Prosecution Insights
Prosecution Insights
Technology areas: Computing & Software • Semiconductors, Circuits & Optics
166 pending office actions • 14 clients • 155 examiners • 85 art units • 0 of 166 (0%) have an AI response strategy ready
RYAN, MASON & LEWIS, LLP manages a substantial portfolio of 4804 career applications in the Computing & Software technology area. The firm maintains a high resolved allowance rate of 93.18 percent. This success comes through an intensive prosecution process, as evidenced by an average of 3.75 office actions per allowance. This figure suggests that the firm frequently overcomes complex rejections common in software patenting through persistent negotiation.
The firm is currently handling 143 pending office actions. Given the 4804 career applications, this indicates a high level of ongoing activity within the USPTO. The 93.18 percent allowance rate is particularly strong for the computing sector, where eligibility and prior art challenges are frequent. While the 3.75 office actions per allowance indicates a longer path to grant, the high ultimate success rate suggests that the firm's persistent approach is effective for its software-focused clientele. This data provides a clear expectation for applicants regarding both the likelihood of success and the effort required to achieve it.
Based on the USPTO statutory response window for each pending office action. 50 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. 50 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 | 15 (9%) |
| §101 + other | 37 (22%) |
| §103 only | 68 (41%) |
| §102 only | 10 (6%) |
| §112 only | 1 (1%) |
| Double-patenting only | 1 (1%) |
| Double-patenting + other | 1 (1%) |
| Multi-statute (no §101) | 33 (20%) |
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 |
|---|---|---|---|
| VINCENT, ROSS MICHAEL | 3 | 53.6% | +35.4% |
| HUYNH, PHUONG | 2 | 85.6% | +14.7% |
| PRIDEMORE, NATHAN ANDREW | 2 | 78.3% | +13.1% |
| SOWARD, IDA M | 2 | 93.4% | +5.4% |
| PARTHASARATHY, ROHIT | 2 | 89.6% | +13.9% |
| LOTTICH, JOSHUA P | 2 | 90.3% | +3.5% |
| KHALIFA, MOATAZ | 2 | 90.9% | +2.3% |
| WALTON, CHESIREE A | 2 | 31.0% | +29.0% |
| SMITH, BRIAN M | 2 | 52.5% | +36.9% |
| BAKER, EZRA JAMES | 2 | 42.3% | +29.8% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 4 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18604150 | WRAP AROUND METAL CONTACT | PARTHASARATHY, ROHIT | — |
| 18535075 | SOURCE/DRAIN REGIONS HAVING DIFFERENT SIDEWALL SHAPES | SOWARD, IDA M | — |
| 18527799 | STACKED NANOSHEET DEVICES WITH INTERFACIAL LAYERS | KHALIFA, MOATAZ | — |
| 17992373 | SEMICONDUCTOR STRUCTURE WITH STRAINED NANOSHEET CHANNEL | KHALIFA, MOATAZ | — |
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 |
|---|---|---|---|
| 18459755 | MANAGEMENT OF STATE INFORMATION USING A MESSAGE QUEUE | MHEIR, ZUHEIR | 49d overdue |
| 18196549 | TASK-RELATED DATA PROCESSING USING MACHINE LEARNING TECHNIQUES | PUJOLS-CRUZ, MARJORIE | 42d overdue |
| 17969434 | AUTOMATICALLY DETERMINING WORK ENVIRONMENT-RELATED ERGONOMIC DATA | LEE, PO HAN | 26d overdue |
| 18652431 | MACHINE LEARNING-BASED USER INTERFACE IN AN INFORMATION PROCESSING SYSTEM | REPSHER III, JOHN T | 17d overdue |
| 18360576 | EVALUATION OF SOFTWARE DEPLOYMENT PIPELINE STAGES BY APPLYING SOFTWARE TESTING CHECKERS | LYONS, ANDREW M | 17d overdue |
| 18384613 | SECURITY-RELATED RISK DETECTION USING ARTIFICIAL INTELLIGENCE TECHNIQUES | XIAO, ZESHENG | 15d overdue |
| 18470354 | STRAIN INDUCING TRENCHES FOR SOURCE/DRAIN REGIONS | LIU, MIKKA H | 10d overdue |
| 18468279 | DIELECTRIC AND TWO-DIMENSIONAL SEMICONDUCTOR MATERIAL NANOSHEET DEVICES | HRNJIC, ADIN | 5d overdue |
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 |
|---|---|---|---|
| 17479794 | BOTTOM JUNCTION AND CONTACT AREA STRUCTURES FOR VERTICAL TRANSPORT FIELD-EFFECT TRANSISTORS | PRIDEMORE, NATHAN ANDREW | 1d overdue |
| 18493976 | OFFLOADING EXECUTION OF SERVER-SIDE CODE TO CLIENT DEVICES IN AN INFORMATION TECHNOLOGY INFRASTRUCTURE ENVIRONMENT | VINCENT, ROSS MICHAEL | 8d |
| 18330452 | TERNARY QUANTUM STATE READOUT USING BINARY-OUTCOME MID-CIRCUIT MEASUREMENTS | BAKER, EZRA JAMES | 8d |
| 18653283 | DEVICE DISPOSITION MANAGEMENT | HUYNH, PHUONG | — |
| 18637576 | INTER-GATE CONTACTS FOR STACKED FIELD-EFFECT TRANSISTORS | PRIDEMORE, NATHAN ANDREW | — |
| 18604150 | WRAP AROUND METAL CONTACT | PARTHASARATHY, ROHIT | — |
| 18586753 | STACKED STRUCTURES WITH SPLIT DEVICE LAYERS | PARTHASARATHY, ROHIT | — |
| 18435420 | MESSAGE PRIORITIZATION FOR EVENT-BASED SYSTEMS | VINCENT, ROSS MICHAEL | — |
| Client (Assignee) | Pending OAs |
|---|---|
| Dell | 102 |
| IBM | 49 |
| LifeLens | 3 |
| Monophase LLC | 2 |
| Kiswe Mobile | 1 |
| Amber Semiconductor | 1 |
| KIPU QUANTUM GMBH | 1 |
| PlanetArt, LLC | 1 |
| Nokia | 1 |
| DELL PRODUCTS, L.P. | 1 |
| Spine Care Technologies, Inc. | 1 |
| Smartly.Io Solutions OY | 1 |
| Glenmark Life Sciences Limited | 1 |
| EMC IP Holding | 1 |
| Art Unit | Apps |
|---|---|
| 4100 | 5 |
| 2898 | 5 |
| 3624 | 5 |
| 2113 | 4 |
| 2899 | 4 |
| 3627 | 3 |
| 2893 | 3 |
| 2194 | 3 |
| 2817 | 3 |
| 2196 | 3 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19050808 | METHODS AND APPARATUS FOR LIVE TEXT-BASED CONVERSATION BETWEEN SMALL AND LARGE GROUPS | Kiswe Mobile Inc. | TELAN, MICHAEL R | 2426 | §103 | Final Rejection | 23d | Pending | Feb 11, 2025 |
| 19045805 | SOUND PRODUCTION USING SPEAKER ENCLOSURE WITH REDUCED INTERNAL PRESSURE | Monophase LLC | NI, SUHAN | DP | Non-Final OA | — | Pending | Feb 05, 2025 | |
| 19044713 | STORAGE SYSTEM WITH DRIVE WRITES PER DAY BASED TIERING | DELL PRODUCTS, L.P. | WONG, NANCI N | 2137 | §103 | Final Rejection | — | Pending | Feb 04, 2025 |
| 19041075 | MACHINE LEARNING-BASED DETECTION AND REMEDIATION OF LATENCY-RELATED PERFORMANCE ISSUES IN STORAGE SYSTEMS | DELL PRODUCTS, L.P. | CHU, GABRIEL L | 2114 | §101 | Final Rejection | — | Pending | Jan 30, 2025 |
| 19036615 | GENERATING IMAGE-BASED AVATARS USING MULTI-MODAL ARTIFICIAL INTELLIGENCE TECHNIQUES | DELL PRODUCTS, L.P. | PARK, HYORIM NMN | 2615 | §102§103§112 | Non-Final OA | — | Pending | Jan 24, 2025 |
| 19008901 | AUDIO SOUND REPRODUCTION USING QUANTUM AUDIO TRANSDUCERS | Monophase LLC | OJO, OYESOLA C | §102§103 | Non-Final OA | — | Pending | Jan 03, 2025 | |
| 18970106 | MODULAR PHYSIOLOGIC MONITORING SYSTEMS, KITS, AND METHODS | Lifelens Technologies, Inc. | LUAN, SCOTT | §103Other | Non-Final OA | — | Pending | Dec 05, 2024 | |
| 18930321 | ARTIFICIAL INTELLIGENCE-BASED LOG INFORMATION INCORPORATION INTO CODE | DELL PRODUCTS, L.P. | NGUYEN, DUY KHUONG THANH | 2199 | §101§103 | Non-Final OA | — | Pending | Oct 29, 2024 |
| 18926583 | RESOLUTION ADJUSTMENTS FOR A RENDERING WORKLOAD IN A MULTI-COMPUTING INFRASTRUCTURE ENVIRONMENT | DELL PRODUCTS, L.P. | DUONG, JOHNNYKHOI BAO | 2667 | §102§103 | Non-Final OA | — | Pending | Oct 25, 2024 |
| 18896363 | VISUALIZING PHYSIOLOGIC DATA OBTAINED FROM SUBJECTS | Lifelens Technologies, Inc. | AMIN, JWALANT B | 2612 | §102§103Other | Final Rejection | — | Pending | Sep 25, 2024 |
| 18894746 | VIDEO MANAGEMENT IN AN INFORMATION PROCESSING SYSTEM | DELL PRODUCTS, L.P. | ROBERTS, RACHEL L | 2674 | §101§103 | Non-Final OA | — | Pending | Sep 24, 2024 |
| 18893329 | GENERATING THREE-DIMENSIONAL IMAGES USING MACHINE LEARNING AND GENERATIVE ARTIFICIAL INTELLIGENCE | DELL PRODUCTS, L.P. | COFINO, JONATHAN M | 2614 | §102§103 | Non-Final OA | — | Pending | Sep 23, 2024 |
| 18891828 | ELECTRONIC EQUIPMENT CHASSIS WITH HYBRID COOLING COMPARTMENTS | DELL PRODUCTS, L.P. | SUL, STEPHEN SANGJIN | 2835 | §103Other | Non-Final OA | — | Pending | Sep 20, 2024 |
| 18799014 | AUTOMATED TEST SCRIPT GENERATION WITH MACHINE LEARNING BASED MAPPING OF TEST STEPS TO CODE FUNCTIONS | DELL PRODUCTS, L.P. | NGUYEN, PHILLIP H | 2191 | §102 | Non-Final OA | — | Pending | Aug 09, 2024 |
| 18762969 | METHOD, DEVICE, AND COMPUTER PROGRAM PRODUCT FOR DETERMINING SERVICE MODE | DELL PRODUCTS, L.P. | AZIZ, SHEZA ABDUL | 2657 | §103 | Final Rejection | 9d | Pending | Jul 03, 2024 |
| 18756588 | CYBER ATTACK RECONNAISSANCE DETECTION AND PREVENTION | DELL PRODUCTS, L.P. | AHSAN, SYED M | 2491 | §102 | Non-Final OA | 30d | Pending | Jun 27, 2024 |
| 18754895 | ARTIFICIAL INTELLIGENCE-BASED AUTHENTICATION SYSTEM WITH PROCESSING OF DATA STRUCTURES | DELL PRODUCTS, L.P. | WYSZYNSKI, AUBREY H | 2434 | §101§112 | Final Rejection | 40d | Pending | Jun 26, 2024 |
| 18751555 | DYNAMIC ACCOUNT-RELATED ACTION SYSTEM WITH AUTOMATED PROCESSING OF DATA STRUCTURES | DELL PRODUCTS, L.P. | MALINOWSKI, WALTER J | 2439 | §103 | Non-Final OA | 14d | Pending | Jun 24, 2024 |
| 18745276 | INTELLIGENT CIRCUIT BREAKERS WITH SOLID-STATE AND AIR-GAP SWITCHES | Amber Semiconductor, Inc. | JOHNSON, TERRELL S | 2176 | §102 | Non-Final OA | — | Pending | Jun 17, 2024 |
| 18743276 | STACKED NANOSHEET CAPACITOR-TRANSISTOR DEVICE | International Business Machines Corporation | DYKES, LAURA M | 2892 | §102 | Non-Final OA | — | Pending | Jun 14, 2024 |
| 18743625 | PROACTIVE SYSTEM CONFIGURATION BACKUP AND RESTORATION RESPONSIVE TO HARDWARE COMPONENT FAILURES | DELL PRODUCTS, L.P. | YU, XINYUAN | 2113 | §103 | Final Rejection | 29d | Pending | Jun 14, 2024 |
| 18739898 | LOW-K DIELECTRIC MATERIAL FOR INTERCONNECT STRUCTURES | International Business Machines Corporation | TRAN, TAN N | §103 | Non-Final OA | — | Pending | Jun 11, 2024 | |
| 18739666 | REPAIR STRUCTURE FOR BONDED SEMICONDUCTOR DEVICE | International Business Machines Corporation | MCCUTCHEON, COLIN RUSSELL | §102§103 | Non-Final OA | — | Pending | Jun 11, 2024 | |
| 18738673 | CONTEXT RECOMMENDATION FOR RETRIEVAL AUGMENTED GENERATION ARCHITECTURES | DELL PRODUCTS, L.P. | ADMASU, MAHLIET TASEW | §101§103 | Non-Final OA | — | Pending | Jun 10, 2024 | |
| 18737033 | QUICK-LOADING CRYOGENIC COOLING SYSTEMS | International Business Machines Corporation | TEITELBAUM, DAVID J | 3763 | §102§103§112 | Final Rejection | — | Pending | Jun 07, 2024 |
| 18717573 | METHOD FOR THE OPTIMIZATION OF A PORTFOLIO | Kipu Quantum GmbH | POLLOCK, GREGORY A | 3691 | §101§112 | Non-Final OA | — | Pending | Jun 07, 2024 |
| 18731542 | TESTING STRUCTURE FOR SEMICONDUCTOR DEVICES | International Business Machines Corporation | PRASAD, NEIL R | §102 | Non-Final OA | — | Pending | Jun 03, 2024 | |
| 18678143 | METHOD, DEVICE, AND PROGRAM PRODUCT FOR DETERMINING SOURCE OF SYNTHESIZED AUDIO | DELL PRODUCTS, L.P. | CASTILLO-TORRES, KEISHA Y | 2659 | §103 | Final Rejection | — | Pending | May 30, 2024 |
| 18678065 | METHOD, DEVICE, AND COMPUTER PROGRAM PRODUCT FOR GENERATING RESPONSE ABOUT DOCUMENT | DELL PRODUCTS, L.P. | DUGDA, MULUGETA TUJI | 2653 | §103 | Final Rejection | — | Pending | May 30, 2024 |
| 18675497 | METHOD, DEVICE, AND COMPUTER PROGRAM PRODUCT FOR VERIFYING PASSWORD | DELL PRODUCTS, L.P. | LESNIEWSKI, VICTOR D | 2493 | §103 | Non-Final OA | — | Pending | May 28, 2024 |
| 18675327 | METHOD, DEVICE, AND PRODUCT FOR DETECTING CIRCUIT BOARD | DELL PRODUCTS, L.P. | CAMMARATA, MICHAEL ROBERT | 3648 | §103 | Non-Final OA | — | Pending | May 28, 2024 |
| 18671054 | METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR DETERMINING FLOW FIELD PARAMETER OF OBJECT | DELL PRODUCTS, L.P. | HENN, TIMOTHY J | §103 | Non-Final OA | — | Pending | May 22, 2024 | |
| 18668475 | DIELECTRIC INNER SPACERS FOR NANOSHEET TRANSISTORS | International Business Machines Corporation | YI, CHANGHYUN | §102§103 | Non-Final OA | — | Pending | May 20, 2024 | |
| 18663521 | SOFTWARE DEPLOYMENT PIPELINE GENERATION USING GENERATIVE ARTIFICIAL INTELLIGENCE | DELL PRODUCTS, L.P. | KAPOOR, DEVAN | §101§103 | Non-Final OA | — | Pending | May 14, 2024 | |
| 18661052 | AUTOMATED RESOURCE FORECASTING USING STATISTICAL ANALYSIS AND MACHINE LEARNING TECHNIQUES | DELL PRODUCTS, L.P. | CHU JOY, JORGE A | §103 | Non-Final OA | — | Pending | May 10, 2024 | |
| 18653556 | ADAPTIVE RESOURCE ALLOCATION | DELL PRODUCTS, L.P. | DASCOMB, JACOB D | §101§103§112 | Non-Final OA | — | Pending | May 02, 2024 | |
| 18652926 | IDENTITY-BASED VARIED DIGITAL HUMAN RESPONSES | DELL PRODUCTS, L.P. | SHAW, PETER C | 2493 | §103 | Non-Final OA | — | Pending | May 02, 2024 |
| 18652936 | GESTURE-BASED PROCESSING OF DIGITAL HUMAN RESPONSES | DELL PRODUCTS, L.P. | HAILU, TADESSE | 2174 | §102§103 | Final Rejection | 28d | Pending | May 02, 2024 |
| 18653283 | DEVICE DISPOSITION MANAGEMENT | DELL PRODUCTS, L.P. | HUYNH, PHUONG | §101§102§103 | Non-Final OA | — | Pending | May 02, 2024 | |
| 18652431 | MACHINE LEARNING-BASED USER INTERFACE IN AN INFORMATION PROCESSING SYSTEM | DELL PRODUCTS, L.P. | REPSHER III, JOHN T | 2143 | §103§112 | Non-Final OA | 17d overdue | Pending | May 01, 2024 |
| 18650517 | APPLICATION PROGRAMMING INTERFACE MANAGEMENT IN AN INFORMATION PROCESSING SYSTEM | DELL PRODUCTS, L.P. | CAO, DIEM K | §101§102§103§112 | Non-Final OA | — | Pending | Apr 30, 2024 | |
| 18647251 | COMPUTATIONAL RESOURCE MANAGEMENT IN AN INFORMATION PROCESSING SYSTEM | DELL PRODUCTS, L.P. | ANYA, CHARLES E | §103 | Final Rejection | — | Pending | Apr 26, 2024 | |
| 18647561 | AUTOMATICALLY DETECTING BIAS IN ARTIFICIAL INTELLIGENCE MODELS | DELL PRODUCTS, L.P. | WOO, ISAAC M | §102 | Non-Final OA | — | Pending | Apr 26, 2024 | |
| 18647005 | INTEGRATION DEVELOPMENT AND DEPLOYMENT FRAMEWORK | DELL PRODUCTS, L.P. | RAMPURIA, SATISH | 2193 | §103 | Final Rejection | — | Pending | Apr 26, 2024 |
| 18642366 | MULTI-MODAL DATA DISTRIBUTION IN AN INFORMATION PROCESSING SYSTEM | DELL PRODUCTS, L.P. | CRAWLEY, TALIA F | 3627 | §101§103§112 | Non-Final OA | — | Pending | Apr 22, 2024 |
| 18638298 | METHOD, DEVICE, AND COMPUTER PROGRAM PRODUCT FOR ASSIGNING TEST DEVICE | DELL PRODUCTS, L.P. | VU, TUAN A | 2193 | §101 | Final Rejection | 29d | Pending | Apr 17, 2024 |
| 18637576 | INTER-GATE CONTACTS FOR STACKED FIELD-EFFECT TRANSISTORS | International Business Machines Corporation | PRIDEMORE, NATHAN ANDREW | §102§103 | Non-Final OA | — | Pending | Apr 17, 2024 | |
| 18634251 | PREDICTING RESOURCE-RELATED VALUES USING MULTI-DIMENSIONAL MACHINE LEARNING-BASED TECHNIQUES | DELL PRODUCTS, L.P. | CAMPOS, ALFREDO | §101§103Other | Non-Final OA | — | Pending | Apr 12, 2024 | |
| 18628407 | ANOMALY-TARGETED DATA COLLECTION | DELL PRODUCTS, L.P. | KUDIRKA, JOSEPH R | 2114 | §101 | Non-Final OA | 30d | Pending | Apr 05, 2024 |
| 18626674 | DEEP VIA STRUCTURES FOR STACKED TRANSISTOR DEVICES | International Business Machines Corporation | MICKEY, TERESA NICOLE | §102§103 | Non-Final OA | — | Pending | Apr 04, 2024 | |
| 18624743 | SOURCE/DRAIN REGION WITH PROTECTIVE LINER LAYER | International Business Machines Corporation | SPRENGER, JAIME LYNN | §102§103 | Non-Final OA | — | Pending | Apr 02, 2024 | |
| 18623210 | SEMICONDUCTOR STRUCTURE WITH DIELECTRIC GATE CAP | International Business Machines Corporation | PUNCHBEDDELL, SEYON ALI-SIMAH | §103 | Final Rejection | — | Pending | Apr 01, 2024 | |
| 18616911 | SUSPENSION REGION CONFIGURATION FOR SEMICONDUCTOR DEVICES | International Business Machines Corporation | SOWARD, IDA M | §102§112 | Non-Final OA | — | Pending | Mar 26, 2024 | |
| 18609401 | MACHINE LEARNING-BASED TEST GENERATION AND CONTROL | DELL PRODUCTS, L.P. | NIGATU, BEZA DIRESSA | 2192 | §102§103 | Final Rejection | — | Pending | Mar 19, 2024 |
| 18608426 | NANOSHEET CHANNEL LAYER OF VARYING THICKNESSES | International Business Machines Corporation | ANDERSON, ERIK ARTHUR | 4100 | §102§103 | Final Rejection | — | Pending | Mar 18, 2024 |
| 18606758 | Filtering Content for Automated User Interactions Using Language Models | Planetart, LLC | SONIFRANK, RICHA MISHRA | 2654 | §103 | Non-Final OA | 5d overdue | Pending | Mar 15, 2024 |
| 18604150 | WRAP AROUND METAL CONTACT | International Business Machines Corporation | PARTHASARATHY, ROHIT | 4100 | §103 | Final Rejection | — | Pending | Mar 13, 2024 |
| 18601418 | MIGRATION OF VIRTUAL MACHINE DATA BETWEEN DISTINCT STORAGE ENVIRONMENTS | DELL PRODUCTS, L.P. | TRAM, TIEN THANH | §103 | Non-Final OA | — | Pending | Mar 11, 2024 | |
| 18596803 | DEEP VIA STRUCTURES FOR STACKED TRANSISTOR DEVICES | International Business Machines Corporation | BOULGHASSOUL, YOUNES | 2814 | §102 | Non-Final OA | — | Pending | Mar 06, 2024 |
| 18595717 | BACKSIDE POWER DISTRIBUTION NETWORK | International Business Machines Corporation | SARKER-NAG, AKHEE | 2893 | §103 | Non-Final OA | — | Pending | Mar 05, 2024 |
| 18586874 | COMPUTING ENVIRONMENT REMEDIATION BASED ON TRAINED LEARNING MODELS | DELL PRODUCTS, L.P. | LOTTICH, JOSHUA P | 2113 | §101 | Non-Final OA | 4d overdue | Pending | Feb 26, 2024 |
| 18586753 | STACKED STRUCTURES WITH SPLIT DEVICE LAYERS | International Business Machines Corporation | PARTHASARATHY, ROHIT | 2899 | §102§103 | Non-Final OA | — | Pending | Feb 26, 2024 |
| 18583189 | DETERMINING SECURITY RISKS RELATED TO LOCAL ADMINISTRATOR RIGHTS ACTIVITY | DELL PRODUCTS, L.P. | JAKOVAC, RYAN J | 2445 | §103 | Non-Final OA | — | Pending | Feb 21, 2024 |
| 18439941 | METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR WATERMARK PROCESSING | DELL PRODUCTS, L.P. | HOANG, MICHAEL H | §103 | Non-Final OA | — | Pending | Feb 13, 2024 | |
| 18436444 | ASSET ACCESS TAG AND USES THEREOF | DELL PRODUCTS, L.P. | ALAM, FAYYAZ | 2646 | §103 | Non-Final OA | — | Pending | Feb 08, 2024 |
| 18435420 | MESSAGE PRIORITIZATION FOR EVENT-BASED SYSTEMS | DELL PRODUCTS, L.P. | VINCENT, ROSS MICHAEL | 4100 | §103 | Non-Final OA | — | Pending | Feb 07, 2024 |
| 18429593 | JOSEPHSON JUNCTION TRAVELING-WAVE PARAMETRIC CIRCUITS WITH DISPERSIVE SIDEBAND SUPPRESSION | International Business Machines Corporation | TRA, ANH QUAN | §102§103 | Final Rejection | — | Pending | Feb 01, 2024 | |
| 18422257 | MACHINE LEARNING-BASED REVERSE LOGISTICS PROCESSING | DELL PRODUCTS, L.P. | RHO, YONG DOO | §101§103 | Non-Final OA | — | Pending | Jan 25, 2024 | |
| 18420944 | EYE USAGE PATTERN DETERMINATION AND EVALUATION | DELL PRODUCTS, L.P. | BEATTY, COLLIN X | 2872 | §103 | Non-Final OA | — | Pending | Jan 24, 2024 |
| 18419754 | METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR QUESTION ANSWERING SYSTEM | DELL PRODUCTS, L.P. | NIU, JIAHE | §103 | Non-Final OA | — | Pending | Jan 23, 2024 | |
| 18417753 | IDENTIFICATION AND REMOVAL OF ISSUE CAUSING FUNCTIONS | DELL PRODUCTS, L.P. | YEN, PAUL JUEI-FU | 2175 | §103 | Non-Final OA | — | Pending | Jan 19, 2024 |
| 18392541 | AUTOMATED SCHEDULING OF SOFTWARE APPLICATION TEST CASE EXECUTION ON INFORMATION TECHNOLOGY ASSETS | DELL PRODUCTS, L.P. | AGUILERA, TODD | 2192 | §101§103 | Non-Final OA | — | Pending | Dec 21, 2023 |
| 18544582 | GRAPHICAL RENDERING IN A MODULAR SERVER CHASSIS ENVIRONMENT | DELL PRODUCTS, L.P. | VU, KHOA | 2611 | §103 | Non-Final OA | 3d overdue | Pending | Dec 19, 2023 |
| 18538891 | MEMORY DEVICES WITH ENCAPSULATION LAYERS AND METAL VIA | International Business Machines Corporation | ELLIOTT, DANIEL KURT | 2899 | §102§103 | Non-Final OA | — | Pending | Dec 13, 2023 |
| 18536918 | PITCH CONFIGURATION FOR BACK-END-OF-LINE WIRING | International Business Machines Corporation | RAHMAN, MOIN M | 2898 | §102§103§112 | Non-Final OA | — | Pending | Dec 12, 2023 |
| 18535075 | SOURCE/DRAIN REGIONS HAVING DIFFERENT SIDEWALL SHAPES | International Business Machines Corporation | SOWARD, IDA M | 2898 | §112 | Final Rejection | — | Pending | Dec 11, 2023 |
| 18532637 | SELF-MANAGING SCHEDULER FOR WORKLOADS IN AN INFORMATION PROCESSING SYSTEM | DELL PRODUCTS, L.P. | HO, ANDY | 2194 | §102 | Final Rejection | 13d | Pending | Dec 07, 2023 |
| 18527799 | STACKED NANOSHEET DEVICES WITH INTERFACIAL LAYERS | International Business Machines Corporation | KHALIFA, MOATAZ | 2817 | §103 | Non-Final OA | — | Pending | Dec 04, 2023 |
| 18517129 | EXTENDED BACKSIDE CONTACT FOR STACKED FIELD-EFFECT TRANSISTOR | International Business Machines Corporation | DEGRASSE, IAN ISAAC | 2818 | §103 | Final Rejection | — | Pending | Nov 22, 2023 |
| 18503403 | METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR CONSTRUCTING TRAINING DATA | DELL PRODUCTS, L.P. | ANDREI, RADU | §101 | Final Rejection | — | Pending | Nov 07, 2023 | |
| 18501129 | SEMICONDUCTOR STRUCTURES WITH INTEGRATED ELECTROSTATIC DISCHARGE CLAMP CIRCUITS | International Business Machines Corporation | AL-TAWEEL, MUAAMAR QAHTAN | 2838 | §103 | Non-Final OA | — | Pending | Nov 03, 2023 |
| 18384613 | SECURITY-RELATED RISK DETECTION USING ARTIFICIAL INTELLIGENCE TECHNIQUES | DELL PRODUCTS, L.P. | XIAO, ZESHENG | 3698 | §101§103§112 | Final Rejection | 15d overdue | Pending | Oct 27, 2023 |
| 18494961 | MACHINE LEARNING-BASED DEVICE PROVISIONING MANAGEMENT IN AN INFORMATION PROCESSING SYSTEM | DELL PRODUCTS, L.P. | FAAL, BABOUCARR | 2138 | §103 | Non-Final OA | 11d overdue | Pending | Oct 26, 2023 |
| 18495177 | AUTOMATED WORKLOAD MIGRATION FRAMEWORK | DELL PRODUCTS, L.P. | KE, PENG | 2194 | §103 | Final Rejection | — | Pending | Oct 26, 2023 |
| 18495221 | DYNAMIC ARTIFICIAL INTELLIGENCE SYSTEM WITH FEEDBACK CONTROL UTILIZING COUNTERFACTUAL INFORMATION | DELL PRODUCTS, L.P. | NGUYEN, AMANDA DANG | 4100 | §103 | Non-Final OA | — | Pending | Oct 26, 2023 |
| 18493976 | OFFLOADING EXECUTION OF SERVER-SIDE CODE TO CLIENT DEVICES IN AN INFORMATION TECHNOLOGY INFRASTRUCTURE ENVIRONMENT | DELL PRODUCTS, L.P. | VINCENT, ROSS MICHAEL | 2196 | §103 | Final Rejection | 8d | Pending | Oct 25, 2023 |
| 18491583 | REMOTE ENTANGLEMENT OF SUPERCONDUCTING QUANTUM BITS USING DOUBLE OPTICAL HERALDING | International Business Machines Corporation | KIM, JONATHAN J | 4100 | §103 | Non-Final OA | — | Pending | Oct 20, 2023 |
| 18488236 | SEMICONDUCTOR STRUCTURES WITH MULTI-STAGE VIAS | International Business Machines Corporation | KLEIN, JORDAN M | 2893 | §102§103§112 | Non-Final OA | — | Pending | Oct 17, 2023 |
| 18379765 | DETERMINING CONFIGURABLE COMPONENT PARAMETERS USING MACHINE LEARNING TECHNIQUES | DELL PRODUCTS, L.P. | WALTON, CHESIREE A | 3624 | §101§102 | Non-Final OA | — | Pending | Oct 13, 2023 |
| 18482213 | ELECTRONIC FUSE VIA AND LOGIC DEVICE CO-INTEGRATION WITH BACKSIDE POWER DELIVERY NETWORK | International Business Machines Corporation | MOJADDEDI, OMAR F | 2898 | §103 | Final Rejection | — | Pending | Oct 06, 2023 |
| 18480143 | NANOSHEET TRANSISTORS WITH MULTI-LAYERED CHANNEL STRUCTURES | International Business Machines Corporation | JEAN BAPTISTE, WILNER | 2899 | §102 | Non-Final OA | — | Pending | Oct 03, 2023 |
| 18370619 | DETECTING TASK-RELATED PATTERNS USING ARTIFICIAL INTELLIGENCE TECHNIQUES | DELL PRODUCTS, L.P. | RIFKIN, BEN M | 2123 | §101§103§112 | Final Rejection | — | Pending | Sep 20, 2023 |
| 18470354 | STRAIN INDUCING TRENCHES FOR SOURCE/DRAIN REGIONS | International Business Machines Corporation | LIU, MIKKA H | 2817 | §102§103 | Final Rejection | 10d overdue | Pending | Sep 19, 2023 |
| 18468279 | DIELECTRIC AND TWO-DIMENSIONAL SEMICONDUCTOR MATERIAL NANOSHEET DEVICES | International Business Machines Corporation | HRNJIC, ADIN | 2817 | §102§103 | Final Rejection | 5d overdue | Pending | Sep 15, 2023 |
| 18367809 | MANAGEMENT OF SERVICE MESHES ESTABLISHED BETWEEN VIRTUAL COMPUTING INSTANCES AND EXTERNAL DEVICES | DELL PRODUCTS, L.P. | CHEN, ZHI | 2196 | §103 | Non-Final OA | 45d overdue | Pending | Sep 13, 2023 |
| 18459755 | MANAGEMENT OF STATE INFORMATION USING A MESSAGE QUEUE | DELL PRODUCTS, L.P. | MHEIR, ZUHEIR | 2198 | §102§103 | Final Rejection | 49d overdue | Pending | Sep 01, 2023 |
| 18240824 | METHOD, ELECTRONIC DEVICE, AND PROGRAM PRODUCT FOR GENERATING MACHINE LEARNING MODEL | DELL PRODUCTS, L.P. | MORALES, PEDRO JESUS | 2124 | §103 | Final Rejection | — | Pending | Aug 31, 2023 |
| 18452963 | CALIBRATING TUNING PARAMETERS FOR LASER TUNING JOSEPHSON JUNCTIONS | International Business Machines Corporation | HUYNH, PHUONG | 2857 | §101DP | Non-Final OA | — | Pending | Aug 21, 2023 |
| 18363884 | SECURITY MANAGEMENT FOR ENDPOINT NODES OF DISTRIBUTED PROCESSING SYSTEMS | DELL PRODUCTS, L.P. | CHANG, TOM Y | 2455 | §103 | Non-Final OA | — | Pending | Aug 02, 2023 |
| 18227446 | DETECTING ANOMALIES IN DEVICE TELEMETRY DATA USING DISTRIBUTIONAL DISTANCE DETERMINATIONS | DELL PRODUCTS, L.P. | SMITH, BRIAN M | 2122 | §103DP | Non-Final OA | — | Pending | Jul 28, 2023 |
| 18360576 | EVALUATION OF SOFTWARE DEPLOYMENT PIPELINE STAGES BY APPLYING SOFTWARE TESTING CHECKERS | DELL PRODUCTS, L.P. | LYONS, ANDREW M | 2191 | §101§103§112 | Non-Final OA | 17d overdue | Pending | Jul 27, 2023 |
| 18336683 | LEAKAGE REDUCTION FOR CONTINUOUS ACTIVE DESIGNS | International Business Machines Corporation | CHEN, XIAOCHUN L | 2824 | §103 | Non-Final OA | 26d | Pending | Jun 16, 2023 |
| 18210220 | PREDICTING TASK EXECUTION EFFORTS USING ARTIFICIAL INTELLIGENCE TECHNIQUES | DELL PRODUCTS, L.P. | NGUYEN, BRANDON A | 2195 | §103 | Final Rejection | 15d overdue | Pending | Jun 15, 2023 |
| 18210227 | AUDIO DATA-BASED DEVICE FAILURE PREDICTION USING ARTIFICIAL INTELLIGENCE TECHNIQUES | DELL PRODUCTS, L.P. | LINDSAY, BERNARD G | 2119 | §103 | Final Rejection | — | Pending | Jun 15, 2023 |
| 18334817 | STACKED TRANSISTOR STRUCTURES WITH HYBRID GATE PITCH | International Business Machines Corporation | NGUYEN, DAO H | 2818 | §102 | Non-Final OA | — | Pending | Jun 14, 2023 |
| 18330452 | TERNARY QUANTUM STATE READOUT USING BINARY-OUTCOME MID-CIRCUIT MEASUREMENTS | International Business Machines Corporation | BAKER, EZRA JAMES | 2126 | §103 | Non-Final OA | 8d | Pending | Jun 07, 2023 |
| 18325263 | DIGITIZED DEVICE REGULATORY LABELS FOR INFORMATION TECHNOLOGY ASSETS | DELL PRODUCTS, L.P. | SHORTER, RASHIDA R | 3626 | §101 | Non-Final OA | 75d | Pending | May 30, 2023 |
| 18320650 | RESOURCE MANAGEMENT FRAMEWORK USING MACHINE LEARNING | DELL PRODUCTS, L.P. | SHAH, SAYED MUNEER | 2124 | §101§103 | Final Rejection | — | Pending | May 19, 2023 |
| 18199148 | AUTOMATED LOCALIZATION OF MICROSERVICES | DELL PRODUCTS, L.P. | ONAT, UMUT | 2194 | §103 | Non-Final OA | 28d overdue | Pending | May 18, 2023 |
| 18318976 | DETERMINISTIC ENFORCEMENT OF DIGITAL CERTIFICATE AMENDMENTS | DELL PRODUCTS, L.P. | DOAN, HIEN VAN | 2449 | §102§103 | Final Rejection | 7d | Pending | May 17, 2023 |
| 18197347 | RESOURCE FORECASTING USING ARTIFICIAL INTELLIGENCE TECHNIQUES | DELL PRODUCTS, L.P. | SACKALOSKY, COREY MATTHEW | 2128 | §101 | Final Rejection | 15d | Pending | May 15, 2023 |
| 18196549 | TASK-RELATED DATA PROCESSING USING MACHINE LEARNING TECHNIQUES | DELL PRODUCTS, L.P. | PUJOLS-CRUZ, MARJORIE | 3624 | §101§103 | Non-Final OA | 42d overdue | Pending | May 12, 2023 |
| 18144294 | METHOD, DEVICE, AND PRODUCT FOR GENERATING USE CASE INTERFACE IN NEUROMORPHIC COMPUTATION | DELL PRODUCTS, L.P. | HOANG, AMY P | 2143 | §103 | Final Rejection | 3d overdue | Pending | May 08, 2023 |
| 18144291 | METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR DATA PROCESSING | DELL PRODUCTS, L.P. | SKIBINSKY, ANNA | §101§103 | Non-Final OA | — | Pending | May 08, 2023 | |
| 18139166 | NATURAL LANGUAGE PROCESSING SYSTEM WITH MACHINE LEARNING FOR MEETING MANAGEMENT | DELL PRODUCTS, L.P. | EL-BATHY, MOHAMED N | 3624 | §101§103 | Final Rejection | — | Pending | Apr 25, 2023 |
| 18306147 | HIERARCHICAL CONSENT IN A COMMUNICATION NETWORK | Nokia Technologies Oy | DHARIA, RUPAL | 2400 | §101§103 | Final Rejection | — | Pending | Apr 24, 2023 |
| 18134066 | Automated Error Resolution in a Software Deployment Pipeline | DELL PRODUCTS, L.P. | WILSON, YOLANDA L | 2113 | §101 | Final Rejection | 28d | Pending | Apr 13, 2023 |
| 18128480 | ARTIFICIAL AGING OF DIGITAL TWIN AS SOURCE FOR GAMIFICATION OF INFRASTRUCTURE | DELL PRODUCTS, L.P. | JOHANSEN, JOHN E | §101§103 | Non-Final OA | — | Pending | Mar 30, 2023 | |
| 18121252 | TOPOLOGY EXPLORER FOR MESSAGE-ORIENTED MIDDLEWARE USING MACHINE LEARNING TECHNIQUES | DELL PRODUCTS, L.P. | PARK, GRACE A | 2144 | §101§103 | Final Rejection | — | Pending | Mar 14, 2023 |
| 18112256 | PREDICTIVE ANOMALY DETECTION AND FAULT ISOLATION IN INFORMATION PROCESSING SYSTEM ENVIRONMENT | DELL PRODUCTS, L.P. | LOTTICH, JOSHUA P | 2113 | §101 | Non-Final OA | 42d | Pending | Feb 21, 2023 |
| 18110501 | METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR GENERATING SEGMENTED IMAGES | DELL PRODUCTS, L.P. | CHOI, TIMOTHY WING HO | 2671 | §103 | Final Rejection | 30d overdue | Pending | Feb 16, 2023 |
| 18110203 | AUTOMATED PROCESSING OF DYNAMIC REQUESTS | DELL PRODUCTS, L.P. | VINCENT, ROSS MICHAEL | 2196 | §103 | Final Rejection | — | Pending | Feb 15, 2023 |
| 18109595 | AGENT-BASED DEVICE PROTECTION USING DETECTION AND MITIGATION OF MODIFICATIONS TO A PROTECTED STORAGE REGION | DELL PRODUCTS, L.P. | SHAUGHNESSY, AIDAN EDWARD | 2432 | §103 | Non-Final OA | — | Pending | Feb 14, 2023 |
| 18107610 | CACHE MANAGEMENT FOR WEB APPLICATION COMPONENTS | DELL PRODUCTS, L.P. | DOAN, HAN V | 2137 | §103 | Non-Final OA | 70d overdue | Pending | Feb 09, 2023 |
| 18107275 | AUTOMATICALLY DETERMINING RESOURCE SUPPORT PARAMETERS USING ARTIFICIAL INTELLIGENCE TECHNIQUES | DELL PRODUCTS, L.P. | WONG, LUT | 2127 | §101§102§103 | Non-Final OA | — | Pending | Feb 08, 2023 |
| 18106146 | FAILURE PREDICTION AND REMEDIATION USING MACHINE LEARNING | DELL PRODUCTS, L.P. | BROWN, LUIS A | 3626 | §101§103 | Non-Final OA | — | Pending | Feb 06, 2023 |
| 18099586 | CHARACTERIZING COMPUTER INFRASTRUCTURE USING MACHINE LEARNING TECHNIQUES | DELL PRODUCTS, L.P. | GORMLEY, AARON PATRICK | 2148 | §101§103Other | Non-Final OA | 21d | Pending | Jan 20, 2023 |
| 18098790 | AUTOMATED PRE-PROCESSING FOR TWO-DIMENSIONAL TO THREE-DIMENSIONAL MODELING ACCELERATION | DELL PRODUCTS, L.P. | BONANSINGA, AARON TIMOTHY | 2673 | §103 | Non-Final OA | 34d | Pending | Jan 19, 2023 |
| 18085257 | CONFIGURING ARTIFICIAL INTELLIGENCE-BASED VIRTUAL ASSISTANTS USING RESPONSE MODES | International Business Machines Corporation | VOGT, JACOB BUI | 2653 | §103 | Non-Final OA | — | Pending | Dec 20, 2022 |
| 18083385 | DIELECTRIC SEPARATION FOR BACKSIDE POWER RAIL LINES | International Business Machines Corporation | BLACKWELL, ASHLEY NICOLE | 2897 | §102§103 | Non-Final OA | — | Pending | Dec 16, 2022 |
| 18078656 | AUTOMATED CORRECTION OF ERRONEOUS ENTRY OF ALPHANUMERIC ITEM IDENTIFIERS USING DISTANCE EVALUATION | DELL PRODUCTS, L.P. | MUHEBBULLAH, SAJEDA | 2174 | §103 | Non-Final OA | — | Pending | Dec 09, 2022 |
| 18077374 | GATE CONTROL FOR STAGGERED STACKED FIELD-EFFECT TRANSISTORS | International Business Machines Corporation | ROLAND, CHRISTOPHER M | 2893 | §102§103 | Final Rejection | 30d | Pending | Dec 08, 2022 |
| 17992373 | SEMICONDUCTOR STRUCTURE WITH STRAINED NANOSHEET CHANNEL | International Business Machines Corporation | KHALIFA, MOATAZ | 2815 | §103 | Non-Final OA | — | Pending | Nov 22, 2022 |
| 17927035 | NON-INVASIVE DETECTION OF ANOMALOUS PHYSIOLOGIC EVENTS INDICATIVE OF HYPOVOLEMIC SHOCK OF A SUBJECT | Lifelens Technologies, Inc. | HADDAD, MOUSSA MAHER | 3796 | §101§103§112 | Non-Final OA | 79d | Pending | Nov 22, 2022 |
| 17983042 | INTELLIGENT ITEM MANAGEMENT IN AN INFORMATION PROCESSING SYSTEM | DELL PRODUCTS, L.P. | LUDWIG, PETER L | 3627 | §101§103§112 | Non-Final OA | — | Pending | Nov 08, 2022 |
| 17980724 | VIRTUAL REPRESENTATIONS OF ENDPOINTS IN A COMPUTING ENVIRONMENT | DELL PRODUCTS, L.P. | NGUYEN, TUAN MINH | 2198 | §103§112 | Non-Final OA | — | Pending | Nov 04, 2022 |
| 17976965 | AUTHENTICATION SERVICE FOR AUTOMATED DISTRIBUTION AND REVOCATION OF SHARED CREDENTIALS | DELL PRODUCTS, L.P. | DHAKAD, RUPALI | 2437 | §103 | Non-Final OA | 34d | Pending | Oct 31, 2022 |
| 17977281 | SEMICONDUCTOR STRUCTURE WITH DIELECTRIC PILLARS | International Business Machines Corporation | SQUIRES, BRETT STEPHEN | 2899 | §102§103 | Non-Final OA | 70d | Pending | Oct 31, 2022 |
| 17974047 | TRANSISTORS WITH ASYMMETRIC SOURCE/DRAIN REGIONS | International Business Machines Corporation | MCDONALD, JASON ANDREW | 2898 | §103 | Non-Final OA | — | Pending | Oct 26, 2022 |
| 17971088 | DETERMINING HEALTH-RELATED INFORMATION OF RETURNED INVENTORY USING ARTIFICIAL INTELLIGENCE TECHNIQUES | DELL PRODUCTS, L.P. | SULLIVAN, JESSICA E | 3627 | §101 | Non-Final OA | — | Pending | Oct 21, 2022 |
| 17968944 | MOVEMENT OF OPERATIONS BETWEEN CLOUD AND EDGE PLATFORMS | DELL PRODUCTS, L.P. | PHAKOUSONH, DARAVANH | 2121 | §101 | Non-Final OA | — | Pending | Oct 19, 2022 |
| 17969434 | AUTOMATICALLY DETERMINING WORK ENVIRONMENT-RELATED ERGONOMIC DATA | DELL PRODUCTS, L.P. | LEE, PO HAN | 3623 | §101 | Non-Final OA | 26d overdue | Pending | Oct 19, 2022 |
| 17954979 | TRANSISTORS WITH ENHANCED VIA-TO-BACKSIDE POWER RAIL | International Business Machines Corporation | MARUF, SHEIKH | 2897 | §103 | Final Rejection | — | Pending | Sep 28, 2022 |
| 17882858 | GENERATING TESTING PLANS INCLUDING EXECUTION ORDER FOR TEST CASES AND MAPPING OF TEST CASES TO TEST BED POOLS | DELL PRODUCTS, L.P. | NIMOX, RAYMOND LONDALE | 2857 | §101§103 | Final Rejection | — | Pending | Aug 08, 2022 |
| 17834294 | AUTOMATICALLY MANAGING EVENT-RELATED COMMUNICATION DATA USING MACHINE LEARNING TECHNIQUES | DELL PRODUCTS, L.P. | NYE, LOUIS CHRISTOPHER | 2141 | §103 | Non-Final OA | — | Pending | Jun 07, 2022 |
| 17726758 | INTELLIGENT PREDICTION FOR EQUIPMENT MANUFACTURING MANAGEMENT SYSTEM | DELL PRODUCTS, L.P. | KASSIM, HAFIZ A | 3623 | §101§103§112 | Non-Final OA | 19d | Pending | Apr 22, 2022 |
| 17765343 | MULTI-FUNCTION FRAME POSITIONING DEVICE | Spine Care Technologies, Inc. | TOICH, SARA KATHERINE | 3785 | §103 | Non-Final OA | 34d | Pending | Mar 30, 2022 |
| 17680764 | FEATURE-LEVEL RECOMMENDATIONS FOR CONTENT ITEMS | Smartly.Io Solutions OY | CARVALHO, ERROL A | 3622 | §101§112 | Non-Final OA | — | Pending | Feb 25, 2022 |
| 17679907 | GENERATING ORGANIZATIONAL GOAL-ORIENTED AND PROCESS-CONFORMANT RECOMMENDATION MODELS USING ARTIFICIAL INTELLIGENCE TECHNIQUES | International Business Machines Corporation | OBAID, HAMZEH M | 3624 | §101§112 | Non-Final OA | — | Pending | Feb 24, 2022 |
| 17678275 | ITERATIVE ANSWER AND SUPPLEMENTAL INFORMATION EXTRACTION FOR MACHINE READING COMPREHENSION | International Business Machines Corporation | LAU, KAITLYN RENEE | 2148 | §101§103§112 | Non-Final OA | — | Pending | Feb 23, 2022 |
| 17586099 | Identifying and Mitigating Security Vulnerabilities in Multi-Layer Infrastructure Stacks | DELL PRODUCTS, L.P. | FARAMARZI, GITA | 2496 | §103§112 | Non-Final OA | — | Pending | Jan 27, 2022 |
| 17572844 | CONVERSATIONAL ARTIFICIAL INTELLIGENCE SYSTEM WITH LIVE AGENT ENGAGEMENT BASED ON AUTOMATED FRUSTRATION LEVEL MONITORING | DELL PRODUCTS, L.P. | BAKER, EZRA JAMES | 2126 | §101 | Non-Final OA | — | Pending | Jan 11, 2022 |
| 17624595 | PROCESS FOR PREPARATION OF EDOXABAN | Glenmark Life Sciences Limited | SCHACHERMEYER, SAMANTHA LYNN | 1693 | §103§112 | Non-Final OA | 12d | Pending | Jan 04, 2022 |
| 17564695 | MACHINE LEARNING-BASED USER SENTIMENT PREDICTION USING AUDIO AND VIDEO SENTIMENT ANALYSIS | DELL PRODUCTS, L.P. | REYES, MARIELA D | 2142 | §103 | Non-Final OA | — | Pending | Dec 29, 2021 |
| 17545573 | FEDERATED MACHINE LEARNING BASED ON PARTIALLY SECURED SPATIO-TEMPORAL DATA | International Business Machines Corporation | FIGUEROA, KEVIN W | 2124 | §103 | Non-Final OA | — | Pending | Dec 08, 2021 |
| 17544077 | ADJUSTING MACHINE LEARNING MODELS BASED ON SIMULATED FAIRNESS IMPACT | International Business Machines Corporation | WALTON, CHESIREE A | 3624 | §103 | Non-Final OA | — | Pending | Dec 07, 2021 |
| 17543149 | AUTOMATED FAIRNESS-DRIVEN GRAPH NODE LABEL CLASSIFICATION | International Business Machines Corporation | FACCENDA, GISEL GABRIELA | 2127 | §101§112 | Non-Final OA | — | Pending | Dec 06, 2021 |
| 17541879 | SEMICONDUCTOR STRUCTURES WITH LOW TOP CONTACT RESISTANCE | International Business Machines Corporation | CRAMER, HALEE PAIGE | 2891 | §102§103 | Non-Final OA | 61d | Pending | Dec 03, 2021 |
| 17540660 | PRIVACY-PRESERVING CLASS LABEL STANDARDIZATION IN FEDERATED LEARNING SETTINGS | International Business Machines Corporation | GALVIN-SIEBENALER, PAUL MICHAEL | 2147 | §103 | Final Rejection | 27d | Pending | Dec 02, 2021 |
| 17506888 | MODULARIZED DIGITAL TWIN CREATION FOR PHYSICAL INFRASTRUCTURE OF COMPUTING ENVIRONMENT | DELL PRODUCTS, L.P. | KIM, EUNHEE | 2188 | §103 | Non-Final OA | 29d | Pending | Oct 21, 2021 |
| 17506895 | PREDICTION OF IMPACT TO DATA CENTER BASED ON INDIVIDUAL DEVICE ISSUE | DELL PRODUCTS, L.P. | PAULA, CESAR B | 2145 | §103§112 | Non-Final OA | — | Pending | Oct 21, 2021 |
| 17479794 | BOTTOM JUNCTION AND CONTACT AREA STRUCTURES FOR VERTICAL TRANSPORT FIELD-EFFECT TRANSISTORS | International Business Machines Corporation | PRIDEMORE, NATHAN ANDREW | 2898 | §103 | Final Rejection | 1d overdue | Pending | Sep 20, 2021 |
| 17404011 | METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR SAMPLE MANAGEMENT | EMC Ip Holding Company LLC | PHUNG, STEVEN HUYNH | 2125 | §101 | Final Rejection | 15d | Pending | Aug 17, 2021 |
| 17384180 | FEDERATED DATA STANDARDIZATION USING DATA PRIVACY TECHNIQUES | International Business Machines Corporation | SMITH, BRIAN M | 2122 | §101§102§103§112 | Non-Final OA | — | Pending | Jul 23, 2021 |
| 17238287 | INTELLIGENT SUPPORT FRAMEWORK | DELL PRODUCTS, L.P. | ALGHAZZY, SHAMCY | 2128 | §101 | Final Rejection | — | Pending | Apr 23, 2021 |
| 17135249 | AUTOMATICALLY GENERATING CONDITIONAL INSTRUCTIONS FOR RESOLVING PREDICTED SYSTEM ISSUES USING MACHINE LEARNING TECHNIQUES | DELL PRODUCTS, L.P. | RAMESH, TIRUMALE K | 2121 | §103 | Non-Final OA | — | Pending | Dec 28, 2020 |
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