USPTO Examiner PAN HANG - Art Unit 2193

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19022083Integrated AI-Driven System for Automating IT and Cybersecurity OperationsJanuary 2025June 2025Allow510YesNo
18621875METHODS AND SYSTEMS FOR IDENTIFYING CONTROL FLOW PATTERNS AND DATAFLOW CONSTRAINTS IN SOFTWARE CODE TO DETECT SOFTWARE ANOMALIESMarch 2024June 2024Allow300YesNo
18409419SCHEDULING A PAUSABLE AUTOMATED PROCESS IN A COMPUTER NETWORKJanuary 2024May 2025Allow1620YesNo
18518007LARGE LANGUAGE MODULES IN MODULAR PROGRAMMINGNovember 2023May 2025Allow1830YesNo
18387664SYSTEM FOR AUTOMATICALLY GENERATING ELECTRONIC ARTIFACTS USING EXTENDED FUNCTIONALITYNovember 2023August 2024Allow900NoNo
18557425AUTOMATED ROOT CAUSE IDENTIFICATION USING DATA FLOW ANALYSIS OF PLURAL EXECUTION TRACESOctober 2023May 2024Allow700NoNo
18485416UNIVERSAL INSTALLER AND UNINSTALLEROctober 2023July 2024Allow910NoNo
18463858SMART DISTRIBUTED TRACING CONTEXT INJECTIONSeptember 2023August 2024Allow1110NoNo
18212688WORKLOAD GENERATION FOR OPTIMAL STRESS TESTING OF BIG DATA MANAGEMENT SYSTEMSJune 2023August 2024Allow1410YesNo
18329205TECHNIQUES FOR CONFORMANCE TESTING COMPUTATIONAL OPERATIONSJune 2023July 2024Allow1310YesNo
18309060DERIVING A CUSTOM VERSION OF A SOFTWARE PACKAGE FROM SUPER POSITIONED QUBITSApril 2023January 2025Allow2100NoNo
18131088SOFTWARE AND/OR COMPUTING HARDWARE DEVELOPMENT SECURITY THROUGH PERMISSION PROFILE ASSESSMENT OF A RETRIEVAL REQUEST FOR A DESIGN DEPENDENCY TREE BASED ON A UNIQUE IDENTIFIER SUCH AS AN IP ADDRESSApril 2023April 2025Allow2410YesNo
18193444HIGH-SPEED OFFLOADING OF TRACE DATA FROM AN INTEGRATED CIRCUITMarch 2023April 2025Allow2410YesNo
18171244EXPERIMENT MANAGEMENT SERVICEFebruary 2023June 2025Allow2830YesNo
18165975VEHICLE CONTROL SYSTEM AND METHOD FOR CONFIRMING SOFTWARE CONSISTENCYFebruary 2023November 2024Allow2230NoNo
18161590SYSTEMS AND METHODS FOR DEPLOYING AN APPLICATION ON AN OPTIMAL CLOUD PLATFORMJanuary 2023March 2025Abandon2610YesNo
18160760UPGRADING MULTI-INSTANCE SOFTWARE USING ENFORCED COMPUTING ZONE ORDERJanuary 2023February 2025Allow2410YesNo
18082337SYSTEM, METHOD, AND COMPUTER PROGRAM FOR COMPUTER PROGRAM CREATION FROM NATURAL LANGUAGE INPUTDecember 2022January 2025Allow2510NoNo
18076267TECHNIQUES FOR BUILDING DATA CENTERS IN CLOUD REGIONS WITH VERSION SETSDecember 2022March 2025Allow2810YesNo
18061846SYSTEM AND METHODS FOR MACHINE LEARNING TRAINING DATA SELECTIONDecember 2022October 2023Allow1000NoNo
17993624Application Debugging Method, Apparatus, Device, and MediumNovember 2022October 2024Allow3410YesNo
17979741TECHNIQUES FOR LARGE-SCALE FUNCTIONAL TESTING IN CLOUD-COMPUTING ENVIRONMENTSNovember 2022August 2023Allow1010YesNo
17976604ISSUE TRACKING SYSTEMS AND METHODSOctober 2022December 2023Allow1410NoNo
17970996UPGRADE INFRASTRUCTURE WITH INTEGRATION POINTS HAVING DYNAMICALLY DETERMINED CALLBACKSOctober 2022January 2025Allow2710NoNo
17958132SYSTEMS AND METHODS FOR COMPILE-TIME DEPENDENCY INJECTION AND LAZY SERVICE ACTIVATION FRAMEWORKSeptember 2022November 2024Allow2510NoNo
17931640SOURCE CODE REPOSITORY DEBUG CHAININGSeptember 2022January 2025Allow2820YesNo
17930957AUTOMATICALLY PRODUCING AND CODE-SIGNING BINARIESSeptember 2022May 2023Allow810YesNo
17941904MEMORY SYSTEM FIRMWARE UPDATE USING VIRTUAL SLOTSSeptember 2022May 2025Allow3230YesNo
17822294NANOSERVICE COMPUTING AND ARCHITECTUREAugust 2022April 2025Allow3230NoNo
17893155USE OF CRDS AS DESCRIPTORS FOR APPLICATIONS, APPLICATION COMPONENTS, DEPLOYMENTS, CLOUDS, AI/ML MODELS, AND RTE IN AN O-RAN SYSTEMAugust 2022February 2025Allow3020YesNo
17820194MECHANISM FOR DEPLOYING LEGACY APPLICATIONS ON NEW GENERATION HYPERSCALERSAugust 2022January 2024Allow1710NoNo
17887002SYSTEM FOR AUTOMATED MALICIOUS SOFTWARE DETECTIONAugust 2022February 2023Allow610YesNo
17883899CHANGE ESTIMATION IN VERSION CONTROL SYSTEMAugust 2022May 2025Abandon3340YesNo
17816206SYSTEM AND METHOD FOR RECORDING DEVICE LIFECYCLE TRANSACTIONS AS VERSIONED BLOCKS IN A BLOCKCHAIN NETWORK USING A TRANSACTION CONNECTOR AND BROKER SERVICEJuly 2022February 2024Allow1820NoNo
17877395METHOD FOR MITIGATING MEMORY ACCESS CONFLICTS IN A MULTI-CORE GRAPH COMPILERJuly 2022April 2024Allow2110YesNo
17865554TECHNIQUES FOR MANAGING A COLLABORATIVE DATA MANAGEMENT AND DELIVERY PLATFORMJuly 2022July 2024Allow2410NoNo
17864493Software Testing Using a Quantum Computer SystemJuly 2022September 2024Allow2620YesNo
17862727EXTENDED REALITY PLATFORM AND MACHINE LEARNING ENGINE FOR AUTOMATED CODE ERROR RESOLUTIONJuly 2022February 2024Allow1900NoNo
17857701SYSTEMS AND METHODS FOR OPTIMIZING A MACHINE LEARNING-INFORMED AUTOMATED DECISIONING WORKFLOW IN A MACHINE LEARNING TASK-ORIENTED DIGITAL THREAT MITIGATION PLATFORMJuly 2022December 2022Allow610NoNo
17852930Service Upgrade Method, Apparatus, and SystemJune 2022March 2024Allow2110YesNo
17853105USING INDENTATION TO TRIM OUTPUT OF A LANGUAGE SYNTHESIS MODELJune 2022May 2024Allow2310NoNo
17751910AGENT-SIDE CHATBOT SIMULATOR WITH THROTTLING CAPABILITIESMay 2022February 2024Allow2110NoNo
17738107STRESS TEST IMPACT ISOLATION AND MAPPINGMay 2022January 2023Allow810NoNo
17736781UPDATING REMOTE DATABASESMay 2022November 2024Abandon3150YesNo
17717941REGISTER ALLOCATION HEURISTICS ORDERApril 2022January 2024Allow2220YesYes
17715747Systems and Methods for Trusted and Secure Application Deployment Via Collective Signature Verification of the Application ArtifactsApril 2022December 2022Allow820YesNo
17710668CROSS-HYPERVISOR LIVE-MOUNT OF BACKED UP VIRTUAL MACHINE DATAMarch 2022June 2023Allow1410NoNo
17688665SCHEDULING A PAUSABLE AUTOMATED PROCESS IN A COMPUTER NETWORKMarch 2022November 2023Allow2110YesNo
17684048OFFLINE SELF CONTENT MANAGEMENT INFOTAINMENT SYSTEMMarch 2022June 2024Abandon2820NoNo
17678457SYSTEM AND METHOD FOR DYNAMIC MONITORING OF CHANGES IN CODING DATAFebruary 2022January 2024Allow2310NoNo
17676515SYSTEM AND METHOD FOR MULTI-SELECTION SOFTWARE PACKAGE FILE VALIDATIONFebruary 2022August 2024Abandon3020NoNo
17673647LOADER AND RUNTIME OPERATIONS FOR HETEROGENEOUS CODE OBJECTSFebruary 2022March 2024Allow2530YesNo
17668845Execution of Services ConcurrentlyFebruary 2022February 2023Allow1200NoNo
17592686IN-MEMORY TRACE WITH OVERLAPPING PROCESSING AND LOGOUTFebruary 2022December 2023Allow2210NoNo
17589969SYSTEMS AND METHODS FOR OPTIMIZING A MACHINE LEARNING-INFORMED AUTOMATED DECISIONING WORKFLOW IN A MACHINE LEARNING TASK-ORIENTED DIGITAL THREAT MITIGATION PLATFORMFebruary 2022April 2022Allow200NoNo
17588759FEATURE ROLLBACK FOR INCAPABLE MOBILE DEVICESJanuary 2022October 2024Allow3320YesNo
17589637CONFIGURING AUTOMATED WORKFLOWS FOR APPLICATION PERFORMANCE MONITORINGJanuary 2022July 2024Allow2930YesNo
17647088DYNAMIC DEBUG TRACING WITH MACHINE LEARNINGJanuary 2022April 2024Allow2720YesNo
17566805FACILITATING GENERATION OF CONTEXTUAL PROFILE DATADecember 2021December 2023Allow2310YesNo
17563833INFORMATION PROCESSING DEVICE AND INFORMATION PROCESSING METHOD FOR UPDATING A PROGRAM BY PARTIALLY RELOCATING THE PROGRAMDecember 2021October 2023Allow2210YesNo
17597083METHOD OF DEBUGGING APPLET, ELECTRONIC DEVICE, AND STORAGE MEDIUMDecember 2021August 2023Abandon2010NoNo
17622130AUTOMATIC CORRECTNESS AND PERFORMANCE MEASUREMENT OF BINARY TRANSFORMATION SYSTEMSDecember 2021June 2022Allow600NoNo
17552472CLOUD AGNOSTIC SHARED LOAD TESTING PLATFORMDecember 2021September 2024Allow3350YesNo
17553432SECURE DEBUGGING IN MULTITENANT CLOUD ENVIRONMENTDecember 2021September 2023Allow2120YesNo
17619501METHOD OF TESTING APPLET PERFORMANCE, ELECTRONIC DEVICE, AND COMPUTER-READABLE MEDIUMDecember 2021December 2023Allow2410NoNo
17618930SEMICONDUCTOR DEVICE, CONTROL FLOW INSPECTION METHOD, NON-TRANSITORY COMPUTER READABLE MEDIUM, AND ELECTRONIC DEVICEDecember 2021August 2023Allow2020NoNo
17549321SYSTEM AND METHOD FOR CREATING CONFIGURATIONAL BLOCKS USED FOR BUILDING CONTINUOUS REAL-TIME SOFTWARE LOGICAL SEQUENCESDecember 2021October 2024Allow3420NoNo
17546878OPERATIONAL MULTIPLIERS FOR HETEROGENEOUS BUILD ARCHITECTURESDecember 2021July 2023Allow1910YesNo
17545854COMPUTER PROGRAM FOR PERFORMANCE TESTING OF MODELSDecember 2021March 2023Allow1530YesNo
17536163SYSTEMS AND METHODS FOR DETECTING COROUTINESNovember 2021February 2023Allow1500NoNo
17533039RULE TESTING FRAMEWORK FOR EXECUTABLE RULES OF A SERVICE PROVIDER SYSTEMNovember 2021April 2023Allow1710YesNo
17529021AUTOMATED TRACKING OF CONSISTENT SOFTWARE TEST FAILURESNovember 2021September 2023Allow2210NoNo
17525784System and Method for Identifying Performance BottlenecksNovember 2021July 2024Allow3340YesNo
17520144CODE-TO-UTILIZATION METRIC BASED CODE ARCHITECTURE ADAPTATIONNovember 2021October 2023Abandon2320YesNo
17608767APPLICATIONS THAT INCLUDE EXECUTION LOCATION MARKERS AND AN AWARENESS BUILDER ENGINENovember 2021July 2023Abandon2010NoNo
17510259METHOD FOR OPERATING A CONTROL UNIT WHEN TESTING SOFTWARE OF THE CONTROL UNIT, AND METHOD FOR OPERATING A TEST COMPUTER WHEN TESTING SOFTWARE OF A CONTROL UNITOctober 2021October 2023Allow2320NoNo
17508150DEVELOPMENT LANDSCAPE BUILD SYSTEMOctober 2021June 2023Allow2010NoNo
17500397MIGRATION OF SOFTWARE EXTENSIONSOctober 2021September 2023Allow2310YesNo
17450411SYSTEMS INDUSTRY BENCHMARKING AND CORPORATION SYSTEMS TOOL RECOMMENDATIONOctober 2021May 2023Allow1900YesNo
17450219SYSTEM AND METHOD FOR MODEL-DRIVEN MULTI-CLOUD CONTACT CENTEROctober 2021May 2023Allow1910YesNo
17493068Systems and Methods for Trusted and Secure Application Deployment Via Collective Signature Verification of the Application ArtifactsOctober 2021March 2022Allow500NoNo
17492255WORKLOAD GENERATION FOR OPTIMAL STRESS TESTING OF BIG DATA MANAGEMENT SYSTEMSOctober 2021April 2023Allow1800NoNo
17490858APPLICATION LAUNCH SUPPORTSeptember 2021June 2023Allow2020YesNo
17482836CODE EXECUTION RECORDING VISUALIZATION TECHNIQUESeptember 2021June 2023Abandon2120NoNo
17481399SMART TEST DATA WORKLOAD GENERATIONSeptember 2021September 2024Allow3640NoNo
17448054AIDING DIAGNOSIS OF ERRORS IN CODESeptember 2021July 2023Allow2230YesNo
17473707IDENTIFYING DATA INCONSISTENCIES AND DATA CONTENTION BASED ON HISTORIC DEBUGGING TRACESSeptember 2021November 2022Allow1410NoNo
17473625SYSTEMS AND METHODS FOR VALIDATING DATASeptember 2021April 2024Allow3140YesNo
17472975LOCAL MEMORY SHARING BETWEEN KERNELSSeptember 2021July 2023Allow2220YesNo
17446309TESTING VIRTUAL REALITY INTEGRATION WITH A DEVELOPMENT ENVIRONMENTAugust 2021June 2024Allow3340YesNo
17460611SYSTEM FOR AUTOMATED MALICIOUS SOFTWARE DETECTIONAugust 2021May 2022Allow920YesNo
17393240MUTATION TESTING OF DATABASE FUNCTIONSAugust 2021June 2022Allow1010NoNo
17387958TEST METHOD BASED ON IMPROVED REST PROTOCOLS AND ELECTRONIC DEVICEJuly 2021September 2023Abandon2520NoNo
17373192INSTRUMENTATION TRACE CAPTURE TECHNIQUEJuly 2021May 2023Abandon2310NoNo
17371304SYSTEM AND METHOD FOR AUTOMATED BOT TESTING SCENARIO SIMULATIONSJuly 2021March 2023Allow2110NoNo
17366160METHOD AND SYSTEM FOR MANAGING PERFORMANCE FOR USE CASES IN SOFTWARE APPLICATIONSJuly 2021November 2023Allow2830YesNo
17362144PROGRAM UPDATE METHOD AND UPDATE SYSTEMJune 2021January 2024Allow3130YesNo
17351968SYSTEM AND METHOD FOR AUTOMATED PATCH COMPATIBILITY OF APPLICATIONSJune 2021July 2022Allow1320YesNo
17347897VEHICLE CONTROL SYSTEM AND METHOD FOR CONFIRMING SOFTWARE CONSISTENCYJune 2021November 2022Allow1710NoNo
17339682SMART DISTRIBUTED TRACING CONTEXT INJECTIONJune 2021July 2023Allow2520YesNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
2
Examiner Affirmed
2
(100.0%)
Examiner Reversed
0
(0.0%)
Reversal Percentile
5.0%
Lower than average

What This Means

With a 0.0% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.

Strategic Value of Filing an Appeal

Total Appeal Filings
11
Allowed After Appeal Filing
5
(45.5%)
Not Allowed After Appeal Filing
6
(54.5%)
Filing Benefit Percentile
71.9%
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, 45.5% 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 face challenges. Ensure your case has strong merit before committing to full Board review.

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

Examiner PAN, HANG - Prosecution Strategy Guide

Executive Summary

Examiner PAN, HANG works in Art Unit 2193 and has examined 349 patent applications in our dataset. With an allowance rate of 86.0%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 23 months.

Allowance Patterns

Examiner PAN, HANG's allowance rate of 86.0% places them in the 58% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.

Office Action Patterns

On average, applications examined by PAN, HANG receive 2.10 office actions before reaching final disposition. This places the examiner in the 70% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by PAN, HANG is 23 months. This places the examiner in the 75% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +4.8% benefit to allowance rate for applications examined by PAN, HANG. This interview benefit is in the 29% percentile among all examiners. Recommendation: Interviews provide a below-average benefit with this examiner.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 29.2% of applications are subsequently allowed. This success rate is in the 46% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 18.8% of cases where such amendments are filed. This entry rate is in the 15% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 100.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 70% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences show above-average effectiveness with this examiner. If you have strong arguments, a PAC request may result in favorable reconsideration.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 77.8% of appeals filed. This is in the 65% percentile among all examiners. Of these withdrawals, 42.9% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows above-average willingness to reconsider rejections during appeals. The mandatory appeal conference (MPEP § 1207.01) provides an opportunity for reconsideration.

Petition Practice

When applicants file petitions regarding this examiner's actions, 27.9% are granted (fully or in part). This grant rate is in the 19% 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 1.1% of allowed cases (in the 70% 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 0.0% of allowed cases (in the 13% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

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

  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.

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.