Prosecution Insights
Prosecution Insights
Technology areas: Computing & Software • Networking & Security
72 pending office actions • 1 client • 69 examiners • 52 art units • 19 of 72 (26%) have an AI response strategy ready • 151 patents granted in the last 365 days
Ray Quinney & Nebeker - Microsoft manages 2169 career applications in the Computing & Software technology area. The firm achieves a resolved allowance rate of 93.77 percent. Prosecution involves an average of 2.41 office actions per allowance. Currently, the firm has 54 pending office actions.
The 93.77 percent allowance rate across 2169 applications describes the success rate in the software sector. The 2.41 average provides a timeline reference for the 54 pending actions currently under management.
Based on the USPTO statutory response window for each pending office action. 24 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. 24 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 | 4 (6%) |
| §101 + other | 22 (31%) |
| §103 only | 22 (31%) |
| §102 only | 2 (3%) |
| §112 only | 2 (3%) |
| Double-patenting only | 2 (3%) |
| Double-patenting + other | 2 (3%) |
| Multi-statute (no §101) | 16 (22%) |
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 |
|---|---|---|---|
| DASCOMB, JACOB D | 3 | 85.1% | +21.1% |
| MAI, KEVIN S | 2 | 29.9% | +25.8% |
| SANA, MOHAMMAD AZAM | 1 | 86.3% | +20.8% |
| GEE, JASON KAI YIN | 1 | 77.5% | +23.7% |
| HENDERSON, ESTHER BENOIT | 1 | 79.1% | +23.3% |
| KUDIRKA, JOSEPH R | 1 | 90.9% | +9.6% |
| RAHIM, MONJUR | 1 | 84.6% | +16.4% |
| PYO, MONICA M | 1 | 82.9% | +35.3% |
| BROCKINGTON III, WILLIAM S | 1 | 42.2% | +54.9% |
| SCHELL, JOSEPH O | 1 | 87.1% | +8.4% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 3 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19070326 | SECURE VERIFICATION OF AN INDIVIDUAL USING WIRELESS BROADCASTS | RAHIM, MONJUR | — |
| 18760785 | RIGHTSIZING VIRTUAL MACHINE DEPLOYMENTS IN A CLOUD COMPUTING ENVIRONMENT | DASCOMB, JACOB D | — |
| 18760728 | RIGHTSIZING VIRTUAL MACHINE DEPLOYMENTS IN A CLOUD COMPUTING ENVIRONMENT | DASCOMB, JACOB D | — |
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 |
|---|---|---|---|
| 18177547 | UNIVERSAL ADAPTER FOR LOW-OVERHEAD INTEGRATION OF MACHINE LEARNING MODELS WITH A WEB-BASED SERVICE PLATFORM | WU, NICHOLAS S | 71d overdue |
| 18331734 | LARGE TENSOR TILING | CAMPOS, ALFREDO | 31d overdue |
| 18310812 | NEW ENTITY DETECTION USING PROBABILISTIC DATA STRUCTURES | DOAN, HIEN VAN | 23d overdue |
| 18211808 | GENERATING GROUNDED DOCUMENTS USING LARGE LANGUAGE MODELS | NEWAY, SAMUEL G | 19d overdue |
| 18243876 | SYSTEMS AND METHODS FOR THERMAL MANAGEMENT OF ELECTRONIC DEVICES | VORTMAN, ANATOLY | 9d overdue |
| 18737582 | GENERATING WEB CRAWLING DISCOVERY ACTIONS USING GENERATIVE ARTIFICIAL INTELLIGENCE (AI) MODELS | MOSER, BRUCE M | 14d |
| 18144565 | MACHINE LEARNING MODEL LINEAGE TRACKING | HOANG, AMY P | 15d |
| 18327763 | REASONING WITH CONDITIONAL INDEPENDENCE GRAPHS | STARKS, WILBERT L | 19d |
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 |
|---|---|---|---|
| 19014494 | INTELLIGENT SELF-SERVE DIAGNOSTICS | BROCKINGTON III, WILLIAM S | 17d overdue |
| 19294444 | GENERATION OF SYNTHETIC DATA FOR QUERY GENERATION | SANA, MOHAMMAD AZAM | — |
| 19215119 | SYSTEMS AND METHODS FOR IMPROVING ACCESS CONTROL VERIFICATION IN KNOWLEDGE GRAPHS BY UTILIZING DYNAMIC NODE-BASED ACCESS CONTROL CACHES | GEE, JASON KAI YIN | — |
| 19190327 | PROXY-BASED IDENTITY AND ACCESS MANAGEMENT FOR WEB APPLICATIONS | HENDERSON, ESTHER BENOIT | — |
| 19070326 | SECURE VERIFICATION OF AN INDIVIDUAL USING WIRELESS BROADCASTS | RAHIM, MONJUR | — |
| 19042852 | DYNAMIC DATA QUERY GENERATION BASED ON NATURAL LANGUAGE INPUT | PYO, MONICA M | — |
| 18905333 | SECURITY GRAPH CARDINALITY REDUCTION IN NETWORK-BASED COMPUTER SYSTEMS | MAI, KEVIN S | — |
| 18777281 | SCHEDULING HYBRID SHARING OF COMPUTE RESOURCES BETWEEN REAL-TIME WORKLOADS | DASCOMB, JACOB D | — |
| Client (Assignee) | Pending OAs |
|---|---|
| Microsoft | 72 |
| Art Unit | Apps |
|---|---|
| 2835 | 3 |
| 2114 | 2 |
| 3623 | 2 |
| 2449 | 2 |
| 2499 | 2 |
| 2129 | 2 |
| 2196 | 2 |
| 2143 | 2 |
| 2161 | 1 |
| 2164 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19294444 | GENERATION OF SYNTHETIC DATA FOR QUERY GENERATION | Microsoft Technology Licensing, LLC | SANA, MOHAMMAD AZAM | §101§103Other | Non-Final OA | — | Pending | Aug 08, 2025 | |
| 19215119 | SYSTEMS AND METHODS FOR IMPROVING ACCESS CONTROL VERIFICATION IN KNOWLEDGE GRAPHS BY UTILIZING DYNAMIC NODE-BASED ACCESS CONTROL CACHES | Microsoft Technology Licensing, LLC | GEE, JASON KAI YIN | DP | Non-Final OA | — | Pending | May 21, 2025 | |
| 19190327 | PROXY-BASED IDENTITY AND ACCESS MANAGEMENT FOR WEB APPLICATIONS | Microsoft Technology Licensing, LLC | HENDERSON, ESTHER BENOIT | §102 | Non-Final OA | — | Pending | Apr 25, 2025 | |
| 19094606 | RETRIEVING DIAGNOSTIC INFORMATION FROM A PCI EXPRESS ENDPOINT | Microsoft Technology Licensing, LLC | KUDIRKA, JOSEPH R | 2114 | §101§102§103 | Non-Final OA | — | Pending | Mar 28, 2025 |
| 19070326 | SECURE VERIFICATION OF AN INDIVIDUAL USING WIRELESS BROADCASTS | Microsoft Technology Licensing, LLC | RAHIM, MONJUR | §103DP | Non-Final OA | — | Pending | Mar 04, 2025 | |
| 19042852 | DYNAMIC DATA QUERY GENERATION BASED ON NATURAL LANGUAGE INPUT | Microsoft Technology Licensing, LLC | PYO, MONICA M | 2161 | §103§112 | Non-Final OA | — | Pending | Jan 31, 2025 |
| 19014494 | INTELLIGENT SELF-SERVE DIAGNOSTICS | Microsoft Technology Licensing, LLC | BROCKINGTON III, WILLIAM S | 3623 | §103 | Non-Final OA | 17d overdue | AI Ready | Jan 09, 2025 |
| 19003782 | RULE-BASED AUTOMATED REMEDIATION OF RESOURCES IN DATA CENTERS | Microsoft Technology Licensing, LLC | SCHELL, JOSEPH O | 2114 | §101§103§112 | Final Rejection | — | Pending | Dec 27, 2024 |
| 19003343 | COPILOT FOR MULTI-USER, MULTI-STEP COLLABORATIONS | Microsoft Technology Licensing, LLC | GARCIA-CHING, KARINA J | 2449 | §103Other | Non-Final OA | — | Pending | Dec 27, 2024 |
| 18980491 | GENERATIVE AI INSIGHT ARCHIVES | Microsoft Technology Licensing, LLC | SHECHTMAN, CHERYL MARIA | 2164 | §101§103 | Final Rejection | — | Pending | Dec 13, 2024 |
| 18965800 | UTILIZING PROBABILITY DATA STRUCTURES TO IMPROVE ACCESS CONTROL OF DOCUMENTS ACROSS GEOGRAPHIC REGIONS | Microsoft Technology Licensing, LLC | BHANDARI, SHREYAJ RAM | 2434 | §103§112 | Final Rejection | — | Pending | Dec 02, 2024 |
| 18962075 | REGISTRATION-BASED APPLICATION AUTHENTICATION | Microsoft Technology Licensing, LLC | RASUL, MUHAMMAD HASHIR | 2492 | §103 | Non-Final OA | — | Pending | Nov 27, 2024 |
| 18959219 | REDUCING PLACEMENT CONFLICTS BETWEEN CONCURRENT VIRTUAL MACHINE ALLOCATIONS | Microsoft Technology Licensing, LLC | JOO, JOSHUA | 2445 | §103Other | Final Rejection | — | Pending | Nov 25, 2024 |
| 18941587 | DETERMINING CONCEPT RELATIONSHIPS IN DOCUMENT COLLECTIONS UTILIZING A SPARSE GRAPH RECOVERY MACHINE-LEARNING MODEL | Microsoft Technology Licensing, LLC | GAUTHIER, GERALD | DP | Non-Final OA | — | Pending | Nov 08, 2024 | |
| 18935067 | SURFACING REASONS FOR ANOMALOUS MULTIVARIATE SESSIONS IN AUDIT AND SECURITY LOGS | Microsoft Technology Licensing, LLC | NOAMAN, BASSAM A | 2497 | §103Other | Final Rejection | 33d | AI Ready | Nov 01, 2024 |
| 18905908 | SYSTEMS AND METHODS FOR THERMAL MANAGEMENT OF ELECTRICAL SWITCHES | Microsoft Technology Licensing, LLC | DECKER, JAMIL ALEXANDER | 2841 | §102§103 | Non-Final OA | — | Pending | Oct 03, 2024 |
| 18905333 | SECURITY GRAPH CARDINALITY REDUCTION IN NETWORK-BASED COMPUTER SYSTEMS | Microsoft Technology Licensing, LLC | MAI, KEVIN S | 2499 | §103§112 | Final Rejection | — | Pending | Oct 03, 2024 |
| 18897840 | MANAGING AND RANKING MEMORY RESOURCES | Microsoft Technology Licensing, LLC | TSAI, SHENG JEN | 2139 | §103 | Non-Final OA | 48d | Pending | Sep 26, 2024 |
| 18890168 | MALICIOUS ACTIVITY DETECTION BASED ON CHANGES IN A SECURITY GRAPH | Microsoft Technology Licensing, LLC | TRUVAN, LEYNNA THANH | 2435 | §103 | Final Rejection | — | Pending | Sep 19, 2024 |
| 18777281 | SCHEDULING HYBRID SHARING OF COMPUTE RESOURCES BETWEEN REAL-TIME WORKLOADS | Microsoft Technology Licensing, LLC | DASCOMB, JACOB D | §101§103DP | Non-Final OA | — | Pending | Jul 18, 2024 | |
| 18763285 | COMPUTER SUPPORT FOR MEETINGS | Microsoft Technology Licensing, LLC | WAESCO, JOSEPH M | 3625 | §101§103 | Non-Final OA | — | Pending | Jul 03, 2024 |
| 18760785 | RIGHTSIZING VIRTUAL MACHINE DEPLOYMENTS IN A CLOUD COMPUTING ENVIRONMENT | Microsoft Technology Licensing, LLC | DASCOMB, JACOB D | §103 | Non-Final OA | — | Pending | Jul 01, 2024 | |
| 18760728 | RIGHTSIZING VIRTUAL MACHINE DEPLOYMENTS IN A CLOUD COMPUTING ENVIRONMENT | Microsoft Technology Licensing, LLC | DASCOMB, JACOB D | 2198 | §103DP | Non-Final OA | — | Pending | Jul 01, 2024 |
| 18739031 | GENERATING INSIGHTS FOR LARGE DATASETS USING PROMPT GENERATION PROCESSES AND GENERATIVE ARTIFICIAL INTELLIGENCE (AI) MODELS | Microsoft Technology Licensing, LLC | FERRER, JEDIDIAH P | 2153 | §103 | Final Rejection | — | Pending | Jun 10, 2024 |
| 18737582 | GENERATING WEB CRAWLING DISCOVERY ACTIONS USING GENERATIVE ARTIFICIAL INTELLIGENCE (AI) MODELS | Microsoft Technology Licensing, LLC | MOSER, BRUCE M | 2154 | §101 | Final Rejection | 14d | AI Ready | Jun 07, 2024 |
| 18677516 | AUTOMATED SOFTWARE PACKAGE RELEASE MANAGEMENT | Microsoft Technology Licensing, LLC | RIVERA, ANIBAL | 2192 | §101§102§103§112 | Non-Final OA | — | Pending | May 29, 2024 |
| 18644519 | SYSTEMS AND METHODS FOR A FLOATING QUICK DISCONNECT IN LIQUID COOLING | Microsoft Technology Licensing, LLC | DO, HAILEY KYUNG AE | 3753 | §102§103§112 | Non-Final OA | — | AI Ready | Apr 24, 2024 |
| 18618383 | SECURE AI AUTHENTICATION AND INTERACTION | Microsoft Technology Licensing, LLC | NOEL, LYDIA LOUIS-FILS | 2437 | §101§103§112 | Non-Final OA | 34d | AI Ready | Mar 27, 2024 |
| 18615793 | TESTING ROLE-BASED ACCESS CONTROL POLICIES FOR IMPLEMENTATION CONSISTENCY USING SYMBOLIC ABSTRACTION MODELS AND SATISFIABILITY SOLVER MODELS | Microsoft Technology Licensing, LLC | SHOLEMAN, ABU S | 2496 | §102§112 | Non-Final OA | — | Pending | Mar 25, 2024 |
| 18598154 | RECOMMENDED FORMULAS IN SPREADSHEETS USING LEARNED TABLE REPRESENTATIONS | Microsoft Technology Licensing, LLC | FIBBI, CHRISTOPHER J | 2174 | §101§103§112 | Final Rejection | 60d | Pending | Mar 07, 2024 |
| 18594633 | SYSTEMS AND METHODS FOR VARIABLE TEMPERATURE DATACENTER ARCHITECTURE | Microsoft Technology Licensing, LLC | SMITH, COURTNEY L | 2835 | §112 | Non-Final OA | — | Pending | Mar 04, 2024 |
| 18684117 | FACADE BIASING FOR REFLECTION CORRECTION IN PHOTOGRAMMETRIC RECONSTRUCTION | Microsoft Technology Licensing, LLC | GALERA, PATRICK PAUL CONTRER | 2617 | §103 | Final Rejection | 19d | AI Ready | Feb 15, 2024 |
| 18400818 | REDUCED ON-DEMAND AND STANDING PRIVILEGE ACCESS CONTROL ASSIGNMENT RECOMMENDATIONS IN MULTI-CLOUD ENVIRONMENTS | Microsoft Technology Licensing, LLC | MAI, KEVIN S | 2499 | §103 | Final Rejection | — | Pending | Dec 29, 2023 |
| 18534299 | SCALING UTILIZATION OF LARGE LANGUAGE MODELS | Microsoft Technology Licensing, LLC | KASSIM, HAFIZ A | §101§103 | Non-Final OA | — | Pending | Dec 08, 2023 | |
| 18526753 | METHODS FOR PROVIDING ONE OR MORE PREDICTIONS OF INCOMING BEHAVIOR OF A COMPUTING DEVICE | Microsoft Technology Licensing, LLC | NGHIEM, MICHAEL P | 2857 | §101§103 | Non-Final OA | — | AI Ready | Dec 01, 2023 |
| 18524362 | SUBPIXEL DESIGNS FOR DISPLAY DEVICE WITH UNDER DISPLAY CAMERA | Microsoft Technology Licensing, LLC | KIM, SU C | 2899 | §102§103 | Final Rejection | 34d | AI Ready | Nov 30, 2023 |
| 18518016 | SYSTEMS AND METHODS FOR STRANDED-LESS POWER DATACENTERS | Microsoft Technology Licensing, LLC | PARRIES, DRU M | 2836 | §102§103 | Final Rejection | — | Pending | Nov 22, 2023 |
| 18517183 | OPTIMIZED CHIP COOLING INFRASTRUCTURE | Microsoft Technology Licensing, LLC | PAPE, ZACHARY | 2835 | §102§103§112Other | Non-Final OA | 46d | Pending | Nov 22, 2023 |
| 18517209 | OPTIMIZED CHIP COOLING INFRASTRUCTURE | Microsoft Technology Licensing, LLC | KABIR, SAAD M | 2119 | §102§103§112Other | Non-Final OA | — | Pending | Nov 22, 2023 |
| 18478817 | UTILIZING LARGE GENERATIVE MODELS TO IMPROVE BAD-QUALITY AND SUBJECTIVE DATA | Microsoft Technology Licensing, LLC | COHEN, ZARED ORION | 4100 | §101§103§112 | Non-Final OA | — | Pending | Sep 29, 2023 |
| 18474943 | DIRECT FIXED POINT TO FIXED POINT DATA CONVERSION APPROXIMATING FLOATING POINT PRECISION IN HARDWARE ACCELERATOR | Microsoft Technology Licensing, LLC | TANK, ANDREW L | §101§102§103§112 | Non-Final OA | — | Pending | Sep 26, 2023 | |
| 18370227 | FEDERATED LEARNING WITH NEURAL GRAPHICAL MODELS | Microsoft Technology Licensing, LLC | ALABI, OLUWATOSIN O | 2129 | §101§102 | Non-Final OA | — | Pending | Sep 19, 2023 |
| 18368936 | THERMAL MANAGEMENT SYSTEM FOR MULTIPLE DIES | Microsoft Technology Licensing, LLC | RAHAMAN, SHAHAN UR | 2426 | §102 | Final Rejection | — | Pending | Sep 15, 2023 |
| 18465742 | GENERATING AND USING INTENT TAXONOMIES TO IDENTIFY USER INTENT | Microsoft Technology Licensing, LLC | KIM, ETHAN DANIEL | 2658 | §103 | Final Rejection | 87d overdue | AI Ready | Sep 12, 2023 |
| 18243876 | SYSTEMS AND METHODS FOR THERMAL MANAGEMENT OF ELECTRONIC DEVICES | Microsoft Technology Licensing, LLC | VORTMAN, ANATOLY | 2835 | §102§103 | Final Rejection | 9d overdue | Pending | Sep 08, 2023 |
| 18457979 | INTERACTIVE ANALYTICS SERVICE FOR ALLOCATION FAILURE DIAGNOSIS IN CLOUD COMPUTING ENVIRONMENT | Microsoft Technology Licensing, LLC | BRUCKART, BENJAMIN R | 2424 | §103 | Non-Final OA | 293d overdue | Pending | Aug 29, 2023 |
| 18448786 | ASYNCHRONOUS MEETING PARTICIPATION | Microsoft Technology Licensing, LLC | BOYCE, ANDRE D | 3623 | §102§103 | Non-Final OA | — | Pending | Aug 11, 2023 |
| 18212056 | MULTI-COIL TANDEM ARRANGEMENT FOR WIRELESS CHARGER | Microsoft Technology Licensing, LLC | OMAR, AHMED H | 2859 | §103 | Final Rejection | — | Pending | Jun 20, 2023 |
| 18211808 | GENERATING GROUNDED DOCUMENTS USING LARGE LANGUAGE MODELS | Microsoft Technology Licensing, LLC | NEWAY, SAMUEL G | 2657 | §101 | Final Rejection | 19d overdue | Pending | Jun 20, 2023 |
| 18336789 | CAPACITY PREDICTION AND MANAGEMENT FOR VM DEPLOYMENT | Microsoft Technology Licensing, LLC | KIM, SISLEY NAHYUN | 2196 | §103 | Non-Final OA | 17d overdue | AI Ready | Jun 16, 2023 |
| 18209302 | MANAGEMENT OF ANTENNA EIRP | Microsoft Technology Licensing, LLC | OLALEYE, OLADIRAN GIDEON | 2472 | §103§112 | Final Rejection | — | AI Ready | Jun 13, 2023 |
| 18331734 | LARGE TENSOR TILING | Microsoft Technology Licensing, LLC | CAMPOS, ALFREDO | 2129 | §101§103 | Final Rejection | 31d overdue | Pending | Jun 08, 2023 |
| 18327763 | REASONING WITH CONDITIONAL INDEPENDENCE GRAPHS | Microsoft Technology Licensing, LLC | STARKS, WILBERT L | 2122 | §101 | Final Rejection | 19d | AI Ready | Jun 01, 2023 |
| 18204121 | SYSTEMS AND METHODS FOR CREATING AUTONOMOUS AGENTS FOR TESTING INTERACTIVE SOFTWARE APPLICATIONS | Microsoft Technology Licensing, LLC | KHAN, IFTEKHAR A | §101§103 | Non-Final OA | — | Pending | May 31, 2023 | |
| 18204042 | MICROFLUIDICS THERMAL MANAGEMENT FLOW PATTERNS AND SCHEMAS | Microsoft Technology Licensing, LLC | TRAN, ELLIS HOANG | §101§103 | Non-Final OA | — | Pending | May 31, 2023 | |
| 18144565 | MACHINE LEARNING MODEL LINEAGE TRACKING | Microsoft Technology Licensing, LLC | HOANG, AMY P | 2143 | §101§103 | Final Rejection | 15d | AI Ready | May 08, 2023 |
| 18310812 | NEW ENTITY DETECTION USING PROBABILISTIC DATA STRUCTURES | Microsoft Technology Licensing, LLC | DOAN, HIEN VAN | 2449 | §102§103 | Final Rejection | 23d overdue | Pending | May 02, 2023 |
| 18034858 | SYSTEMS AND METHODS FOR ON-BOARD LEAK DETECTION AND MANAGEMENT | Microsoft Technology Licensing, LLC | VELEZ, ROBERTO | 2858 | §112 | Final Rejection | — | Pending | May 01, 2023 |
| 18177547 | UNIVERSAL ADAPTER FOR LOW-OVERHEAD INTEGRATION OF MACHINE LEARNING MODELS WITH A WEB-BASED SERVICE PLATFORM | Microsoft Technology Licensing, LLC | WU, NICHOLAS S | 2141 | §101§103 | Final Rejection | 71d overdue | AI Ready | Mar 02, 2023 |
| 18103796 | PARALLELIZING MULTI-PHASE KERNELS WITH CROSS-PHASE DEPENDENCY ON HETEROGENOUS HARDWARE | Microsoft Technology Licensing, LLC | HUISMAN, DAVID J | 2183 | §102§112 | Non-Final OA | — | Pending | Jan 31, 2023 |
| 18087470 | EXPLANATION OF EMERGENT SEMANTICS IN EMBEDDING SPACES VIA ANALOGY | Microsoft Technology Licensing, LLC | FEITL, LEAH M | 2147 | §101§103 | Final Rejection | — | AI Ready | Dec 22, 2022 |
| 18083966 | SYSTEMS AND METHODS FOR MICROFLUIDIC THERMAL MANAGEMENT | Microsoft Technology Licensing, LLC | SINES, BRIAN J | 1796 | §103 | Non-Final OA | 3d overdue | Pending | Dec 19, 2022 |
| 17897841 | CORRECTING APPLICATION BEHAVIOR USING USER SIGNALS PROVIDING BIOLOGICAL FEEDBACK | Microsoft Technology Licensing, LLC | HOANG, PHUONG N | 2194 | §101§102§103 | Final Rejection | — | AI Ready | Aug 29, 2022 |
| 17891770 | ASYNCHRONOUS CANCELLATION OF REQUESTS FOR PROCESSING ENGINES | Microsoft Technology Licensing, LLC | TONG, JUSTIN CHE-CHUN | 2196 | §103 | Final Rejection | 16d overdue | Pending | Aug 19, 2022 |
| 17840379 | SYSTEMS AND METHODS FOR MANUFACTURING ADAPTIVE PERIPHERAL DEVICES | Microsoft Technology Licensing, LLC | BUI, ANDREW THANH | 3745 | §103 | Final Rejection | 9d overdue | AI Ready | Jun 14, 2022 |
| 17709976 | Analog Multiply-and-Accumulate Circuit Aware Training | Microsoft Technology Licensing, LLC | WONG, WILLIAM | 2144 | §103 | Final Rejection | 19d overdue | Pending | Mar 31, 2022 |
| 17677742 | TRANSPARENT NETWORK SERVICE CHAINING | Microsoft Technology Licensing, LLC | COONEY, ADAM A | 2458 | §103 | Final Rejection | — | Pending | Feb 22, 2022 |
| 17556518 | INFERRING GRAPHS FROM IMAGES AND TEXT | Microsoft Technology Licensing, LLC | HWANG, MEGAN ELIZABETH | 2143 | §103 | Final Rejection | 3d overdue | AI Ready | Dec 20, 2021 |
| 17410387 | USING DATA REDUCTION TO ACCELERATE MACHINE LEARNING FOR NETWORKING | Microsoft Technology Licensing, LLC | HEFFINGTON, JOHN M | 2145 | §101§103§112 | Final Rejection | — | AI Ready | Aug 24, 2021 |
| 17208110 | MOLECULE EMBEDDING USING GRAPH NEURAL NETWORKS AND MULTI-TASK TRAINING | Microsoft Technology Licensing, LLC | VANNI, GEORGE STEVEN | 1686 | §101 | Non-Final OA | — | Pending | Mar 22, 2021 |
| 17150630 | SYSTEMS AND METHODS FOR IMMERSION COOLING WITH AN AIR-COOLED CONDENSER | Microsoft Technology Licensing, LLC | OSWALD, KIRSTIN U | 3763 | §102§103 | Non-Final OA | — | Pending | Jan 15, 2021 |
| 17104311 | INTEGRATED CIRCUIT FOR OBTAINING ENHANCED PRIVILEGES FOR A NETWORK-BASED RESOURCE AND PERFORMING ACTIONS IN ACCORDANCE THEREWITH | Microsoft Technology Licensing, LLC | WILCOX, JAMES J | 2439 | §103 | Non-Final OA | — | Pending | Nov 25, 2020 |
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