Prosecution Insights
Last updated: April 19, 2026
Application No. 18/754,140

AI-ENHANCED SIMULATION AND MODELING EXPERIMENTATION AND CONTROL

Non-Final OA §102
Filed
Jun 25, 2024
Examiner
BAYOU, YONAS A
Art Unit
2499
Tech Center
2400 — Computer Networks
Assignee
Qomplx LLC
OA Round
1 (Non-Final)
84%
Grant Probability
Favorable
1-2
OA Rounds
2y 11m
To Grant
99%
With Interview

Examiner Intelligence

Grants 84% — above average
84%
Career Allow Rate
711 granted / 845 resolved
+26.1% vs TC avg
Strong +15% interview lift
Without
With
+15.1%
Interview Lift
resolved cases with interview
Typical timeline
2y 11m
Avg Prosecution
28 currently pending
Career history
873
Total Applications
across all art units

Statute-Specific Performance

§101
12.2%
-27.8% vs TC avg
§103
38.2%
-1.8% vs TC avg
§102
25.3%
-14.7% vs TC avg
§112
8.3%
-31.7% vs TC avg
Black line = Tech Center average estimate • Based on career data from 845 resolved cases

Office Action

§102
DETAILED ACTION This Office Action is in response to the application 18/754,140 filed on 06/25/2024. Claims 1, 14, 27 and 40 are independent claims. Claims 1-52 have been examined and are pending in this application. Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Election/Restrictions For the record, the Examiner acknowledges that NO restrictions warranted at applicant’s initial time of filing for patent. Priority This application is a parent US continuation 17189161 20210301 PENDING child US 18594008 parent US continuation 15823363 20171127 parent-grant-document US 10560483 child US 16720383 parent US continuation-in-part 18594008 20240304 PENDING child US 18754140 parent US continuation-in-part 17061195 20201001 parent-grant-document US 11570214 child US 17189161 parent US continuation-in-part 17035029 20200928 parent-grant-document US 11546380 child US 17061195 parent US continuation-in-part 17008276 20200831 parent-grant-document US 11323484 child US 17035029 parent US continuation-in-part 17000504 20200824 parent-grant-document US 11477245 child US 17008276 parent US continuation-in-part 16855724 20200422 parent-grant-document US 11218510 child US 17000504 parent US continuation-in-part 16836717 20200331 parent-grant-document US 10917428 child US 16855724 parent US continuation-in-part 15887496 20180202 parent-grant-document US 10783241 child US 16836717 parent US continuation-in-part 15823285 20171127 parent-grant-document US 10740096 child US 15887496 parent US continuation-in-part 15788718 20171019 parent-grant-document US 10861014 child US 15823285 parent US continuation-in-part 15788002 20171019 ABANDONED child US 15788718 parent US continuation-in-part 15787601 20171018 parent-grant-document US 10860660 child US 15788002 parent US continuation-in-part 15616427 20170607 ABANDONED child US 15787601 parent US continuation-in-part 14925974 20151028 ABANDONED child US 15616427 parent US continuation-in-part 15818733 20171120 parent-grant-document US 10673887 child US 15887496 parent US continuation-in-part 15725274 20171004 parent-grant-document US 10609079 child US 15818733 parent US continuation-in-part 15655113 20170720 parent-grant-document US 10735456 child US 15725274 parent US continuation-in-part 15616427 20170607 ABANDONED child US 15655113 parent US continuation-in-part 15237625 20160815 parent-grant-document US 10248910 child US 15616427 parent US continuation-in-part 15206195 20160708 ABANDONED child US 15237625 parent US continuation-in-part 15186453 20160618 ABANDONED child US 15206195 parent US continuation-in-part 15166158 20160526 ABANDONED child US 15186453 parent US continuation-in-part 15141752 20160428 parent-grant-document US 10860962 child US 15166158 parent US continuation-in-part 15091563 20160405 parent-grant-document US 10204147 child US 15141752 parent US continuation-in-part 14986536 20151231 parent-grant-document US 10210255 child US 15091563 parent US continuation-in-part 14925974 20151028 ABANDONED child US 14986536 parent US continuation-in-part 16777270 20200130 parent-grant-document US 11025674 child US 16855724 parent US continuation-in-part 16720383 20191219 parent-grant-document US 10944795 child US 16777270 parent US continuation-in-part 15725274 20171004 parent-grant-document US 10609079 child US 15823363 parent US continuation-in-part 16412340 20190514 parent-grant-document US 11539663 child US 17000504 parent US continuation-in-part 16267893 20190205 ABANDONED child US 16412340 parent US continuation-in-part 16248133 20190115 ABANDONED child US 16267893 parent US continuation-in-part 15849901 20171221 parent-grant-document US 11023284 child US 16248133 parent US continuation-in-part 15835436 20171207 parent-grant-document US 10572828 child US 15849901 parent US continuation-in-part 15790457 20171023 parent-grant-document US 10884999 child US 15835436 parent US continuation-in-part 15790327 20171023 parent-grant-document US 10860951 child US 15790457 parent US continuation-in-part 15616427 20170607 ABANDONED child US 15790327 parent US continuation-in-part 15141752 20160428 parent-grant-document US 10860962 child US 15616427 parent US continuation-in-part 15835312 20171207 parent-grant-document US 11055451 child US 15849901 parent US continuation-in-part 15186453 20160618 ABANDONED child US 15835312 parent US continuation-in-part 15813097 20171114 ABANDONED child US 16248133 parent US continuation-in-part 15616427 20170607 ABANDONED child US 15813097 parent US continuation-in-part 15806697 20171108 ABANDONED child US 16248133 parent US continuation-in-part 15376657 20161213 parent-grant-document US 10402906 child US 15806697 parent US continuation-in-part 15237625 20160815 parent-grant-document US 10248910 child US 15376657 parent US continuation-in-part 15343209 20161104 parent-grant-document US 11087403 child US 15806697 parent US continuation-in-part 15237625 20160815 parent-grant-document US 10248910 child US 15343209 parent US continuation-in-part 15229476 20160805 parent-grant-document US 10454791 child US 15237625 parent US continuation-in-part 15206195 20160708 ABANDONED child US 15229476 parent US continuation-in-part 15673368 20170809 ABANDONED child US 16248133 parent US continuation-in-part 15376657 20161213 parent-grant-document US 10402906 child US 15673368 parent US continuation-in-part 15879801 20180125 ABANDONED child US 17061195 parent US continuation-in-part 15379899 20161215 ABANDONED child US 15879801 parent US continuation-in-part 15376657 20161213 parent-grant-document US 10402906 child US 15379899 parent US continuation-in-part 16709598 20191210 parent-grant-document US 11507858 child US 17189161 parent US continuation-in-part 14925974 20151028. Information Disclosure Statement The information disclosure statement (IDS), submitted on 06/25/2024, is in compliance with the provisions of 37 CFR 1.97. Accordingly, the information disclosure statement is being considered by the examiner. Oath/Declaration For the record, the Examiner acknowledges that the Oath/Declaration submitted on 06/25/2024 has been accepted. Drawings For the record, the Examiner acknowledges that the drawings filed on 06/25/2024 has been accepted. Specification For the record, the Examiner acknowledges that the Applicant's specification filed on 06/25/2024 has been accepted. Claim Rejections - 35 USC § 102 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis (i.e., changing from AIA to pre-AIA ) for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. The following is a quotation of the appropriate paragraphs of 35 U.S.C. 102 that form the basis for the rejections under this section made in this Office action: A person shall be entitled to a patent unless – (a)(1) the claimed invention was patented, described in a printed publication, or in public use, on sale, or otherwise available to the public before the effective filing date of the claimed invention. Claims 1, 14, 27 and 40 are rejected under 35 U.S.C. 102 (a) (1) as being anticipated by Borgonovo, NPL: Epistemic Uncertainty in the Ranking and Categorization of Probabilistic Safety Assessment Model Elements: Issues and Findings.”, 2008. Referring to claim 1, Borgonovo teaches a computing system for reducing epistemic uncertainty in complex systems employing an artificial intelligence-driven simulation and experimental design decision platform (abstract, effects of epistemic uncertainty), comprising: one or more hardware processors configured for: generating and running simulation scenarios based on user-defined or artificial intelligence agent defined objectives and constraints, and iteratively adjusting simulation parameters or perturbations using statistical or machine learning techniques or artificial intelligence techniques or stochastic search methodologies to optimize state space exploration and ultimate experimental or analysis scenario outcomes or coverage (page 984, para. 7; and sec. 4: ‘The effects of epistemic uncertainty on changes evaluation); providing a scalable and interactive simulation environment(s) that enables real-time monitoring, analysis, and adaptation of a simulated system based on evolving real-world conditions and user, expert, or group feedback (page 985, para. 3, global sensitivity analysis; see also: sec. 5.2. categorization); generating machine and human-interpretable insights and plans, explanations, and recommendations based on the simulation results, employing explainable artificial intelligence techniques to facilitate understanding and decision-making or downstream actions (abstract, page 997, para. 1); integrating with external data sources, machine learning models, and domain-specific knowledge bases to enhance the accuracy, relevance, and utility of simulation outcomes (page 999, sec. 6: an application: the evaluation of changes with epistemic uncertainty); and quantifying and reducing the epistemic uncertainty associated with the simulated system by employing probabilistic reasoning, targeted exploration, and continuous learning from both simulated or synthetic and real-world data (abstract and sec. 6 and 7; integrates quantitative and qualitative information). Referring to claim 14, This claim is similar in scope to claim 1, and is therefore rejected under similar rationale. Referring to claim 27, This claim is similar in scope to claim 1, and is therefore rejected under similar rationale. Referring to claim 40, This claim is similar in scope to claim 1, and is therefore rejected under similar rationale. Allowable Subject Matter Claims 2-13, 15-26, 28-39 and 41-52 are objected to as being dependent upon a rejected base claim, but would be allowable if rewritten in independent form including all of the limitations of the base claim and any intervening claims. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Please see the attached PTO-892. Any inquiry concerning this communication or earlier communications from the examiner should be directed to YONAS A BAYOU whose telephone number is (571)272-7610. The examiner can normally be reached Monday-Friday 7AM-4PM. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Philip Chea can be reached at 571-272-3951. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /YONAS A BAYOU/Primary Examiner, Art Unit 2499 01/24/2026
Read full office action

Prosecution Timeline

Jun 25, 2024
Application Filed
Jan 05, 2025
Response after Non-Final Action
Jan 07, 2025
Response after Non-Final Action
Jan 24, 2026
Non-Final Rejection — §102 (current)

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
84%
Grant Probability
99%
With Interview (+15.1%)
2y 11m
Median Time to Grant
Low
PTA Risk
Based on 845 resolved cases by this examiner. Grant probability derived from career allow rate.

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