office actions • 76 art units • 179 examiners • 0 of 199 (0%) have an AI response strategy ready • 549 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 48 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 48 of the docket's apps have a known mailing date.
Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.
| Bucket | Cases |
|---|---|
| §101 only | 8 (4%) |
| §101 + other | 18 (9%) |
| §103 only | 94 (47%) |
| §102 only | 8 (4%) |
| §112 only | 7 (4%) |
| Double-patenting only | 23 (12%) |
| Double-patenting + other | 11 (6%) |
| Multi-statute (no §101) | 27 (14%) |
| No statute on record | 3 (2%) |
How the docket's pending cases split across USPTO tech-center bands.
Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| CHOWDHURY, RAYEEZ R | 4 | 80.8% | +22.1% |
| HARRISON, CHANTE E | 3 | 68.6% | +28.9% |
| TOPGYAL, GELEK W | 2 | 59.1% | +18.6% |
| AHMAD, NAUMAN UDDIN | 2 | 77.3% | +23.3% |
| PATEL, JITESH | 2 | 78.9% | +12.1% |
| DHARIA, PRABODH M | 2 | 85.5% | +5.5% |
| LEE, SARAH YEO | 2 | 100.0% | +0.0% |
| NGUYEN, DAVID VAN | 2 | 100.0% | +0.0% |
| CRADDOCK, ROBERT J | 2 | 84.0% | +14.3% |
| SHIBEROU, MAHELET | 2 | 73.4% | +26.7% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19007094 | EYEWEAR DEVICE MODE INDICATION | DHARIA, PRABODH M | — |
| 19005879 | DYNAMIC RELATIONSHIP-BASED AVATAR GARMENT GENERATION | LEE, SARAH YEO | — |
| 19003365 | GENERATING USER INTERFACES IN AUGMENTED REALITY ENVIRONMENTS | LEE, SARAH YEO | — |
| 18970016 | CROWD SOURCED MAPPING SYSTEM | NGUYEN, DAVID VAN | — |
| 18965470 | EYEWEAR DEVICE INPUT MECHANISM | DHARIA, PRABODH M | — |
| 18947989 | DIFFUSION MODEL MULTI-PERSON IMAGE GENERATION | NGUYEN, DAVID VAN | — |
| 18943110 | DYNAMIC OVER-RENDERING IN LATE-WARPING | CRADDOCK, ROBERT J | — |
| 18911590 | DOMAIN CHANGES IN GENERATIVE ADVERSARIAL NETWORKS | CRADDOCK, ROBERT J | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18644363 | AUGMENTED REALITY CONTENT ITEMS TO TRACK USER ACTIVITY AND REDEEM PROMOTIONS | BEKERMAN, MICHAEL | 117d overdue |
| 17420020 | AUGMENTED REALITY SYSTEM | LE, BAO-LUAN Q | 35d overdue |
| 18523554 | COMMERCIAL INTENT DETECTION AND KEYWORD EXTRACTION | SPAR, ILANA L | 28d overdue |
| 17815887 | VISION TEST AND PROVISION OF PRESCRIPTION GLASSES | STANFORD, CHRISTOPHER J | 18d overdue |
| 18657488 | VIDEO EDITING APPLICATION FOR MOBILE DEVICES | KELLS, ASHER | 21d |
| 18646336 | COLLECTING EMG SPEECH SIGNAL DATA | HUTCHESON, CODY DOUGLAS | 21d |
| 18441729 | AUGMENTED REALITY CONTENT ITEMS INCLUDING USER AVATAR TO SHARE LOCATION | AHSAN, UMAIR | 23d |
| 17694463 | MACHINE LEARNING TECHNIQUES TO PREDICT CONTENT ACTIONS | PHUNG, STEVEN HUYNH | 26d |
Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19255503 | SELECTING AN AUDIO TRACK IN ASSOCIATION WITH MULTI-VIDEO CLIP CAPTURE | TOPGYAL, GELEK W | — |
| 19049746 | EXTENDED REALITY EXPERIENCES WITH SHARED HAND TRACKING | AHMAD, NAUMAN UDDIN | — |
| 19039550 | SIDE-BY-SIDE CHARACTER ANIMATION FROM REALTIME 3D BODY MOTION CAPTURE | AHMAD, NAUMAN UDDIN | — |
| 19027036 | AUGMENTED REALITY GUIDED DEPTH ESTIMATION | HARRISON, CHANTE E | — |
| 19024189 | AUGMENTED REALITY OBJECT RENDERING BASED ON CAMERA QUALITY | PATEL, JITESH | — |
| 18970425 | ANIMATED CHAT PRESENCE | PATEL, JITESH | — |
| 18946303 | AUGMENTED REALITY UNBOXING EXPERIENCE | HARRISON, CHANTE E | — |
| 18943110 | DYNAMIC OVER-RENDERING IN LATE-WARPING | CRADDOCK, ROBERT J | — |
| Art Unit | Apps |
|---|---|
| 2872 | 8 |
| 2611 | 5 |
| 2616 | 5 |
| 2612 | 5 |
| 2615 | 5 |
| 2624 | 3 |
| 2621 | 3 |
| 2614 | 3 |
| 2172 | 3 |
| 3622 | 3 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19435517 | PINCH SLIDERS FOR USE WITH HANDS | SHARIFI-TAFRESHI, KOOSHA | 2628 | §103 | Non-Final OA | — | Pending | Dec 29, 2025 |
| 19433585 | LOW-POWER HAND-TRACKING SYSTEM FOR WEARABLE DEVICE | GUPTA, PARUL H | 2627 | §103DP | Non-Final OA | — | Pending | Dec 26, 2025 |
| 19390865 | DUAL SYSTEM ON A CHIP EYEWEAR | BIBBEE, CHAYCE R | 2624 | DP | Non-Final OA | — | Pending | Nov 17, 2025 |
| 19351756 | SYSTEMS AND METHODS FOR LOW POWER COMMON ELECTRODE VOLTAGE GENERATION FOR DISPLAYS | KOHLMAN, CHRISTOPHER J | 2628 | DP | Non-Final OA | — | Pending | Oct 07, 2025 |
| 19322141 | LC DISPLAY RAMP AND RELAX TIMING | LEE, GENE W | 2624 | §112 | Non-Final OA | — | Pending | Sep 08, 2025 |
| 19297805 | VIDEO SHARING SYSTEM | ZHAO, DAQUAN | — | §103Other | Non-Final OA | — | Pending | Aug 12, 2025 |
| 19293885 | GENERATING AUGMENTED REALITY CONTENT BASED ON USER-SELECTED PRODUCT DATA | CIVAN, ETHAN D | — | DP | Non-Final OA | — | Pending | Aug 07, 2025 |
| 19288749 | SCREEN RECORDING CAMERA MODE | TEKLE, DANIEL T | — | DP | Non-Final OA | — | Pending | Aug 01, 2025 |
| 19286088 | VIRTUAL AR INTERFACES FOR CONTROLLING IOT DEVICES USING MOBILE DEVICE ORIENTATION SENSORS | ROSARIO, NELSON M | 2624 | §103Other | Non-Final OA | — | Pending | Jul 30, 2025 |
| 19285742 | AUDIENCE FILTERING SYSTEM | PHAM, KHANH B | — | §103DP | Non-Final OA | — | Pending | Jul 30, 2025 |
| 19277135 | MIRRORING AND NAVIGATING CONTENT IN AUGMENTED REALITY MESSAGING SYSTEMS | TAYLOR JR, DUANE N | 2626 | §102§103 | Final Rejection | — | Pending | Jul 22, 2025 |
| 19274202 | USER INTERFACE TO AUGMENT AN IMAGE USING GEOLOCATION | DORAISWAMY, RANJIT P | — | §103Other | Non-Final OA | — | Pending | Jul 18, 2025 |
| 19273680 | SYSTEMS, DEVICES, AND METHODS FOR CONTENT SELECTION | KHONG, ALEXANDER | — | DP | Non-Final OA | — | Pending | Jul 18, 2025 |
| 19272794 | PRIORITIZED DEVICE ACTIONS TRIGGERED BY DEVICE SCAN DATA | THAI, HANH B | — | §101Other | Non-Final OA | — | Pending | Jul 17, 2025 |
| 19270334 | AUDIO RECOMMENDATION SYSTEM | PEREZ-ARROYO, RAQUEL | — | §103 | Non-Final OA | — | Pending | Jul 15, 2025 |
| 19265990 | VISUAL BRAIN-COMPUTER INTERFACE | OSORIO, RICARDO | 2625 | DP | Final Rejection | 19d | Pending | Jul 10, 2025 |
| 19257817 | UNLOCKING AN AUTONOMOUS DRONE FOR TAKEOFF | MATTA, ALEXANDER GEORGE | 3661 | §102§103§112Other | Non-Final OA | — | Pending | Jul 02, 2025 |
| 19255360 | MEDIA PREVIEW SYSTEM | VAN BRAMER, JOHN W | — | §101§103§112Other | Non-Final OA | — | Pending | Jun 30, 2025 |
| 19255503 | SELECTING AN AUDIO TRACK IN ASSOCIATION WITH MULTI-VIDEO CLIP CAPTURE | TOPGYAL, GELEK W | 2484 | DP | Non-Final OA | — | Pending | Jun 30, 2025 |
| 19233808 | CROSS-DOMAIN VIRTUAL CURRENCY STORE TRANSACTIONS | MIAN, MOHAMMAD YOU A | — | §103 | Non-Final OA | — | Pending | Jun 10, 2025 |
| 19228473 | FULLY AUTONOMOUS DRONE FLIGHTS | LOUIE, WAE LENNY | — | DP | Non-Final OA | — | Pending | Jun 04, 2025 |
| 19225963 | EMG SPEECH SIGNAL DETECTION | LIN, HANG | 2626 | §102§103Other | Non-Final OA | 72d | Pending | Jun 02, 2025 |
| 19223266 | AUTOMATED ADJUSTMENT OF DIGITAL CAMERA IMAGE CAPTURE PARAMETERS | FOSSELMAN, JOEL W | — | §103 | Non-Final OA | — | Pending | May 30, 2025 |
| 19216333 | PROVIDING DRAGGABLE SHUTTER BUTTON DURING VIDEO RECORDING | HUNTER, MISHAWN N | — | §102§103 | Non-Final OA | — | Pending | May 22, 2025 |
| 19215689 | AUGMENTED REALITY EXPERIENCE EVENT METRICS SYSTEM | DOAN, TAN | 2445 | §102§103 | Non-Final OA | — | Pending | May 22, 2025 |
| 19201271 | INVITATION MEDIA OVERLAYS FOR PRIVATE COLLECTIONS OF MEDIA CONTENT ITEMS | HUANG, KAYLEE J | — | §103 | Non-Final OA | — | Pending | May 07, 2025 |
| 19194429 | AUTOMATICALLY NAVIGATING BETWEEN ROOMS WITHIN A VIRTUAL CONFERENCING SYSTEM | MEKY, MOUSTAFA M | — | DP | Non-Final OA | — | Pending | Apr 30, 2025 |
| 19188893 | MANAGEMENT OF ELECTRONICALLY PUBLISHED COLLECTIONS OF CONTENT | DEWAN, KAMAL K | 2163 | §101§103 | Non-Final OA | — | Pending | Apr 24, 2025 |
| 19187510 | SYSTEMS AND METHODS OF DRIVING A DISPLAY WITH HIGH BIT DEPTH | POLO, GUSTAVO D | 2622 | §103 | Non-Final OA | 30d overdue | Pending | Apr 23, 2025 |
| 19184758 | TRIMMING VIDEO IN ASSOCIATION WITH MULTI-VIDEO CLIP CAPTURE | MOREHEAD III, JOHN H | — | DP | Non-Final OA | — | Pending | Apr 21, 2025 |
| 19170821 | AUGMENTED REALITY-BASED TRANSLATIONS ASSOCIATED WITH TRAVEL | SITTA, GRANT | 2622 | Other | Non-Final OA | 26d overdue | Pending | Apr 04, 2025 |
| 19085740 | AUTONOMOUS DRONE NAVIGATION BASED ON VISION | GREENE, DANIEL LAWSON | 3665 | §102§103DP | Non-Final OA | — | Pending | Mar 20, 2025 |
| 19085332 | GENERATING USER INTERFACES DISPLAYING AUGMENTED REALITY GRAPHICS | JOSEPH, DENNIS P | 2621 | §102 | Final Rejection | 69d | Pending | Mar 20, 2025 |
| 19072987 | SURFACING AUGMENTED REALITY OBJECTS | MORRISON, JAY A | 2151 | §101§103 | Final Rejection | — | Pending | Mar 06, 2025 |
| 19064577 | GENERATION OF A COLLECTION OF VIDEO CLIPS | CZEKAJ, DAVID J | 2484 | §102§103Other | Non-Final OA | — | Pending | Feb 26, 2025 |
| 19062436 | ULTRA LOW POWER CAMERA PIPELINE FOR CV IN AR SYSTEMS | DANIELS, ANTHONY J | — | §103§112Other | Non-Final OA | — | Pending | Feb 25, 2025 |
| 19054398 | ONE-OF-A-KIND TO OPEN EDITION NON-FUNGIBLE TOKEN DYNAMICS | FIELDS, COURTNEY D | — | §103 | Non-Final OA | — | Pending | Feb 14, 2025 |
| 19049746 | EXTENDED REALITY EXPERIENCES WITH SHARED HAND TRACKING | AHMAD, NAUMAN UDDIN | 2611 | §103 | Non-Final OA | — | Pending | Feb 10, 2025 |
| 19048307 | CONTROLLING AND EDITING PRESENTATION OF VOLUMETRIC CONTENT | THERKORN, ERICA GERALDINE | — | §101 | Non-Final OA | — | Pending | Feb 07, 2025 |
| 19046984 | USER INTERFACES TO FACILITATE ELECTRONIC COMMUNICATION | ZENATI, AMAL S | — | DP | Non-Final OA | — | Pending | Feb 06, 2025 |
| 19046082 | VIBRATIONAL INPUT ELEMENTS | HAILE, BENYAM | — | §102§103§112DP | Non-Final OA | — | Pending | Feb 05, 2025 |
| 19042189 | AUGMENTED REALITY AUTO REACTIONS | PENA-SANTANA, TANIA M | — | §101Other | Non-Final OA | — | Pending | Jan 31, 2025 |
| 19039292 | THREE-DIMENSIONAL MAPPING USING DISPARATE VISUAL DATASETS | SHANKAR, VIJAY | — | DP | Non-Final OA | — | Pending | Jan 28, 2025 |
| 19039550 | SIDE-BY-SIDE CHARACTER ANIMATION FROM REALTIME 3D BODY MOTION CAPTURE | AHMAD, NAUMAN UDDIN | — | §101§103 | Non-Final OA | — | Pending | Jan 28, 2025 |
| 19036596 | HANDCRAFTED AUGMENTED REALITY EXPERIENCES | HOANG, PHI | — | DP | Non-Final OA | — | Pending | Jan 24, 2025 |
| 19027036 | AUGMENTED REALITY GUIDED DEPTH ESTIMATION | HARRISON, CHANTE E | — | §103 | Non-Final OA | — | Pending | Jan 17, 2025 |
| 19024189 | AUGMENTED REALITY OBJECT RENDERING BASED ON CAMERA QUALITY | PATEL, JITESH | — | §103Other | Non-Final OA | — | Pending | Jan 16, 2025 |
| 19018848 | BODY ANIMATION SHARING AND REMIXING | GE, JIN | — | DP | Non-Final OA | — | Pending | Jan 13, 2025 |
| 19013864 | AVATAR CALL ON AN EYEWEAR DEVICE | CASCHERA, ANTONIO A | — | §103DP | Non-Final OA | — | Pending | Jan 08, 2025 |
| 19012415 | EXTERNAL SCREEN STREAMING FOR AN EYEWEAR DEVICE | MUSHAMBO, MARTIN | — | DP | Non-Final OA | — | Pending | Jan 07, 2025 |
| 19012534 | COLLABORATIVE PUBLIC USER PROFILE | STEINLE, ANDREW J | 2497 | §103 | Non-Final OA | — | Pending | Jan 07, 2025 |
| 19010631 | REAL-TIME GARMENT EXCHANGE | TSENG, CHARLES | — | §103DP | Non-Final OA | — | Pending | Jan 06, 2025 |
| 19009008 | EFFECTS FOR 3D DATA IN A MESSAGING SYSTEM | IMPERIAL, JED-JUSTIN | — | DP | Non-Final OA | — | Pending | Jan 03, 2025 |
| 19007094 | EYEWEAR DEVICE MODE INDICATION | DHARIA, PRABODH M | — | §103DP | Non-Final OA | — | Pending | Dec 31, 2024 |
| 19005414 | GEO-FENCE AUTHORIZATION PROVISIONING | BHANDARI, SHREYAJ RAM | — | §103 | Non-Final OA | — | Pending | Dec 30, 2024 |
| 19005879 | DYNAMIC RELATIONSHIP-BASED AVATAR GARMENT GENERATION | LEE, SARAH YEO | 2616 | §103 | Non-Final OA | — | Pending | Dec 30, 2024 |
| 19003365 | GENERATING USER INTERFACES IN AUGMENTED REALITY ENVIRONMENTS | LEE, SARAH YEO | 2616 | §103 | Non-Final OA | — | Pending | Dec 27, 2024 |
| 18991206 | JOINT MOUNTING MECHANISM FOR ELECTRONIC DEVICE HOUSING ASSEMBLY | PASKO, NICHOLAS R | — | §103 | Non-Final OA | — | Pending | Dec 20, 2024 |
| 18984002 | CONTEXT BASED AUGMENTED REALITY COMMUNICATION | BEUTEL, WILLIAM A | — | §103Other | Non-Final OA | — | Pending | Dec 17, 2024 |
| 18984049 | INTERACTIVE AUGMENTED REALITY SYSTEM | AMIN, JWALANT B | — | §102§103Other | Non-Final OA | — | Pending | Dec 17, 2024 |
| 18978381 | AUGMENTED REALITY GUIDANCE INTERFACE | HAN, CHARLES J | 3665 | §103 | Final Rejection | 2d overdue | Pending | Dec 12, 2024 |
| 18974733 | PROVIDING VISUAL CONTENT EDITING FUNCTIONS | VELEZ-LOPEZ, MARIO M | — | DP | Non-Final OA | — | Pending | Dec 09, 2024 |
| 18970016 | CROWD SOURCED MAPPING SYSTEM | NGUYEN, DAVID VAN | — | §103 | Non-Final OA | — | Pending | Dec 05, 2024 |
| 18969990 | AUGMENTED REALITY SPEECH BALLOON SYSTEM | CHAWAN, VIJAY B | — | DP | Non-Final OA | — | Pending | Dec 05, 2024 |
| 18969689 | DEFORMING REAL-WORLD OBJECT USING AN EXTERNAL MESH | ROBINSON, TERRELL M | — | DP | Non-Final OA | — | Pending | Dec 05, 2024 |
| 18970425 | ANIMATED CHAT PRESENCE | PATEL, JITESH | — | §103 | Non-Final OA | — | Pending | Dec 05, 2024 |
| 18965470 | EYEWEAR DEVICE INPUT MECHANISM | DHARIA, PRABODH M | — | §103DP | Non-Final OA | — | Pending | Dec 02, 2024 |
| 18965798 | SKELETAL TRACKING USING PREVIOUS FRAMES | LETT, THOMAS J | — | §102 | Non-Final OA | — | Pending | Dec 02, 2024 |
| 18959312 | DIMMABLE FILTER ON LIGHT GUIDE COVER GLASS | CROCKETT, RYAN M | — | §103 | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18959194 | OBJECT COUNTING ON AR WEARABLE DEVICES | SUN, HAI TAO | — | §103Other | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18957507 | RECREATING KEYBOARD AND MOUSE SOUNDS WITHIN VIRTUAL WORKING ENVIRONMENT | TRAN, QUOC DUC | — | §102Other | Non-Final OA | — | Pending | Nov 22, 2024 |
| 18953965 | LIGHT PROJECTOR | MOSER, SETH DAVID | — | §103 | Non-Final OA | — | Pending | Nov 20, 2024 |
| 18951134 | CHARACTER AND COSTUME ASSIGNMENT FOR CO-LOCATED USERS | GUO, XILIN | 2616 | §103§112 | Non-Final OA | — | Pending | Nov 18, 2024 |
| 18947989 | DIFFUSION MODEL MULTI-PERSON IMAGE GENERATION | NGUYEN, DAVID VAN | — | §103 | Non-Final OA | — | Pending | Nov 14, 2024 |
| 18947355 | AUDIO RESPONSE MESSAGES | SHARMA, NEERAJ | — | §102 | Non-Final OA | — | Pending | Nov 14, 2024 |
| 18946520 | MULTIPLAYER DIGITAL EFFECTS SYSTEM ON WEARABLE DEVICES | SAJOUS, WESNER | 2612 | §103 | Non-Final OA | — | Pending | Nov 13, 2024 |
| 18946303 | AUGMENTED REALITY UNBOXING EXPERIENCE | HARRISON, CHANTE E | 2615 | §112Other | Final Rejection | — | Pending | Nov 13, 2024 |
| 18946045 | CUSTOMIZABLE AVATAR GENERATION SYSTEM | CHEN, YU | — | §102§103Other | Non-Final OA | — | Pending | Nov 13, 2024 |
| 18943110 | DYNAMIC OVER-RENDERING IN LATE-WARPING | CRADDOCK, ROBERT J | 2618 | §102Other | Non-Final OA | — | Pending | Nov 11, 2024 |
| 18924488 | GENERIC FACE IMAGE QUALITY ASSESSMENT TRANSFORMER | FUJITA, KATRINA R | 2672 | §103 | Non-Final OA | — | Pending | Oct 23, 2024 |
| 18915975 | SELECTIVE IMAGE PYRAMID COMPUTATION FOR MOTION BLUR MITIGATION IN VISUAL-INERTIAL TRACKING | JIA, XIN | — | §103Other | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18911590 | DOMAIN CHANGES IN GENERATIVE ADVERSARIAL NETWORKS | CRADDOCK, ROBERT J | 2618 | §103 | Non-Final OA | — | Pending | Oct 10, 2024 |
| 18907989 | FINGERSPELLING TEXT ENTRY | OKASHA, RAMI RAFAT | — | §103 | Non-Final OA | — | Pending | Oct 07, 2024 |
| 18904104 | TEMPLATE-BASED GENERATION OF PERSONALIZED VIDEOS | LI, RUIPING | — | §103Other | Non-Final OA | — | Pending | Oct 02, 2024 |
| 18903856 | HAND GESTURES FOR ANIMATING AND CONTROLLING VIRTUAL AND GRAPHICAL ELEMENTS | CHOWDHURY, RAYEEZ R | — | DP | Non-Final OA | — | Pending | Oct 01, 2024 |
| 18889740 | BIMANUAL GESTURES FOR CONTROLLING VIRTUAL AND GRAPHICAL ELEMENTS | CHOWDHURY, RAYEEZ R | — | §103DP | Non-Final OA | — | Pending | Sep 19, 2024 |
| 18886127 | GELATINOUS-STYLE INTERACTIVE VIRTUAL OBJECTS | SHIBEROU, MAHELET | 2171 | §103 | Non-Final OA | — | Pending | Sep 16, 2024 |
| 18884549 | REPROJECTION PLANE GENERATION USING DIGITAL EFFECT POSITIONING | ZHOU, ZHIHAN | 2482 | §102§103 | Non-Final OA | — | Pending | Sep 13, 2024 |
| 18883305 | WORLD TRACKED PLANES FROM VOLUMETRIC GEOMETRY | MINKO, DENIS VASILIY | 2612 | §103 | Non-Final OA | — | Pending | Sep 12, 2024 |
| 18828955 | SPACIAL ORGANIZER FOR MULTIMEDIA RESULTS IN EXTENDED REALITY | TSWEI, YU-JANG | 2614 | §103 | Final Rejection | — | Pending | Sep 09, 2024 |
| 18828859 | NON-DOMINANT HAND GESTURES TO CONTROL MICROPHONE INPUT ON HEAD-WEARABLE DEVICE | SHIH, HAOSHIAN | 2179 | §102§103 | Non-Final OA | — | Pending | Sep 09, 2024 |
| 18826952 | HYPEREXTENDING HINGE HAVING COSMETIC TRIM FOR EYEWEAR | TRA, TUYEN Q | — | §102 | Non-Final OA | — | Pending | Sep 06, 2024 |
| 18827175 | SELECTING IMAGE SENSOR FOR OBJECT CLASSIFICATION | ADEDIRAN, ABDUL -SAMAD A | 2621 | §102 | Non-Final OA | — | Pending | Sep 06, 2024 |
| 18824644 | CONTENT SUGGESTION SYSTEM | XIAO, DI | — | §102§103DP | Non-Final OA | — | Pending | Sep 04, 2024 |
| 18822559 | GLOBAL CONFIGURATION INTERFACE FOR DEFAULT SELF-IMAGES | PATEL, NIMESH | — | §103Other | Non-Final OA | — | Pending | Sep 03, 2024 |
| 18821794 | INTERACTIVE MESSAGING STICKERS | SHIBEROU, MAHELET | — | §101§103§112Other | Non-Final OA | — | Pending | Aug 30, 2024 |
| 18819587 | CURATED CONTEXTUAL OVERLAYS FOR AUGMENTED REALITY EXPERIENCES | GODDARD, TAMMY | 2611 | §102§103Other | Final Rejection | — | Pending | Aug 29, 2024 |
| 18818528 | GAZE-BASED CONTROL OF DEVICE OPERATIONS | LANTZ, KARSTEN FOSTER | — | §103 | Non-Final OA | — | Pending | Aug 28, 2024 |
| 18816630 | REALISTIC NEURAL NETWORK BASED IMAGE STYLE TRANSFER | TORRES, JUAN A | — | DP | Non-Final OA | — | Pending | Aug 27, 2024 |
| 18815372 | VEHICLE RECOGNITION SYSTEM | YANG, QIAN | — | §101§102§103Other | Non-Final OA | — | Pending | Aug 26, 2024 |
| 18811342 | DISPLAY FOR AUGMENTED REALITY | HOWARD, RYAN D | — | §112 | Non-Final OA | — | Pending | Aug 21, 2024 |
| 18806030 | PASSIVE FLASH IMAGING | BAYAT, ALI | — | Other | Non-Final OA | — | Pending | Aug 15, 2024 |
| 18800534 | MAP-BASED GRAPHICAL USER INTERFACE INDICATING GEOSPATIAL ACTIVITY METRICS | ASRES, HERMON | — | DP | Non-Final OA | — | Pending | Aug 12, 2024 |
| 18797805 | MICRO HAND GESTURES FOR CONTROLLING VIRTUAL AND GRAPHICAL ELEMENTS | CHOWDHURY, RAYEEZ R | — | §103DP | Non-Final OA | — | Pending | Aug 08, 2024 |
| 18796947 | AUTOMATIC RANKING AND DISPLAY OF USER GROUPS IN A MESSAGING SYSTEM | DONABED, NINOS | 2444 | §101§103 | Non-Final OA | — | Pending | Aug 07, 2024 |
| 18795924 | CROSS-PLATFORM DATA MANAGEMENT AND INTEGRATION | HAMILTON, SARA CHANDLER | 3695 | §101 | Final Rejection | — | Pending | Aug 06, 2024 |
| 18792107 | MESSAGE THREAD PRIORITIZATION INTERFACE | VU, THANH T | — | §103§112 | Non-Final OA | — | Pending | Aug 01, 2024 |
| 18790543 | OBJECT BASED CONTENT RECOMMENDATION | CHOWDHURY, RAYEEZ R | — | §103 | Non-Final OA | — | Pending | Jul 31, 2024 |
| 18785090 | LOCATION VISUALIZATION ON MAP | PROTAZI, BRIGITER DIVULALE | 2612 | §103 | Final Rejection | 8d | Pending | Jul 26, 2024 |
| 18780283 | FAST IMAGE STYLE TRANSFERS | SHEN, QUN | 2662 | §103Other | Non-Final OA | — | Pending | Jul 22, 2024 |
| 18767717 | MANUAL AND AUTOMATIC MAP TILT CONSOLIDATOR | HUYNH, LINDA TANG | 2172 | §103§112 | Non-Final OA | — | Pending | Jul 09, 2024 |
| 18759111 | REAL-TIME SELFIE PERSPECTIVE UNDISTORTION ON MOBILES BY IM2IM TRANSLATION | HAKALA, ALAN GREGORY | 2617 | §103 | Final Rejection | 16d overdue | Pending | Jun 28, 2024 |
| 18757053 | EYEWEAR DEVICE USER INTERFACE | BELOUSOV, ANDREY | 2172 | §103 | Non-Final OA | — | Pending | Jun 27, 2024 |
| 18724364 | DISTRIBUTED NEURAL NETWORK PROCESSING | YANG, JIANXUN | 2673 | §103 | Non-Final OA | — | Pending | Jun 26, 2024 |
| 18749423 | CHAT INTERFACE WITH DYNAMICALLY POPULATED MENU ELEMENT | SMITH, BENJAMIN J | 2172 | §103 | Final Rejection | 26d overdue | Pending | Jun 20, 2024 |
| 18737529 | AI-DRIVEN CREATION OF CUSTOM STICKERS FROM MESSAGES IN CHAT INTERFACES | BROWN, SHEREE N | 2612 | §103 | Non-Final OA | — | Pending | Jun 07, 2024 |
| 18716025 | OPTICAL ASSEMBLY FOR AUGMENTED REALITY OR VIRTUAL REALITY DISPLAY | NGUYEN, LAUREN | 2871 | §103 | Non-Final OA | — | Pending | Jun 03, 2024 |
| 18679847 | TIMELAPSE OF GENERATING A COLLABORATIVE OBJECT | CHEN, FRANK S | 2611 | §103Other | Final Rejection | 16d overdue | Pending | May 31, 2024 |
| 18677723 | CHATBOT LONG-TERM MEMORY | HUSSAIN, IMAD | 2453 | §101§102§103 | Non-Final OA | — | Pending | May 29, 2024 |
| 18674277 | VIRTUAL PET FEATURES IN INTERACTION FUNCTIONS | CLOTHIER, MATTHEW MORRIS | 2614 | §103 | Final Rejection | — | Pending | May 24, 2024 |
| 18713091 | MESSAGE-BASED PROCESSING BASED ON MULTICAST PATTERNS | SIMPSON, DIONE N | — | §101§103 | Non-Final OA | — | Pending | May 23, 2024 |
| 18672880 | GENERATION, CURATION, AND PRESENTATION OF MEDIA COLLECTIONS WITH AUTOMATED ADVERTISING | MACASIANO, MARILYN G | 3622 | §101 | Final Rejection | — | Pending | May 23, 2024 |
| 18670245 | PRIVACY-ENHANCED WEB-BASED VIDEO CALLING WITH ADAPTIVE USER INTERFACE | ANWAH, OLISA | 2692 | §103 | Non-Final OA | 28d | Pending | May 21, 2024 |
| 18664930 | NEAR-FIELD ANTENNA FOR EYEWEAR | SOROWAR, GOLAM | 2641 | §103Other | Non-Final OA | — | Pending | May 15, 2024 |
| 18657488 | VIDEO EDITING APPLICATION FOR MOBILE DEVICES | KELLS, ASHER | 2171 | §102§103§112 | Final Rejection | 21d | Pending | May 07, 2024 |
| 18652870 | LOCATION-BASED SHARED AUGMENTED REALITY EXPERIENCE SYSTEM | ULRICH, NICHOLAS S | 2145 | Other | Non-Final OA | 34d | Pending | May 02, 2024 |
| 18649278 | ACOUSTIC NEURAL NETWORK SCENE DETECTION | ZHANG, LESHUI | 2695 | §103 | Non-Final OA | — | Pending | Apr 29, 2024 |
| 18648801 | REMOTE PRESENCE ON AN XR DEVICE | TRAN, JENNY NGAN | 2615 | §103 | Non-Final OA | — | Pending | Apr 29, 2024 |
| 18649372 | MAP-BASED GRAPHICAL USER INTERFACE FOR MULTI-TYPE SOCIAL MEDIA GALLERIES | CHEN, KUANG FU | 2143 | §103 | Final Rejection | — | Pending | Apr 29, 2024 |
| 18646336 | COLLECTING EMG SPEECH SIGNAL DATA | HUTCHESON, CODY DOUGLAS | 2659 | §101§102§103 | Final Rejection | 21d | Pending | Apr 25, 2024 |
| 18644363 | AUGMENTED REALITY CONTENT ITEMS TO TRACK USER ACTIVITY AND REDEEM PROMOTIONS | BEKERMAN, MICHAEL | 3621 | §101 | Non-Final OA | 117d overdue | Pending | Apr 24, 2024 |
| 18645128 | INTERACTIVE INFORMATIONAL INTERFACE | PAN, YONGJIA | 2118 | §103Other | Non-Final OA | — | Pending | Apr 24, 2024 |
| 18638238 | GENERATIVE AI EXPERIENCE WITH MOVEMENT | BROWN, SHEREE N | 2612 | §103 | Final Rejection | 15d | Pending | Apr 17, 2024 |
| 18636530 | MULTIFOCAL ASSEMBLY FOR EXTENDED REALITY DEVICES | LHYMN, SARAH | 2613 | §103 | Final Rejection | 55d | Pending | Apr 16, 2024 |
| 18624757 | REAL-TIME TRACKING-COMPENSATED IMAGE EFFECTS | FITZPATRICK, ATIBA O | 2677 | §102§103§112Other | Non-Final OA | — | Pending | Apr 02, 2024 |
| 18623770 | WEARABLE DEVICE LOCATION SYSTEMS ARCHITECTURE | WASHINGTON, ERIKA ALISE | 2644 | DP | Final Rejection | 62d | Pending | Apr 01, 2024 |
| 18612539 | TECHNIQUES FOR DETERMINING CONVERSATIONAL INTENT | WOZNIAK, JAMES S | 2655 | §103 | Non-Final OA | 28d | Pending | Mar 21, 2024 |
| 18593605 | ASYNCHRONOUS TASK FRAMEWORK | DASCOMB, JACOB D | — | §103§112 | Non-Final OA | — | Pending | Mar 01, 2024 |
| 18583605 | ASYMMETRICALLY DISTRIBUTED CONVOLUTION-ATTENTION NEURAL NETWORKS | MIAN, MUHAMMAD U | — | §101 | Non-Final OA | — | Pending | Feb 21, 2024 |
| 18441729 | AUGMENTED REALITY CONTENT ITEMS INCLUDING USER AVATAR TO SHARE LOCATION | AHSAN, UMAIR | 2647 | §102§103 | Final Rejection | 23d | Pending | Feb 14, 2024 |
| 18438840 | AUGMENTED REALITY EXPERIENCE WITH OCCLUDER MAP PREDICTION | GOOD JOHNSON, MOTILEWA | 2619 | §103 | Non-Final OA | 25d overdue | Pending | Feb 12, 2024 |
| 18435694 | TWO PARTY COMPUTATION (2PC) SYSTEM FOR PLATFORM ADVERT COUNT | CHOUAT, ABDERRAHMEN | 2451 | §103 | Final Rejection | — | Pending | Feb 07, 2024 |
| 18435568 | CONTENT ITEM MODULE ARRANGEMENTS | TRAN, TAN H | 2141 | §103Other | Non-Final OA | — | Pending | Feb 07, 2024 |
| 18434411 | STEP DISTILLATION FOR LATENT DIFFUSION MODELS | MOTSINGER, SEAN T | 2673 | §103 | Non-Final OA | 28d | Pending | Feb 06, 2024 |
| 18429251 | AUTOMATIC IMAGE GENERATION USING LATENT STRUCTURAL DIFFUSION | LE, MICHAEL | 2614 | §103 | Final Rejection | — | Pending | Jan 31, 2024 |
| 18417541 | GENERATIVE PIPELINE USING SINGLE SELFIE INPUT | PHAM, NHUT HUY | 2674 | §103 | Final Rejection | — | Pending | Jan 19, 2024 |
| 18411551 | IDENTITY PRESERVATION AND STYLIZATION STRENGTH FOR IMAGE STYLIZATION | COCHRAN, BRIANNA RENAE | 2615 | §103 | Final Rejection | — | Pending | Jan 12, 2024 |
| 18407232 | NEURAL NETWORK TUNING USING TEXT ENCODER | OAKES, JUSTIN MONTGOMERY | 2662 | §103 | Final Rejection | 31d overdue | Pending | Jan 08, 2024 |
| 18545776 | LATCH MECHANISM FOR A PROTECTIVE CASE | WILKES, ZACHARY W | 2872 | §102§103§112 | Non-Final OA | — | Pending | Dec 19, 2023 |
| 18536951 | REMOTELESS CONTROL OF DRONE BEHAVIOR | KHUU, IRENE C | 3664 | §103 | Final Rejection | 3d overdue | Pending | Dec 12, 2023 |
| 18535551 | MUSIC RECOMMENDATIONS VIA CAMERA SYSTEM | GEBRESENBET, DINKU W | — | §101§103 | Non-Final OA | — | Pending | Dec 11, 2023 |
| 18531037 | COLOR FILTERING DBR FOR MICRO-LEDS | GARCES, NELSON Y | 2814 | §102§103 | Non-Final OA | — | Pending | Dec 06, 2023 |
| 18523554 | COMMERCIAL INTENT DETECTION AND KEYWORD EXTRACTION | SPAR, ILANA L | 3622 | §101 | Non-Final OA | 28d overdue | Pending | Nov 29, 2023 |
| 18523563 | STRONG IMAGE STYLIZATION EFFECTS | TSENG, CHENG YUAN | 2615 | §103 | Non-Final OA | 21d | Pending | Nov 29, 2023 |
| 18485747 | MASHUPS IN FEATURED STORIES | MOLNAR, HUNTER A | 3628 | §103 | Non-Final OA | — | Pending | Oct 12, 2023 |
| 18484326 | SOUND SYNC ON VIDEO MONTAGES | TOPGYAL, GELEK W | 2481 | §103 | Non-Final OA | — | Pending | Oct 10, 2023 |
| 18481932 | XR EXPERIENCE BASED ON GENERATIVE MODEL OUTPUT | HOOVER, BRENT JOHNSTON | 2127 | §101§102§103 | Non-Final OA | — | Pending | Oct 05, 2023 |
| 18478783 | GENERALIZING IMAGE STYLIZATION EFFECTS | HARRISON, CHANTE E | 2615 | §102§112Other | Non-Final OA | — | Pending | Sep 29, 2023 |
| 18352827 | INTERACTIVE ADVERTISING WITH MEDIA COLLECTIONS | VIG, NARESH | 3622 | §101§102§103 | Final Rejection | 50d | Pending | Jul 14, 2023 |
| 18220805 | MESSAGING SYSTEM WITH CIRCUMSTANCE CONFIGURATION FRAMEWORK | BLAIR, DOUGLAS B | 2454 | §112Other | Final Rejection | 155d overdue | Pending | Jul 11, 2023 |
| 18327699 | GENERATING CUSTOMIZED GRAPHICS BASED ON LOCATION INFORMATION | ALAM, MUSHFIKH I | 2426 | §102§103 | Non-Final OA | — | Pending | Jun 01, 2023 |
| 18324856 | BLENDED PRESENTATION OF CAPTURED MEDIA CONTENT | FIBBI, CHRISTOPHER J | 2174 | §103 | Non-Final OA | 13d | Pending | May 26, 2023 |
| 18320628 | AUGMENTED REALITY ANTHROPOMORPHIZATION SYSTEM | WANG, YI | 2619 | §103 | Final Rejection | — | Pending | May 19, 2023 |
| 18320010 | FACILITATING INTERACTIONS BASED ON USER ACCESS PATTERNS | HEFFINGTON, JOHN M | 2145 | §103 | Non-Final OA | — | Pending | May 18, 2023 |
| 18196327 | HEAT MANAGEMENT IN WIRELESS ELECTRONIC DEVICES | SUMLAR, JOURNEY F | 2872 | §103 | Final Rejection | — | Pending | May 11, 2023 |
| 18143312 | MESSAGING SYSTEM WITH CIRCUMSTANCE CONFIGURATION FRAMEWORK FOR HARDWARE | BLAIR, DOUGLAS B | 2454 | §112Other | Final Rejection | 155d overdue | Pending | May 04, 2023 |
| 18311716 | DISPLAYING AUGMENTED REALITY CONTENT WITH TUTORIAL CONTENT | CHU, DAVID H | 2616 | §103 | Non-Final OA | 54d | Pending | May 03, 2023 |
| 18124114 | NEAR FIELD COMMUNICATION FOR PAIRING WEARABLE DEVICES | SHARMA, POONAM | 2472 | §103 | Non-Final OA | 24d overdue | Pending | Mar 21, 2023 |
| 18179784 | DEPTH ESTIMATION FROM RGB IMAGES | SORRIN, AARON JOSEPH | 2672 | §103 | Final Rejection | 1d overdue | Pending | Mar 07, 2023 |
| 18042147 | OPTICAL WAVEGUIDE | JORDAN, ANDREW | 2874 | §103 | Final Rejection | 13d | Pending | Feb 17, 2023 |
| 18168905 | IN-APP TRANSACTION VALIDATION | LOZA, JANICE JOMARIE | 3698 | §101§103§112 | Final Rejection | 55d | Pending | Feb 14, 2023 |
| 18164230 | DISTRIBUTED LOADING AND TRAINING FOR MACHINE LEARNING MODELS | ALI, NAYMUR RAHMAN | 2123 | §103§112 | Final Rejection | — | Pending | Feb 03, 2023 |
| 18103829 | DUAL SYSTEM ON A CHIP EYEWEAR HAVING A MIPI BRIDGE | BOCAR, DONNA V | 2621 | §103 | Final Rejection | 13d | Pending | Jan 31, 2023 |
| 18096357 | SYSTEM TO DISPLAY USER PATH | PADUA, NICO LAUREN | 3626 | §101§103 | Final Rejection | — | Pending | Jan 12, 2023 |
| 18069021 | SYSTEM AND METHOD FOR MODIFYING DISPLAY CONTENT TO OBSCURE SCREEN CAPTURE | HE, WEIMING | 2611 | §112 | Final Rejection | 30d | Pending | Dec 20, 2022 |
| 18071091 | TOUCHLESS PHOTO CAPTURE IN RESPONSE TO DETECTED HAND GESTURES | CATTUNGAL, ROWINA J | 2425 | §103 | Final Rejection | — | Pending | Nov 29, 2022 |
| 18049174 | SERVICE MANAGER ON A WEARABLE DEVICE | NGUYEN, TUAN MINH | 2198 | §103 | Non-Final OA | 68d | Pending | Oct 24, 2022 |
| 17963622 | EYEWEAR WITH WEARER NOTIFICATION | STANFORD, CHRISTOPHER J | 2872 | §103 | Final Rejection | 9d overdue | Pending | Oct 11, 2022 |
| 17941293 | 3D CURSOR FUNCTIONALITY FOR AUGMENTED REALITY CONTENT IN MESSAGING SYSTEMS | BADER, ROBERT N. | 2611 | §103 | Final Rejection | 19d | Pending | Sep 09, 2022 |
| 17901589 | INTERACTION RECORDING TOOLS FOR CREATING INTERACTIVE AR STORIES | NGUYEN, NHAT HUY T | 2147 | §103 | Non-Final OA | 55d | Pending | Sep 01, 2022 |
| 17823810 | ONE-HANDED ZOOM OPERATION FOR AR/VR DEVICES | SANTOS, DANIEL JOSEPH | 2667 | §103 | Final Rejection | — | Pending | Aug 31, 2022 |
| 17900436 | CONTEXTUAL MEMORY EXPERIENCE TRIGGERS SYSTEM | PRINCE, JESSICA MARIE | 2486 | §103 | Final Rejection | — | Pending | Aug 31, 2022 |
| 17899935 | SOCIAL MEMORY RE-EXPERIENCING SYSTEM | CHU, DAVID H | 2616 | §103 | Final Rejection | 62d | Pending | Aug 31, 2022 |
| 17815887 | VISION TEST AND PROVISION OF PRESCRIPTION GLASSES | STANFORD, CHRISTOPHER J | 2872 | §103§112 | Final Rejection | 18d overdue | Pending | Jul 28, 2022 |
| 17850983 | MULTIPLEXED VOLUME HOLOGRAM COUPLERS FOR AUGMENTED REALITY WAVEGUIDES | JUNG, JONATHAN Y | 2871 | §103 | Final Rejection | 9d overdue | Pending | Jun 27, 2022 |
| 17830661 | AUGMENTED REALITY SELF-SCANNING AND SELF-CHECKOUT | SEIBERT, CHRISTOPHER B | 3688 | §101§103§112 | Final Rejection | — | Pending | Jun 02, 2022 |
| 17717974 | INTELLIGENT ACTUATED TEMPLE ATTACHMENTS | RAKOWSKI, CARA E | 2872 | §103 | Final Rejection | — | Pending | Apr 11, 2022 |
| 17710430 | VECTOR-QUANTIZED TRANSFORMABLE BOTTLENECK NETWORKS | ESQUINO, CALEB LOGAN | 2677 | §103 | Final Rejection | — | Pending | Mar 31, 2022 |
| 17709178 | EYEWEAR WITH COMBINED FLEXIBLE PCB AND WIRE ASSEMBLY | WILKES, ZACHARY W | 2872 | §102 | Non-Final OA | — | Pending | Mar 30, 2022 |
| 17694463 | MACHINE LEARNING TECHNIQUES TO PREDICT CONTENT ACTIONS | PHUNG, STEVEN HUYNH | 2125 | §101§102§103§112 | Non-Final OA | 26d | Pending | Mar 14, 2022 |
| 17753353 | WAVEGUIDE AND METHOD FOR FABRICATING A WAVEGUIDE MASTER GRATING TOOL | CHANG, AUDREY Y | 2872 | §103 | Final Rejection | 82d | Pending | Feb 28, 2022 |
| 17597699 | LED ARRAYS WITH DBR | RODRIGUEZ VILLANU, SANDRA MILENA | 2898 | §112 | Non-Final OA | — | Pending | Jan 19, 2022 |
| 17548777 | EYEWEAR INCLUDING A NON-UNIFORM PUSH-PULL LENS SET | CHANG, AUDREY Y | 2872 | §103§112 | Non-Final OA | — | Pending | Dec 13, 2021 |
| 17396114 | WAVEGUIDE FOR HEAD-UP DISPLAY, INCLUDING REFLECTIVE OUTPUT COUPLING STRUCTURE | CHU, CHRIS H | 2874 | §103 | Non-Final OA | — | Pending | Aug 06, 2021 |
| 17420020 | AUGMENTED REALITY SYSTEM | LE, BAO-LUAN Q | 2882 | §103§112 | Final Rejection | 35d overdue | Pending | Jun 30, 2021 |
| 17323702 | EPHEMERAL GALLERY OF EPHEMERAL MESSAGES WITH OPT-IN PERMANENCE | NGUYEN, THUONG | 2416 | §103 | Final Rejection | 73d overdue | Pending | May 18, 2021 |
| 17217479 | SEARCH QUERY MODIFICATION | ROSTAMI, MOHAMMAD S | 2154 | §101§103§112 | Non-Final OA | — | Pending | Mar 30, 2021 |
| 17182943 | EYEWEAR DEVICE WITH FINGER ACTIVATED TOUCH SENSOR | SUTEERAWONGSA, JARURAT | 2623 | §103 | Final Rejection | — | Pending | Feb 23, 2021 |
| 16836797 | EXPRESSIVE USER ICONS IN A MAP-BASED MESSAGING SYSTEM INTERFACE | HEFFINGTON, JOHN M | 2145 | §103 | Non-Final OA | — | Pending | Mar 31, 2020 |
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