USPTO Examiner RIVERA ANIBAL - Art Unit 2192

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19227007ARTIFICIAL INTELLIGENCE-BASED SOFTWARE IMAGE RECIPE CREATION AND USES THEREOFJune 2025August 2025Allow200NoNo
19064670INTERPRETING COMPUTER CODE WITH A MULTIMODAL MACHINE LEARNING MODELFebruary 2025August 2025Allow610YesNo
18753629Low-Code / No-Code Layer for Interactive Application DevelopmentJune 2024February 2026Allow2010NoNo
18744672CODE ADAPTATION THROUGH DEEP LEARNINGJune 2024December 2025Allow1810NoNo
18739595APPARATUS FOR VEHICLE OVER-THE-AIR UPDATING, AND METHOD THEREOFJune 2024January 2026Allow1910NoNo
18673536BYTECODE TRANSFORMATIONS USING VIRTUAL ARTIFACTSMay 2024September 2025Allow1620YesNo
18674310METHODS AND SYSTEMS FOR UPDATING DEVICE FIRMWARE WHILE MAINTAINING STATE AND CONNECTIVITYMay 2024December 2025Allow1910NoNo
18633322AUTOMATING SEMANTICALLY-RELATED COMPUTING TASKS ACROSS CONTEXTSApril 2024April 2025Allow1200NoNo
18594445Bi-Directional Design-to-CodeMarch 2024January 2025Allow1100NoNo
18439399HITLESS UPGRADE OF A NETWORK DEVICEFebruary 2024November 2025Allow2110YesNo
18415048TRANSFER LEARNING SYSTEM FOR AUTOMATED SOFTWARE ENGINEERING TASKSJanuary 2024January 2025Allow1200NoNo
18413866SERVICE VIRTUALIZATIONJanuary 2024October 2025Allow2110NoNo
18407035METHOD AND SYSTEM FOR GENERATING DYNAMIC USER EXPERIENCE APPLICATIONSJanuary 2024May 2025Allow1610YesNo
18398801CLOUD VERSION MANAGEMENT FOR LEGACY ON-PREMISE APPLICATIONDecember 2023April 2025Allow1610NoNo
18544632METHOD, APPARATUS AND SYSTEMS FOR ENABLING DELIVERY AND ACCESS OF APPLICATIONS AND SERVICESDecember 2023December 2024Allow1200YesNo
18522557AUTOMATED BACKWARD-COMPATIBLE FUNCTION UPDATESNovember 2023March 2026Allow2720YesNo
18509240MANAGEMENT OF A MULTI-LAYER MODEL PLATFORMNovember 2023January 2026Allow2610YesNo
18388066SYSTEM AND METHOD FOR ENHANCING THE EFFICIENCY OF MAINFRAME OPERATIONSNovember 2023November 2025Allow2430NoNo
18386178SYSTEMS AND METHODS FOR AUTOMATICALLY GENERATING COMPUTER PROGRAMMING CODE AND SCHEDULES AND COMPARING THEIR PERFORMANCENovember 2023July 2025Allow2000NoNo
18497255VEHICLE ELECTRONIC CONTROL DEVICE, UPDATE PROGRAM, AND DATA STRUCTUREOctober 2023December 2025Allow2510YesNo
18496527Multilayered Generation and Processing of Computer InstructionsOctober 2023September 2025Allow2310YesNo
18484500COMPUTER-AUTOMATED ANALYSIS AND VALIDATION SYSTEMS FOR COMPUTER-READABLE CODE FILESOctober 2023February 2026Allow2820YesNo
18378924SYNCHRONIZATION SYSTEM FOR APPLICATION LIFECYCLE MANAGEMENTOctober 2023November 2025Allow2610YesNo
18483336JUST-IN-TIME RENDERING USING DISTRIBUTED CACHE SERVERSOctober 2023June 2025Allow2010NoNo
18377395ONLINE QUERY EXECUTION USING A BIG DATA FRAMEWORKOctober 2023March 2025Allow1710YesNo
18481558COMPUTING SYSTEM FOR MACRO GENERATION, MODIFICATION, VERIFICATION, AND EXECUTIONOctober 2023January 2025Allow1610NoNo
18478793TRAINING CHECKPOINT VALIDATION FOR MACHINE LEARNING MODELSSeptember 2023November 2025Allow2610YesNo
18464536MACHINE LEARNING MODEL BASED RANKING OF GENERATED CODESeptember 2023October 2025Allow2610YesNo
18244832SYSTEM AND METHOD FOR INTERACTIVE AUTOMATED CODE GENERATION AND MODIFICATION FOR DATA PROCESSINGSeptember 2023November 2025Allow2610YesNo
18242338SOFTWARE CODE CACHING IN GATEWAY DEVICES DEPLOYED IN INFORMATION TECHNOLOGY INFRASTRUCTURE ENVIRONMENTSSeptember 2023August 2025Allow2300NoNo
18459881GENERATIVE AI FOR INDUSTRIAL AUTOMATION DESIGN ENVIRONMENT TESTSeptember 2023March 2026Allow3010NoNo
18456110REMOTE RESPIRATORY THERAPY DEVICE MANAGEMENTAugust 2023February 2025Allow1810YesNo
18450615INSTRUCTION STREAM RETROGRADING TO ENHANCE RANDOM TEST GENERATIONAugust 2023September 2025Allow2510YesNo
18232654PROVIDING RESOLUTION SUGGESTIONS IN A PROGRAM DEVELOPMENT TOOLAugust 2023October 2024Allow1410YesNo
18232326MULTI-LINGUAL LINE-OF-CODE COMPLETION SYSTEMAugust 2023October 2024Allow1410NoNo
18366900REVERSE TESTING STRATEGIES DESIGNED FOR BLACK-BOX AND EXPLORATORY TESTINGAugust 2023September 2025Allow2510NoNo
18363777AUTOMATION TEST SCRIPT GENERATIONAugust 2023November 2025Allow2720YesNo
18227971SYSTEM AND METHOD FOR AUTOMATING CHANGE MANAGEMENT TASKSJuly 2023April 2025Allow2000YesNo
18360579APPLICATION OF STORAGE RETENTION POLICIES TO A SOFTWARE DEPLOYMENT PIPELINE IN RESPONSE TO CODE BRANCH MERGERSJuly 2023September 2025Allow2510YesNo
18273265APPLICATION SOFTWARE TESTING METHOD, ELECTRONIC DEVICE AND COMPUTER-READABLE STORAGE MEDIUMJuly 2023October 2025Allow2720NoNo
18218263ADAPTIVE CODE SCANNINGJuly 2023April 2025Allow2110YesNo
18343917MANAGING DATA PIPELINES USING GRAPHICAL USER INTERFACESJune 2023August 2025Allow2610NoNo
18214360LOCAL SYSTEM ENVIRONMENT FOR CLOUD BASED DEVELOPMENTJune 2023August 2025Allow2510NoNo
18212385SYSTEM AND A METHOD FOR OPTIMIZING SPRINT-BASED TASKS IN AGILE METHODOLOGYJune 2023August 2025Allow2610NoNo
18257711SYSTEM AND METHOD FOR CUSTOMIZING A VEHICLE FUNCTIONJune 2023June 2025Allow2410YesNo
18207291NO-CODE GENERATION OF INTEGRATION APPLICATIONSJune 2023November 2025Allow2910YesNo
18329694AUTOMATED EVALUATION OF CODE DELIVERYJune 2023August 2025Allow2710YesNo
18321935SYSTEMS AND METHODS FOR MONITORING PROGRESSION OF SOFTWARE VERSIONS AND DETECTION OF ANOMALIESMay 2023July 2025Allow2620NoNo
18199283CLIENT-SIDE MACHINE LEARNING DEVELOPMENT ENVIRONMENTMay 2023May 2025Allow2420YesNo
18317172GRAPHICAL USER INTERFACE FOR MACRO GENERATION, MODIFICATION, AND VERIFICATIONMay 2023January 2025Allow2010YesNo
18315899PARALLEL MULTI-RACK DATAPLANE UPGRADESMay 2023April 2025Allow2400NoNo
18196340LOWERING JAVA TRY STATEMENTS IN A SYMBOLIC DESCRIPTION LANGUAGEMay 2023August 2025Allow2710YesNo
18143427SYSTEMS AND METHODS FOR SOFTWARE DISTRIBUTIONMay 2023February 2026Allow3331YesNo
18311461AUTOMATIC RUNTIME EXECUTION HARDENING THROUGH STATIC SYSTEM APPLICATION PROGRAMMING INTERFACE (API) DATA MAPPINGMay 2023July 2025Allow2620YesNo
18141533RAPID PROTOTYPING OF USER EXPERIENCE COMPONENTS AND RELATED APPLICATION FUNCTIONALITYMay 2023September 2024Allow1610NoNo
18141104INTERACTIVE CHATBOT DOCUMENTATIONApril 2023October 2025Allow3030YesNo
18138779AUGMENTED REALITY POWERED AUTO CODE GENERATORApril 2023December 2024Allow2000NoNo
18131276SYSTEMS AND METHODS FOR EMULATING AND TESTING DATA FLOWS IN DISTRIBUTED COMPUTING SYSTEMSApril 2023July 2025Allow2720YesNo
18130145METHOD AND SYSTEM FOR GENERATING AND MANAGING SMART CONTRACTApril 2023October 2023Allow620YesNo
18193900DEVELOPMENT ENVIRONMENT INTEGRATED WITH INFRASTRUCTURE COST ESTIMATION SYSTEMMarch 2023March 2025Allow2410YesNo
18189302UPDATING SOFTWARE ELEMENTS WITH DIFFERENT TRUST LEVELSMarch 2023April 2024Allow1310NoNo
18126319INFORMATION PROCESSING DEVICE AND INFORMATION PROCESSING SYSTEM TO UPDATE A FUNCTIONMarch 2023February 2025Allow2310NoNo
18125263PROGRAMMING AIDING METHOD IN A VISUAL PROGRAMMING INTERFACEMarch 2023February 2025Allow2310NoNo
18186886VIDEO GAME TESTING AND AUTOMATION FRAMEWORKMarch 2023January 2025Allow2200NoNo
18117382Methods and Apparatus For Facilitating Usage of Development Environments for Computer Programming With Conversational Artificial IntelligenceMarch 2023September 2025Allow3110YesNo
18174734SYSTEM AND METHOD OF INDUSTRIAL AUTOMATION MULTI-DEVELOPER CONTROL CODE CHANGE COMMITSFebruary 2023October 2024Allow1910NoNo
18113719SYSTEMS AND METHODS FOR ACTION VALIDATIONSFebruary 2023March 2025Allow2410YesNo
18172700BI-DIRECTIONAL DESIGN-TO-CODEFebruary 2023October 2023Allow810NoNo
18021741METHOD AND APPARATUS FOR UPDATING CLOUD PLATFORMFebruary 2023December 2024Allow2210NoNo
18040147METHODS AND APPARATUS TO PERFORM A PSEUDO-S3 PROTOCOL TO UPDATE FIRMWARE AND/OR ACTIVATE NEW FIRMWARE WITH A WARM RESETJanuary 2023September 2024Allow2000YesNo
18160853OVER THE AIR ANALYTICSJanuary 2023December 2024Allow2310YesNo
18159783SYSTEM AND METHOD FOR SELECTION OF VEHICLE APPLICATION INSTALLATION ORDERJanuary 2023October 2024Allow2010NoNo
18160149Systems and Methods for Managing Distributed Metrics Rollups During Non-Disruptive UpgradeJanuary 2023December 2024Allow2200NoNo
18159968AUTOMATED RUNTIME CONFIGURATION FOR DATAFLOWSJanuary 2023November 2024Allow2210YesNo
18158896METHODS AND APPARATUS FOR AUTOMATICALLY TRANSFORMING SOFTWARE PROCESS RECORDINGS INTO DYNAMIC AUTOMATION SCRIPTSJanuary 2023March 2023Allow200NoNo
18158587BOOTSTRAP METHOD FOR CONTINUOUS DEPLOYMENT IN CROSS-CUSTOMER MODEL MANAGEMENTJanuary 2023October 2024Allow2100NoNo
18152666SOFTWARE PROGRAM ERROR TESTING FOR AUTONOMOUS SYSTEMS AND APPLICATIONSJanuary 2023January 2025Allow2420YesNo
18093874SELF-CORRECTING BOTJanuary 2023August 2024Allow1910NoNo
18094286MULTI-SURFACE APPLICATIONSJanuary 2023July 2024Allow1800NoNo
18093073UPGRADABLE ELECTRONIC DEVICE AND METHOD FOR UPGRADING ELECTRONIC DEVICEJanuary 2023December 2024Allow2310NoNo
18149392Core Criticality Performance EnhancementsJanuary 2023November 2025Allow3510YesNo
18148494Method, Apparatus and Systems for Enabling Delivery and Access of Applications and ServicesDecember 2022September 2023Allow900YesNo
18090501MANAGEMENT METHOD AND NON-TRANSITORY MEDIUM USED FOR REDUCING VERSION DEPENDENCYDecember 2022September 2025Abandon3220NoNo
18086796METHOD FOR BUG LOCALISATIONDecember 2022October 2024Abandon2210NoNo
18086760DEVICE TO BUILD PROGRAMS ON ALTERNATIVE CPU ARCHITECTURES AND A METHOD THEREOFDecember 2022September 2024Allow2110YesNo
18087379SYSTEM AND METHOD FOR BINARY CODE DECOMPILATION USING MACHINE LEARNINGDecember 2022August 2024Allow2010NoNo
18071958Intermediate Representation Method and Apparatus for Compiling Computation GraphsNovember 2022March 2026Allow3900NoNo
18058916AUTOMATICALLY EVALUATING APPLICATION ARCHITECTURE THROUGH ARCHITECTURE-AS-CODENovember 2022June 2023Allow600NoNo
18055513GOLDEN FLASH IMAGENovember 2022October 2024Allow2320NoNo
18055222RESOURCE FILE LOADING METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUMNovember 2022September 2024Allow2210NoNo
17981440TRANSFER LEARNING SYSTEM FOR AUTOMATED SOFTWARE ENGINEERING TASKSNovember 2022June 2023Allow700NoNo
17978902SOFTWARE COMPILATION FOR NETWORKED PROCESSING SYSTEMNovember 2022October 2024Allow2420YesNo
17974360SOFTWARE DEFINED RANDOMIZATION FOR THE MITIGATION OF UNKNOWN VULNERABILITIESOctober 2022March 2026Allow4120YesNo
17970450METHOD AND APPARATUS FOR USING A PACKET ARCHITECTURE TO PROCESS NEURAL NETWORKS IN A NEURAL PROCESSING UNITOctober 2022January 2026Allow3910YesNo
18048384METHODS AND SYSTEMS FOR AUTOMATED TESTING USING BROWSER EXTENSIONOctober 2022November 2024Allow2520YesNo
17967287MULTI-STAGE ANOMALY DETECTION AND REMEDIATIONOctober 2022April 2024Allow1800NoNo
17965668DATA PROCESSING METHOD AND APPARATUS, COMPUTER DEVICE, AND READABLE STORAGE MEDIUMOctober 2022July 2024Allow2110NoNo
17965585SYSTEM AND METHOD FOR A TEST AUTOMATION FRAMEWORK ASSOCIATED WITH A SELF-DESCRIBING DATA SYSTEMOctober 2022July 2025Allow3330NoNo
17960058EMBEDDING CODE FROM MODULES ACROSS VERSIONING BOUNDARIESOctober 2022March 2024Allow1700NoNo
17952478METHOD AND SYSTEM FOR REMOTE LOAD OF ON-BOARD CERTIFIED SOFTWARESeptember 2022August 2024Abandon2330YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner RIVERA, ANIBAL.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
3
Examiner Affirmed
2
(66.7%)
Examiner Reversed
1
(33.3%)
Reversal Percentile
51.0%
Higher than average

What This Means

With a 33.3% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
15
Allowed After Appeal Filing
6
(40.0%)
Not Allowed After Appeal Filing
9
(60.0%)
Filing Benefit Percentile
65.5%
Higher than average

Understanding Appeal Filing Strategy

Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.

In this dataset, 40.0% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting reconsideration.

Strategic Recommendations

Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Examiner RIVERA, ANIBAL - Prosecution Strategy Guide

Executive Summary

Examiner RIVERA, ANIBAL works in Art Unit 2192 and has examined 513 patent applications in our dataset. With an allowance rate of 90.8%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 21 months.

Allowance Patterns

Examiner RIVERA, ANIBAL's allowance rate of 90.8% places them in the 75% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.

Office Action Patterns

On average, applications examined by RIVERA, ANIBAL receive 1.52 office actions before reaching final disposition. This places the examiner in the 27% percentile for office actions issued. This examiner issues fewer office actions than average, which may indicate efficient prosecution or a more lenient examination style.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by RIVERA, ANIBAL is 21 months. This places the examiner in the 91% percentile for prosecution speed. Applications move through prosecution relatively quickly with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +14.8% benefit to allowance rate for applications examined by RIVERA, ANIBAL. This interview benefit is in the 54% percentile among all examiners. Recommendation: Interviews provide an above-average benefit with this examiner and are worth considering.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 35.3% of applications are subsequently allowed. This success rate is in the 79% percentile among all examiners. Strategic Insight: RCEs are highly effective with this examiner compared to others. If you receive a final rejection, filing an RCE with substantive amendments or arguments has a strong likelihood of success.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 51.2% of cases where such amendments are filed. This entry rate is in the 77% percentile among all examiners. Strategic Recommendation: This examiner is highly receptive to after-final amendments compared to other examiners. Per MPEP § 714.12, after-final amendments may be entered "under justifiable circumstances." Consider filing after-final amendments with a clear showing of allowability rather than immediately filing an RCE, as this examiner frequently enters such amendments.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 171.4% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 92% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences are highly effective with this examiner compared to others. Before filing a full appeal brief, strongly consider requesting a PAC. The PAC provides an opportunity for the examiner and supervisory personnel to reconsider the rejection before the case proceeds to the PTAB.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 83.3% of appeals filed. This is in the 76% percentile among all examiners. Of these withdrawals, 53.3% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner frequently reconsiders rejections during the appeal process compared to other examiners. Per MPEP § 1207.01, all appeals must go through a mandatory appeal conference. Filing a Notice of Appeal may prompt favorable reconsideration even before you file an Appeal Brief.

Petition Practice

When applicants file petitions regarding this examiner's actions, 30.8% are granted (fully or in part). This grant rate is in the 18% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.4% of allowed cases (in the 58% percentile). This examiner makes examiner's amendments more often than average to place applications in condition for allowance (MPEP § 1302.04).

Quayle Actions: This examiner issues Ex Parte Quayle actions in 5.6% of allowed cases (in the 82% percentile). Per MPEP § 714.14, a Quayle action indicates that all claims are allowable but formal matters remain. This examiner frequently uses Quayle actions compared to other examiners, which is a positive indicator that once substantive issues are resolved, allowance follows quickly.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

  • Consider after-final amendments: This examiner frequently enters after-final amendments. If you can clearly overcome rejections with claim amendments, file an after-final amendment before resorting to an RCE.
  • RCEs are effective: This examiner has a high allowance rate after RCE compared to others. If you receive a final rejection and have substantive amendments or arguments, an RCE is likely to be successful.
  • Request pre-appeal conferences: PACs are highly effective with this examiner. Before filing a full appeal brief, request a PAC to potentially resolve issues without full PTAB review.
  • Appeal filing as negotiation tool: This examiner frequently reconsiders rejections during the appeal process. Filing a Notice of Appeal may prompt favorable reconsideration during the mandatory appeal conference.

Relevant MPEP Sections for Prosecution Strategy

  • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
  • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
  • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
  • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
  • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
  • MPEP § 1214.07: Reopening prosecution after appeal

Important Disclaimer

Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.

No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.

Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.

Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.