Prosecution Insights
Prosecution Insights
Technology areas: Computing & Software • Networking & Security • Communications
141 pending office actions • 75 art units • 135 examiners • 0 of 141 (0%) have an AI response strategy ready • 1,369 patents granted in the last 365 days
Amazon Technologies Inc. has 140 pending office actions within the Computing & Software technology area. These actions are handled by 134 distinct examiners, which shows a nearly one-to-one ratio of actions to examiners. This distribution suggests that the company's legal team must navigate a wide variety of examiner preferences and styles. The portfolio is active across 75 distinct art units, reflecting the diverse technical nature of the company's software innovations.
SHAH, PARAS D is the busiest examiner with 3 busiest examiner pending actions. Given the total of 140 pending office actions, the concentration of work with SHAH, PARAS D is minimal. This indicates that the prosecution workload is widely dispersed throughout the patent office rather than being clustered in a few specific areas or with a small group of examiners. With 134 distinct examiners and 75 distinct art units involved, the company encounters a high degree of variability in examination styles and technical expertise. Practitioners should be prepared for a decentralized prosecution landscape where each application is likely reviewed by a unique individual within a specific technical niche.
Based on the USPTO statutory response window for each pending office action. 43 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. 43 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 | 10 (7%) |
| §101 + other | 34 (24%) |
| §103 only | 55 (39%) |
| §102 only | 5 (4%) |
| §112 only | 4 (3%) |
| Double-patenting only | 8 (6%) |
| Double-patenting + other | 3 (2%) |
| Multi-statute (no §101) | 21 (15%) |
| No statute on record | 1 (1%) |
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 |
|---|---|---|---|
| SHAH, PARAS D | 3 | 73.4% | +31.0% |
| PATEL, SHREYANS A | 3 | 88.7% | +8.5% |
| LEY, SALLY THI | 2 | 22.7% | +14.6% |
| SANKS, SCHYLER S | 2 | 72.8% | +16.0% |
| HANCE, ROBERT J | 1 | 66.5% | +21.5% |
| ABOUZAHRA, MAHMOUD KAMAL | 1 | 68.9% | +2.7% |
| CAO, VINCENT M | 1 | 55.3% | +31.5% |
| LI, MENG | 1 | 86.3% | +20.2% |
| LE, CHAU D | 1 | 85.2% | +16.9% |
| CHEUNG, CALVIN K | 1 | 87.8% | +8.3% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19248029 | PROVISIONING OF A SHIPPABLE STORAGE DEVICE AND INGESTING DATA FROM THE SHIPPABLE STORAGE DEVICE | LE, CHAU D | — |
| 19212363 | VEHICLE DATA EXTRACTION SERVICE | CHEUNG, CALVIN K | — |
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 |
|---|---|---|---|
| 17209782 | Model Decisions Based On Speculative Execution | HEFFINGTON, JOHN M | 66d overdue |
| 18481937 | AUTOMATIC ARCHIVING OF DATA STORE LOG DATA | MOSER, BRUCE M | 60d overdue |
| 18752544 | ISOLATION TECHNIQUES AT EXECUTION PLATFORMS USED FOR SENSITIVE DATA ANALYSIS | FARAMARZI, GITA | 44d overdue |
| 18518927 | DYNAMIC ENDPOINT MANAGEMENT FOR HETEROGENEOUS MACHINE LEARNING MODELS | EWALD, JOHN ROBERT DAKITA | 17d overdue |
| 17362729 | DETECTING SCHEMA INCOMPATIBILITIES FOR GENERATING VIEWS AT TARGET DATA STORES | ALLEN, BRITTANY N | 11d overdue |
| 18663237 | USER-SYSTEM DIALOG EXPANSION | JACKSON, JAKIEDA R | 5d overdue |
| 17106029 | CAPTURING FEATURE ATTRIBUTION IN MACHINE LEARNING PIPELINES | TAN, DAVID H | 5d overdue |
| 18168691 | SYSTEMS AND METHODS FOR PHONEME RECOGNITION | SERROU, ABDELALI | 4d 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 |
|---|---|---|---|
| 18514376 | Architecture for a Hub Configured to Control a Second Device While a Connection to a Remote System is Unavailable | SHAH, PARAS D | 71d |
| 19376222 | AUTOMATIC IMAGE CROPPING | HANCE, ROBERT J | — |
| 19303187 | MACHINE LEARNING SYSTEMS FOR OPTIMIZING AUDIO ADVERTISEMENTS | CAO, VINCENT M | — |
| 19251465 | HIGHLY-AVAILABLE CRYPTOGRAPHIC KEYS | LI, MENG | — |
| 19248029 | PROVISIONING OF A SHIPPABLE STORAGE DEVICE AND INGESTING DATA FROM THE SHIPPABLE STORAGE DEVICE | LE, CHAU D | — |
| 18985185 | WAKEWORD DETECTION USING A SECONDARY MICROPHONE | SHAH, PARAS D | — |
| 18755234 | PROACTIVE TASK PLANNING AND EXECUTION | SHAH, PARAS D | — |
| 18430401 | Performance of Entangling Gates Between Fluxonium Qubits Coupled Together Using a Resonator Coupler | LEY, SALLY THI | — |
| Art Unit | Apps |
|---|---|
| 2659 | 8 |
| 2653 | 5 |
| 2431 | 4 |
| 2432 | 3 |
| 2169 | 2 |
| 2656 | 2 |
| 2154 | 2 |
| 2665 | 2 |
| 2657 | 2 |
| 2196 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19376222 | AUTOMATIC IMAGE CROPPING | HANCE, ROBERT J | 3992 | §103 | Final Rejection | — | Pending | Oct 31, 2025 |
| 19320625 | COMPUTER-IMPLEMENTED MULTI-SCALE MACHINE LEARNING MODEL FOR THE ENHANCEMENT OF COMPRESSED VIDEO | ABOUZAHRA, MAHMOUD KAMAL | 2486 | §103 | Non-Final OA | — | Pending | Sep 05, 2025 |
| 19303187 | MACHINE LEARNING SYSTEMS FOR OPTIMIZING AUDIO ADVERTISEMENTS | CAO, VINCENT M | 3622 | §103Other | Non-Final OA | — | Pending | Aug 18, 2025 |
| 19251465 | HIGHLY-AVAILABLE CRYPTOGRAPHIC KEYS | LI, MENG | 2431 | §101§112Other | Non-Final OA | — | Pending | Jun 26, 2025 |
| 19248029 | PROVISIONING OF A SHIPPABLE STORAGE DEVICE AND INGESTING DATA FROM THE SHIPPABLE STORAGE DEVICE | LE, CHAU D | 2431 | DP | Non-Final OA | — | Pending | Jun 24, 2025 |
| 19212363 | VEHICLE DATA EXTRACTION SERVICE | CHEUNG, CALVIN K | — | DP | Non-Final OA | — | Pending | May 19, 2025 |
| 19173992 | VEHICLE DATA STREAM SUBSCRIPTION SYSTEM | MACASIANO, MARILYN G | — | §101§102§103 | Non-Final OA | — | Pending | Apr 09, 2025 |
| 19079910 | HYBRID TRANSACTIONAL AND ANALYTICAL PROCESSING ARCHITECTURE FOR OPTIMIZATION OF REAL-TIME ANALYTICAL QUERYING | HTAY, LIN LIN M | — | §101§103§112 | Non-Final OA | — | Pending | Mar 14, 2025 |
| 19067365 | USER-DEFINED NETWORK CONNECTORS BETWEEN SERVERLESS FUNCTIONS AND ISOLATED CLOUD RESOURCES | MCNALLY, MICHAEL S | 2432 | Other | Non-Final OA | — | Pending | Feb 28, 2025 |
| 19047215 | DATA PROCESSING IN A MULTI-ASSISTANT SYSTEM | CAUDLE, PENNY LOUISE | — | DP | Non-Final OA | — | Pending | Feb 06, 2025 |
| 19033851 | TEXT SUMMARIZATION TECHNIQUES | CASTILLO-TORRES, KEISHA Y | — | §101§103 | Non-Final OA | — | Pending | Jan 22, 2025 |
| 19032597 | DEVICE-DIRECTED UTTERANCE DETECTION | SHARMA, NEERAJ | — | §102§103 | Non-Final OA | — | Pending | Jan 21, 2025 |
| 19028440 | CLOUD COMPUTING IN COMMUNICATIONS SERVICE PROVIDER NETWORKS | MEKY, MOUSTAFA M | — | DP | Non-Final OA | — | Pending | Jan 17, 2025 |
| 19022460 | PARTITIONED PRIVATE INTERCONNECTS TO PROVIDER NETWORKS | YU, ARIEL J | — | §103 | Final Rejection | — | Pending | Jan 15, 2025 |
| 19022959 | MANAGING REPLICATION OF COMPUTING NODES FOR PROVIDED COMPUTER NETWORKS | MEJIA, ANTHONY | 2451 | §103 | Final Rejection | 33d | Pending | Jan 15, 2025 |
| 19007775 | CONFIGURING APPLICATIONS FOR NATURAL LANGUAGE PROCESSING | PATEL, YOGESHKUMAR G | — | §103 | Non-Final OA | — | Pending | Jan 02, 2025 |
| 18991242 | SECURITY PROTOCOL HANDSHAKE OFFLOADING | VAUGHAN, MICHAEL R | 2431 | §102§103Other | Non-Final OA | — | Pending | Dec 20, 2024 |
| 18985145 | PROACTIVE SUPPLEMENTAL CONTENT OUTPUT | ZHANG, LESHUI | — | §103Other | Non-Final OA | — | Pending | Dec 18, 2024 |
| 18985185 | WAKEWORD DETECTION USING A SECONDARY MICROPHONE | SHAH, PARAS D | — | §102 | Non-Final OA | — | Pending | Dec 18, 2024 |
| 18984855 | MANAGED ATTESTATION SERVICE FOR COMPUTE INSTANCES | CHAI, LONGBIT | 2431 | §103 | Non-Final OA | 4d overdue | Pending | Dec 17, 2024 |
| 18982080 | SPEAKER RECOGNITION ADAPTATION | ROBERTS, SHAUN A | — | DP | Non-Final OA | — | Pending | Dec 16, 2024 |
| 18981057 | EVENT DEDUPLICATION USING MULTIPLE STAGES AND CONCURRENT PROCESSING | TRUONG, CAM Y T | 2169 | §103Other | Non-Final OA | 60d | Pending | Dec 13, 2024 |
| 18977703 | DIALOG-DRIVEN APPLICATIONS SUPPORTING ALTERNATIVE VOCAL INPUT STYLES | SAINT CYR, LEONARD | — | §103Other | Non-Final OA | — | Pending | Dec 11, 2024 |
| 18976213 | INTERACTIVE COMMAND GENERATION FOR NATURAL LANGUAGE INPUT | GAY, SONIA L | — | DP | Non-Final OA | — | Pending | Dec 10, 2024 |
| 18970694 | SCALING DATABASE QUERY PROCESSING USING ADDITIONAL PROCESSING CLUSTERS | AGHARAHIMI, FARHAD | 2161 | §103 | Final Rejection | — | Pending | Dec 05, 2024 |
| 18961655 | CONTENT MODERATION FOR ARTIFICIAL INTELLIGENCE (AI) SYSTEMS | LEE, EUNICE SOMIN | 2656 | §103 | Non-Final OA | — | Pending | Nov 27, 2024 |
| 18957409 | REDACTING PORTIONS OF TEXT TRANSCRIPTIONS GENERATED FROM INVERSE TEXT NORMALIZATION | WOO, STELLA L | — | §103§112DP | Non-Final OA | — | Pending | Nov 22, 2024 |
| 18930905 | VISION-AND-LANGUAGE MODEL TRAINING | SUN, JIANGENG | — | §102 | Non-Final OA | — | Pending | Oct 29, 2024 |
| 18929459 | INTENT-DRIVEN NETWORK MANAGEMENT | NGUYEN, QUANG N | 2441 | §103DP | Final Rejection | 16d overdue | Pending | Oct 28, 2024 |
| 18923949 | NATURAL LANGUAGE INTERACTIONS WITH INTERACTIVE VISUAL CONTENT | SIRJANI, FARIBA | 2659 | §102§103 | Non-Final OA | — | Pending | Oct 23, 2024 |
| 18923396 | HIGH-ASSURANCE PRIVATE CERTIFICATE AUTHORITIES | KIM, HEE SOO | 2443 | §103 | Final Rejection | 2d overdue | Pending | Oct 22, 2024 |
| 18917289 | ANALYZING SENSOR DATA TO IDENTIFY EVENTS | STREGE, JOHN B | — | §103Other | Non-Final OA | — | Pending | Oct 16, 2024 |
| 18915204 | MEDIA CONTENT BOUNDARY-AWARE ENCODING | CASTRO, ALFONSO | 2421 | §103 | Non-Final OA | — | Pending | Oct 14, 2024 |
| 18901771 | PRESENCE-BASED APPLICATION INVOCATION | AUGUSTIN, MARCELLUS | 2682 | §103 | Final Rejection | — | Pending | Sep 30, 2024 |
| 18901581 | VERIFICATION OF SECURITY PROTOCOLS IMPLEMENTED IN APPLICATIONS | KABIR, JAHANGIR | 2439 | §101§103 | Final Rejection | — | Pending | Sep 30, 2024 |
| 18899446 | NATURAL LANGUAGE BASED CHAT INTERFACE FOR TASKS | PATEL, SHREYANS A | 2659 | §101§102§103 | Non-Final OA | — | Pending | Sep 27, 2024 |
| 18900105 | ARTIFICIAL INTELLIGENCE SYSTEM FOR EFFICIENT ATTRIBUTE EXTRACTION | ROSTAMI, MOHAMMAD S | 2154 | §101§103Other | Non-Final OA | 27d | Pending | Sep 27, 2024 |
| 18895188 | COMPUTER-IMPLEMENTED MULTI-SCALE MACHINE LEARNING MODEL FOR THE SUPER-RESOLUTION ENHANCEMENT OF COMPRESSED VIDEO | SAFAIPOUR, BOBBAK | 2665 | §103Other | Non-Final OA | — | Pending | Sep 24, 2024 |
| 18892144 | CONVERTING NATURAL LANGUAGE QUERIES TO SQL QUERIES USING ONTOLOGICAL CODES AND PLACEHOLDERS | RAJAPUTRA, SUMAN | 2163 | §101§103 | Final Rejection | 14d | Pending | Sep 20, 2024 |
| 18892265 | GEOFENCE TRACKING WITH DEVICE LOCATION PRIVACY | HEIBER, SHANTELL LAKETA | — | §103 | Non-Final OA | — | Pending | Sep 20, 2024 |
| 18887462 | VOICE CUSTOMIZATION FOR SYNTHETIC SPEECH GENERATION | SERRAGUARD, SEAN ERIN | 2657 | §102§103Other | Non-Final OA | — | Pending | Sep 17, 2024 |
| 18884021 | SERVICE DISCOVERY AND RENAMING | MIAN, MOHAMMAD YOU A | 2457 | §103Other | Non-Final OA | — | Pending | Sep 12, 2024 |
| 18824034 | BUS FOR TRANSPORTING OUTPUT VALUES OF NEURAL NETWORK LAYER | HUISMAN, DAVID J | — | §101§103§112DPOther | Non-Final OA | — | Pending | Sep 04, 2024 |
| 18823176 | USER-CUSTOMIZED SYNTHETIC VOICE | PATEL, SHREYANS A | 2659 | §101 | Final Rejection | — | Pending | Sep 03, 2024 |
| 18817443 | SYNTHETIC SPEECH PROCESSING | PATEL, SHREYANS A | 2659 | §101§103 | Final Rejection | — | Pending | Aug 28, 2024 |
| 18813648 | ORCHESTRATION OF COMPUTATIONS USING A REMOTE REPOSITORY | ST LEGER, GEOFFREY R | 2192 | §103 | Non-Final OA | — | Pending | Aug 23, 2024 |
| 18805394 | BLOCK ANCHORS FOR ONLINE LOG PARSING | LYONS, ANDREW M | — | §101§103§112 | Non-Final OA | — | Pending | Aug 14, 2024 |
| 18792018 | MONITORING AND DETECTING CAUSES OF FAILURES OF NETWORK PATHS | DAYA, TEJIS A | — | §103Other | Non-Final OA | — | Pending | Aug 01, 2024 |
| 18781732 | TRACING SOURCES OF GENERATIVE ARTIFICIAL INTELLIGENCE MACHINE LEARNING MODEL OUTPUT | SHARPLESS, SAMUEL | 2165 | §103 | Final Rejection | — | Pending | Jul 23, 2024 |
| 18656086 | Providing Content on Multiple Devices | OGUNBIYI, OLUWADAMILOL M | 2653 | §101Other | Non-Final OA | — | Pending | Jul 22, 2024 |
| 18778520 | CUSTOMIZABLE EVENT-TRIGGERED COMPUTATION AT EDGE LOCATIONS | ABU ROUMI, MAHRAN Y | — | §103§112Other | Non-Final OA | — | Pending | Jul 19, 2024 |
| 18767791 | Using Audio Input and Output to Interact with Text-Based Interactive Content | LEE, TING ZHOU | — | §102§103§112Other | Non-Final OA | — | Pending | Jul 09, 2024 |
| 18766405 | CONNECTION-BASED RESOURCE MANAGEMENT FOR VIRTUAL DESKTOP INSTANCES | SWIFT, CHARLES M | 2196 | §103Other | Final Rejection | — | Pending | Jul 08, 2024 |
| 18762541 | IMPERSONATING REQUEST-BASED SECURITY IN CONNECTION-BASED SECURITY ENVIRONMENT | NIPA, WASIKA | 2433 | DP | Final Rejection | — | Pending | Jul 02, 2024 |
| 18759659 | EXTENDING CUSTOMER PREMISES NETWORKS ONTO A CLOUD PROVIDER NETWORK | LEE, PHILIP C | 2454 | §102§103§112 | Non-Final OA | — | Pending | Jun 28, 2024 |
| 18759487 | RADIO CHIPSET WITH INTEGRATED RADAR FUNCTIONALITY | HENSON, BRANDON JAMES | 3648 | §103 | Final Rejection | — | Pending | Jun 28, 2024 |
| 18759403 | RECORD REQUEST PERFORMANCE OF A RECORD-AWARE DISTRIBUTED STORAGE SYSTEM | BOYD, MALA DENAE | 2497 | §102§103 | Final Rejection | — | Pending | Jun 28, 2024 |
| 18755234 | PROACTIVE TASK PLANNING AND EXECUTION | SHAH, PARAS D | 2653 | §101§102 | Non-Final OA | — | Pending | Jun 26, 2024 |
| 18752544 | ISOLATION TECHNIQUES AT EXECUTION PLATFORMS USED FOR SENSITIVE DATA ANALYSIS | FARAMARZI, GITA | 2496 | §103§112 | Final Rejection | 44d overdue | Pending | Jun 24, 2024 |
| 18745913 | HYBRID KEY EXCHANGES FOR DOUBLE-HULLED ENCRYPTION | FIELDS, COURTNEY D | 2436 | §102§103DP | Final Rejection | 49d overdue | Pending | Jun 17, 2024 |
| 18736341 | EXPLAINABLE CONTENT RECOMMENDATION SYSTEM | DAUD, ABDULLAH AHMED | 2164 | §101§103 | Non-Final OA | — | Pending | Jun 06, 2024 |
| 18674519 | NOISE CANCELLATION FOR OPEN MICROPHONE MODE | MCLEAN, IAN SCOTT | 2654 | §102§103 | Final Rejection | 3d overdue | Pending | May 24, 2024 |
| 18663237 | USER-SYSTEM DIALOG EXPANSION | JACKSON, JAKIEDA R | 2657 | §101 | Non-Final OA | 5d overdue | Pending | May 14, 2024 |
| 18663726 | OPTIMIZING MEDIA TRANSCODING BASED ON LICENSING MODELS | IMMANUEL, ILSE I | 3699 | §101§102Other | Non-Final OA | 21d | Pending | May 14, 2024 |
| 18662892 | PERSISTENT EXECUTION ENVIRONMENT | HEADLY, MELISSA A | 2197 | §103Other | Non-Final OA | — | Pending | May 13, 2024 |
| 18656520 | AUTOMATED THREAT MODELING USING APPLICATION RELATIONSHIPS | DAVIS, ZACHARY A | 2492 | §112Other | Final Rejection | 4d overdue | Pending | May 06, 2024 |
| 18652614 | ROUTING NATURAL LANGUAGE COMMANDS TO THE APPROPRIATE APPLICATIONS | SHIN, SEONG-AH A | 2659 | §101Other | Final Rejection | — | Pending | May 01, 2024 |
| 18622765 | WIRELESS COMMUNICATION ARCHITECTURE WITH INTEGRATED RADAR FUNCTIONALITY | GOOD, KENNETH W | 3648 | §103 | Final Rejection | 11d overdue | Pending | Mar 29, 2024 |
| 18622097 | PERSONALIZED DATA ASSISTANT | NAULT, VICTOR ADELARD | — | §101§103 | Non-Final OA | — | Pending | Mar 29, 2024 |
| 18620597 | MULTI-APPLICATION HOST COMPUTING INSTANCE GROUP FOR APPLICATION STREAMING | CELANI, NICHOLAS P | 2449 | §103 | Final Rejection | 10d overdue | Pending | Mar 28, 2024 |
| 18620995 | AUTOMATIC SELECTION OF COMPRESSION ARTIFACT REMOVAL MODELS | HUYNH, VAN D | 2665 | §102 | Non-Final OA | — | Pending | Mar 28, 2024 |
| 18617372 | ADAPTATION FRAMEWORK AND OPTIMIZATION FOR CUSTOMIZING FOUNDATION MODELS | COLE, BRANDON S | — | §101 | Non-Final OA | — | Pending | Mar 26, 2024 |
| 18604379 | AUTO-TUNING PERMISSIONS USING A LEARNING MODE | HAILU, TESHOME | 2434 | DP | Non-Final OA | — | Pending | Mar 13, 2024 |
| 18601522 | OPPORTUNISTIC SWITCHING AMONG COMMUNICATION CHANNELS TO TRANSMIT AN UPDATE TO AN EDGE DEVICE | DUFFY, JAMES P | 2461 | §103 | Non-Final OA | — | Pending | Mar 11, 2024 |
| 18587662 | LOW-DIMENSIONAL NEURAL-NETWORK-BASED ENTITY REPRESENTATION | ALI, NAYMUR RAHMAN | — | §101§103§112 | Non-Final OA | — | Pending | Feb 26, 2024 |
| 18439650 | CUSTOMIZED CONFIGURATION OF MULTIMODAL INTERACTIONS FOR DIALOG-DRIVEN APPLICATIONS | JORDAN, KIMBERLY L | 2194 | §103 | Non-Final OA | — | Pending | Feb 12, 2024 |
| 18434291 | SYSTEMS AND METHODS FOR TRAINING MACHINE LEARNING MODELS USING EMULATED DATASETS | AKHAVANNIK, HADI | 2664 | §103 | Non-Final OA | — | Pending | Feb 06, 2024 |
| 18430401 | Performance of Entangling Gates Between Fluxonium Qubits Coupled Together Using a Resonator Coupler | LEY, SALLY THI | 2147 | §103 | Non-Final OA | — | Pending | Feb 01, 2024 |
| 18422646 | SYSTEM FOR POST-TRAINING QUANTIZATION OF LARGE LANGUAGE MODELS | RAWLINGS, ZANE ALEXANDER | — | §101§103§112 | Non-Final OA | — | Pending | Jan 25, 2024 |
| 18399005 | ARTIFICIAL INTELLIGENCE SYSTEM WITH ITERATIVE TWO-PHASE ACTIVE LEARNING | JACOB, WILLIAM J | 3696 | §101§103DP | Final Rejection | 3d overdue | Pending | Dec 28, 2023 |
| 18544229 | CONTENT EXTRACTION USING RELATED ENTITY GROUP METADATA FROM REFERENCE OBJECTS | MINCEY, JERMAINE A | 2159 | §103 | Final Rejection | 15d overdue | Pending | Dec 18, 2023 |
| 18541251 | TWO DIMENSIONAL IMAGE PROCESSING TO GENERATE A THREE DIMENSIONAL MODEL AND DETERMINE A TWO DIMENSIONAL PLAN | SUN, HAI TAO | 2616 | §103 | Final Rejection | 16d | Pending | Dec 15, 2023 |
| 18542537 | Quantizing Neural Networks Using Shifting and Scaling | HOOVER, BRENT JOHNSTON | 2127 | §101§102§103§112 | Non-Final OA | — | Pending | Dec 15, 2023 |
| 18542383 | METHODS FOR SELECTION AND COMBINATION OF SEQUENCING RESULTS FROM BIOLOGICAL SAMPLES FOR NEOANTIGEN SCORING | BENZION, GARY | 1681 | §101§103 | Non-Final OA | — | Pending | Dec 15, 2023 |
| 18540465 | CONVERSATIONAL LANGUAGE MODEL BASED CONTENT RETRIEVAL | ADESANYA, OLUJIMI A | 2658 | §101§103§112 | Final Rejection | — | Pending | Dec 14, 2023 |
| 18539107 | GENERATING KEYWORDS TO PRODUCE SYNTHETIC DOCUMENTS WHILE MAINTAINING DATA PRIVACY | HASAN, SYED HAROON | — | §101§103§112 | Non-Final OA | — | Pending | Dec 13, 2023 |
| 18536053 | SCENE BASED AUDIO MIXING FOR GENERATING AUDIO DESCRIPTION CONTENT | MCCORD, PAUL C | 2692 | §103 | Final Rejection | — | Pending | Dec 11, 2023 |
| 18518927 | DYNAMIC ENDPOINT MANAGEMENT FOR HETEROGENEOUS MACHINE LEARNING MODELS | EWALD, JOHN ROBERT DAKITA | 2199 | §102§103 | Final Rejection | 17d overdue | Pending | Nov 24, 2023 |
| 18518925 | OPTIMIZING PLACEMENT OF FINE-TUNED MACHINE LEARNING MODELS AT HOST SYSTEMS | CHUANG, SU-TING | — | §102§103§112 | Non-Final OA | — | Pending | Nov 24, 2023 |
| 18514376 | Architecture for a Hub Configured to Control a Second Device While a Connection to a Remote System is Unavailable | SHAH, PARAS D | 2653 | §103 | Non-Final OA | 71d | Pending | Nov 20, 2023 |
| 18507011 | USING ARTIFICIAL INTELLIGENCE TO PROVIDE OBSERVABILITY INTO RADIO-BASED NETWORKS | KHAN, USMAN A | — | §102 | Final Rejection | — | Pending | Nov 10, 2023 |
| 18386942 | ENTITY RESOLUTION USING AUDIO SIGNALS | ARMSTRONG, ANGELA A | 2659 | §101§103 | Final Rejection | 48d | Pending | Nov 03, 2023 |
| 18481937 | AUTOMATIC ARCHIVING OF DATA STORE LOG DATA | MOSER, BRUCE M | 2154 | §101 | Non-Final OA | 60d overdue | Pending | Oct 05, 2023 |
| 18478476 | ON-DEMAND CODE EXECUTION COMPUTING RESOURCE MANAGEMENT | WU, QING YUAN | 2199 | §112 | Final Rejection | 46d | Pending | Sep 29, 2023 |
| 18374905 | SAMPLING LARGE LANGUAGE MODELS WITH EQUIVALENCE CHECKING | CHOI, DAVID E | 2148 | §103 | Non-Final OA | — | Pending | Sep 29, 2023 |
| 18478647 | DISTRIBUTED ORCHESTRATION OF NATURAL LANGUAGE TASKS USING A GENERATE MACHINE LEARNING MODEL | VOGT, JACOB BUI | 2653 | §101§103 | Final Rejection | 26d | Pending | Sep 29, 2023 |
| 18478811 | TEMPLATE-BASED TUNING OF A GENERATIVE MACHINE LEARNING MODEL FOR PERFORMING NATURAL LANGUAGE TASKS | CHOWDHURY, SUMAIR RASHED | 4100 | §101§102§103 | Non-Final OA | — | Pending | Sep 29, 2023 |
| 18478759 | UNIFIED AUDIO SUPPRESSION MODEL | FLANDERS, ANDREW C | 2655 | §102§103 | Final Rejection | 1d overdue | Pending | Sep 29, 2023 |
| 18477209 | INDEXING SPLIT DOCUMENTS FOR DATA RETRIEVAL AUGMENTING GENERATIVE MACHINE LEARNING RESULTS | SOLAIMAN, FOUZIA HYE | 2653 | §101§103 | Non-Final OA | 3d overdue | Pending | Sep 28, 2023 |
| 18474484 | NATURAL LANGUAGE GENERATION | MEIS, JON CHRISTOPHER | 2654 | §103 | Final Rejection | 27d | Pending | Sep 26, 2023 |
| 18472402 | CONFIGURABLE VIRTUAL MACHINES | LEE, ADAM | 2198 | §103 | Non-Final OA | 54d | Pending | Sep 22, 2023 |
| 18473152 | DYNAMIC PREFETCHING FOR DATABASE QUERIES | VUONG, CAO DANG | 2153 | §103 | Final Rejection | 4d overdue | Pending | Sep 22, 2023 |
| 18223925 | ESTIMATED MACROBLOCK DISTORTION CO-OPTIMIZATION | MAHMUD, FARHAN | 2483 | §103 | Non-Final OA | — | Pending | Jul 19, 2023 |
| 18221454 | NEURAL NETWORK TRAINING IN A DISTRIBUTED SYSTEM | VAUGHN, RYAN C | 2125 | §101§103 | Non-Final OA | — | Pending | Jul 13, 2023 |
| 18351453 | SHARING COMPILED CODE FOR EXECUTING QUERIES ACROSS QUERY ENGINES | GEBRESENBET, DINKU W | 2164 | §103 | Final Rejection | — | Pending | Jul 12, 2023 |
| 18271540 | Personalized Longitudinal Analysis of Circulating Material to Monitor and Adapt Neoantigen Cancer Vaccines | JOHANSEN, PETER N. | 1644 | §103 | Final Rejection | — | Pending | Jul 10, 2023 |
| 18217929 | AUTOMATED MACHINE LEARNING PRE-TRAINED MODEL SELECTOR | CHEN, ALAN S | — | §103 | Final Rejection | — | Pending | Jul 03, 2023 |
| 18344419 | UN-LEARNING OF TRAINING DATA FOR MACHINE LEARNING MODELS | NYE, LOUIS CHRISTOPHER | 2141 | §103§112 | Final Rejection | 8d | Pending | Jun 29, 2023 |
| 18344764 | DOMAIN ENTITY EXTRACTION FOR PERFORMING TEXT ANALYSIS TASKS | DORVIL, RICHEMOND | 2658 | §103 | Final Rejection | 3d overdue | Pending | Jun 29, 2023 |
| 18216271 | SYNTHETIC DATA GENERATION FOR MACHINE LEARNING MODELS | RIFKIN, BEN M | 2671 | §101§103 | Non-Final OA | — | Pending | Jun 29, 2023 |
| 18341224 | DIALOG MANAGEMENT WITH MULTIPLE MODALITIES | HE, JIALONG | 2659 | §103 | Final Rejection | 3d overdue | Pending | Jun 26, 2023 |
| 18331087 | SYSTEM AND METHOD FOR PERFORMING LIVE PARTITIONING IN A DATA STORE | LOONAN, ERIC T | 2137 | §103Other | Final Rejection | 59d overdue | Pending | Jun 07, 2023 |
| 18326933 | MOBILITY BETWEEN PROVIDER-OPERATED RADIO-BASED NETWORKS AND PRIVATE RADIO-BASED NETWORKS | EBRAHIM, ANEZ C | 2467 | §102§103 | Final Rejection | — | Pending | May 31, 2023 |
| 18326956 | INTEGRATING PROVIDER-OPERATED RADIO-BASED NETWORKS WITH EXISTING PRIVATE NETWORKS | WASHINGTON, ERIKA ALISE | 2644 | §102 | Final Rejection | 5d overdue | Pending | May 31, 2023 |
| 18315027 | METHOD FOR MULTI-CHANNEL AUDIO SYNCHRONIZATION FOR TASK AUTOMATION | PULLIAS, JESSE SCOTT | 2655 | §103 | Non-Final OA | 5d | Pending | May 10, 2023 |
| 18192954 | QUANTUM CIRCUIT MAPPING USING REINFORCEMENT LEARNING TECHNIQUES | RUTTEN, JAMES D | 2121 | §103 | Final Rejection | 34d | Pending | Mar 30, 2023 |
| 18193546 | SHADOW SATISFIABILITY MODULO THEORIES SOLVER SYSTEMS | AKBARI, FARAZ TIMA | 2196 | §103 | Final Rejection | — | Pending | Mar 30, 2023 |
| 18128353 | AUTOMATICALLY GENERATED PRODUCT RECOMMENDATIONS BASED UPON QUESTIONS AND ANSWERS | AIRAPETIAN, MILA | 3688 | §101 | Non-Final OA | — | Pending | Mar 30, 2023 |
| 18193358 | CLOUD-BASED QUANTUM COMPILATION SERVICE FOR QUANTUM CIRCUIT MAPPING USING SAT SOLVING TECHNIQUES | TAMIRU, ABRHAM ALEHEGN | — | §103 | Non-Final OA | — | Pending | Mar 30, 2023 |
| 18029044 | MONITORING CIRCULATING TUMOR DNA TO IMPROVE SUBCLONE PENETRATION OF FOLLOW-UP NEOANTIGEN CANCER VACCINES | KADING, JOSHUA A | — | §101§112 | Final Rejection | — | Pending | Mar 28, 2023 |
| 18168691 | SYSTEMS AND METHODS FOR PHONEME RECOGNITION | SERROU, ABDELALI | 2659 | §102§103 | Final Rejection | 4d overdue | Pending | Feb 14, 2023 |
| 18151359 | HANDS-ON ARTIFICIAL INTELLIGENCE EDUCATION SERVICE | SCHREIBER, CHRISTINA MARIE | 2837 | §112 | Final Rejection | 8d overdue | Pending | Jan 06, 2023 |
| 18066881 | AN EAGER SAT-BASED SOLVER FOR A QUANTIFIER-FREE THEORY OF STRINGS AND BIT VECTORS | LEY, SALLY THI | 2100 | §101 | Non-Final OA | — | Pending | Dec 15, 2022 |
| 18007692 | AUTOMATED VERIFICATION OF DOCUMENTS RELATED TO ACCOUNTS WITHIN A SERVICE PROVIDER NETWORK | TERRELL, EMILY C | 2666 | §103 | Final Rejection | — | Pending | Dec 01, 2022 |
| 18070830 | WAKEWORD DETECTION USING A NEURAL NETWORK | AGAHI, DARIOUSH | 2656 | §101§103Other | Final Rejection | 56d | Pending | Nov 29, 2022 |
| 18056540 | AUTOMATIC INSPECTION AND LOCKING FOR AN ELECTRIC VEHICLE CHARGING STATION | ONDRASIK, JOHN PAUL | 2859 | §103 | Final Rejection | 119d overdue | Pending | Nov 17, 2022 |
| 17937409 | QUANTUM CIRCUIT SERVICE | SANKS, SCHYLER S | 2129 | §103§112 | Non-Final OA | — | Pending | Sep 30, 2022 |
| 17934145 | COMPUTE ENGINE WITH TRANSPOSE CIRCUITRY | BUI, KENNY KIM | 2182 | §103 | Final Rejection | — | Pending | Sep 21, 2022 |
| 17811534 | ON-DEMAND CODE OBFUSCATION OF DATA IN INPUT PATH OF OBJECT STORAGE SERVICE | SHAW, PETER C | 2493 | §103 | Final Rejection | — | Pending | Jul 08, 2022 |
| 17790169 | POLYMERASES FOR ISOTHERMAL NUCLEIC ACID AMPLIFICATION | RAO, MANJUNATH N | 1656 | §101 | Final Rejection | — | Pending | Jun 30, 2022 |
| 17852083 | SECURITY SUBSYSTEM FOR REMOTE ATTESTATION | SHAUGHNESSY, AIDAN EDWARD | 2432 | §103§112 | Non-Final OA | — | Pending | Jun 28, 2022 |
| 17710644 | CONSTRUCTING VEHICLE SHADOWS USING DISAGGREGATED STREAMING DATA | SCHWARTZ, RAPHAEL M | 2671 | §103 | Final Rejection | — | Pending | Mar 31, 2022 |
| 17764074 | RANKING NEOANTIGENS FOR PERSONALIZED CANCER VACCINE | WHALEY, PABLO S | 3619 | §101§103§112Other | Final Rejection | — | Pending | Mar 25, 2022 |
| 17491388 | OFFLOADED CONTAINER EXECUTION ENVIRONMENT | MUDRICK, TIMOTHY A | 2198 | §112 | Non-Final OA | — | Pending | Sep 30, 2021 |
| 17362729 | DETECTING SCHEMA INCOMPATIBILITIES FOR GENERATING VIEWS AT TARGET DATA STORES | ALLEN, BRITTANY N | 2169 | §101§102§103 | Non-Final OA | 11d overdue | Pending | Jun 29, 2021 |
| 17359382 | DATA PREPARATION FOR USE WITH MACHINE LEARNING | SANKS, SCHYLER S | 2129 | §102§103 | Non-Final OA | — | Pending | Jun 25, 2021 |
| 17347265 | MOBILE DEVICE INTERFACES | NABI, REZA U | 2100 | §102§103 | Final Rejection | — | Pending | Jun 14, 2021 |
| 17209782 | Model Decisions Based On Speculative Execution | HEFFINGTON, JOHN M | 2145 | §101§103 | Non-Final OA | 66d overdue | Pending | Mar 23, 2021 |
| 17106029 | CAPTURING FEATURE ATTRIBUTION IN MACHINE LEARNING PIPELINES | TAN, DAVID H | 2145 | §103§112 | Final Rejection | 5d overdue | Pending | Nov 27, 2020 |
| 17086073 | EXPLAINERS FOR MACHINE LEARNING CLASSIFIERS | ALGHAZZY, SHAMCY | 2128 | §101 | Non-Final OA | — | Pending | Oct 30, 2020 |
| 15878957 | REVOCABLE SHREDDING OF SECURITY CREDENTIALS | SAVENKOV, VADIM | 2432 | §101§103§112Other | Non-Final OA | — | Pending | Jan 24, 2018 |
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