Prosecution Insights
Last updated: April 19, 2026
Application No. 18/882,946

METHODS AND DEVICES FOR CUSTOMIZING KNOWLEDGE REPRESENTATION SYSTEMS

Final Rejection §DP
Filed
Sep 12, 2024
Examiner
GURMU, MULUEMEBET
Art Unit
2163
Tech Center
2100 — Computer Architecture & Software
Assignee
Primal Fusion Inc.
OA Round
2 (Final)
79%
Grant Probability
Favorable
3-4
OA Rounds
3y 2m
To Grant
98%
With Interview

Examiner Intelligence

Grants 79% — above average
79%
Career Allow Rate
377 granted / 475 resolved
+24.4% vs TC avg
Strong +18% interview lift
Without
With
+18.1%
Interview Lift
resolved cases with interview
Typical timeline
3y 2m
Avg Prosecution
30 currently pending
Career history
505
Total Applications
across all art units

Statute-Specific Performance

§101
18.8%
-21.2% vs TC avg
§103
61.2%
+21.2% vs TC avg
§102
3.3%
-36.7% vs TC avg
§112
1.6%
-38.4% vs TC avg
Black line = Tech Center average estimate • Based on career data from 475 resolved cases

Office Action

§DP
Notice of Pre-AIA or AIA Status The present application is being examined under the pre-AIA first to invent provisions. DETAILED ACTION Response to Amendment This Office Action is in response to the amendment filed on 12/29/25. The applicant’s remarks and amendments to the claims were considered and results as follow: THIS ACTION IS MADE FINAL. Claims 1 and 11 have been amended. No claims have been cancelled. No claims have been added. As a result, claims 1-20 now pending in this office action. Applicant’s amendment to claims 1 and 11 with respect to the rejection of claims under 35 U.S.C. 101 has been fully considered. The amendment has properly overcome the rejection. Therefore, the rejection has been withdrawn. Double Patenting The nonstatutory double patenting rejection is based on a judicially created doctrine grounded in public policy (a policy reflected in the statute) so as to prevent the unjustified or improper timewise extension of the “right to exclude” granted by a patent and to prevent possible harassment by multiple assignees. A nonstatutory double patenting rejection is appropriate where the conflicting claims are not identical, but at least one examined application claim is not patentably distinct from the reference claim(s) because the examined application claim is either anticipated by, or would have been obvious over, the reference claim(s). See, e.g., In re Berg, 140 F.3d 1428, 46 USPQ2d 1226 (Fed. Cir. 1998); In re Goodman, 11 F.3d 1046, 29 USPQ2d 2010 (Fed. Cir. 1993); In re Longi, 759 F.2d 887, 225 USPQ 645 (Fed. Cir. 1985); In re Van Ornum, 686 F.2d 937, 214 USPQ 761 (CCPA 1982); In re Vogel, 422 F.2d 438, 164 USPQ 619 (CCPA 1970); In re Thorington, 418 F.2d 528, 163 USPQ 644 (CCPA 1969). A timely filed terminal disclaimer in compliance with 37 CFR 1.321(c) or 1.321(d) may be used to overcome an actual or provisional rejection based on nonstatutory double patenting provided the reference application or patent either is shown to be commonly owned with the examined application, or claims an invention made as a result of activities undertaken within the scope of a joint research agreement. See MPEP § 717.02 for applications subject to examination under the first inventor to file provisions of the AIA as explained in MPEP § 2159. See MPEP §§ 706.02(l)(1) - 706.02(l)(3) for applications not subject to examination under the first inventor to file provisions of the AIA . A terminal disclaimer must be signed in compliance with 37 CFR 1.321(b). The USPTO Internet website contains terminal disclaimer forms which may be used. Please visit www.uspto.gov/patent/patents-forms. The filing date of the application in which the form is filed determines what form (e.g., PTO/SB/25, PTO/SB/26, PTO/AIA /25, or PTO/AIA /26) should be used. A web-based eTerminal Disclaimer may be filled out completely online using web-screens. An eTerminal Disclaimer that meets all requirements is auto-processed and approved immediately upon submission. For more information about eTerminal Disclaimers, refer to www.uspto.gov/patents/process/file/efs/guidance/eTD-info-I.jsp. 4. Claim 1-20 is rejected on the ground of nonstatutory double patenting as being unpatentable over claim 33-51 of Patent no. 11,809,388. Although the conflicting claims are not identical, they are not patentably distinct from each other because claims 33-51 of Patent no. 11,809,388 contains every element of claim 1-20 of the instant application no. 18/882,946 and as such anticipates claim 1-20 of the instant application No. 18/882,946. Both claim features of the instant application No. 18/882,946 and Patent No. 11,809,388 can be compared as follows: Instant Application 18/882,946 Patent no. 11,809,388 1. 1. A system for evaluating a knowledge representation generated by a synthesis engine and context information associated with a data consumer, the system comprising: at least one non-transitory memory, and at least one processor configured to: receive from the synthesis engine the knowledge representation encoded as computer-readable data stored on non-transitory memory and the context information; derive from the knowledge representation and the context information a data consumer model associated with the data consumer, the data consumer model encoded as computer-readable data stored on non-transitory memory; analyze, via rule-based processing; analyze the data consumer model to deconstruct data into a first set of elemental components, wherein the first set of elemental components includes a first plurality of elemental concepts and a first plurality of elemental concept relationships; retrieve, from reference data encoded as computer-readable data stored on non-transitory memory, content relevant to the first set of elemental components using terms associated with the plurality of elemental concepts; analyze the retrieved content to deconstruct the retrieved content into a second set of elemental components, wherein the second set of elemental components includes a second plurality of elemental concepts and a second plurality of elemental concept relationships; estimate, using elemental inference rules executed by the processor, joint probabilities associated with the first set of elemental components and the second set of elemental components wherein the elemental data structure is composed of at least a universal kernel of concepts and concept relationships generally applicable to a population of data consumers; and compute, using the estimated joint probabilities, compute an indicator relating to the first set of elemental components and the second set of element components. 33. A system for supporting machine-based inductive reasoning to predict new complex knowledge representations encoded as computer-readable data and stored on one or more tangible, non-transitory computer-readable storage media, the system comprising: an atomic knowledge representation model ("AKRM") stored as machine-readable data and/or programming instructions on the one or more tangible, non-transitory computer-readable storage media, the AKRM comprising: (i) one or more knowledge processing rules, and (ii) an elemental data structure comprising a first knowledge representation encoded as a first computer-readable data structure and comprising a first set of elemental components including a plurality of elemental concepts and at least one elemental concept relationship between the elemental concepts; one or more processors configured to execute a synthesis engine, an inference engine, and a statistical engine, wherein the synthesis engine, the inference engine, and the statistical engine operate together to perform synthesis of a second knowledge representation from the elemental data structure, the second knowledge representation encoded as a second computer-readable data structure, wherein the synthesis includes: the synthesis engine applying the one or more knowledge processing rules to the elemental data structure to synthesize one or more additional concepts or concept relationships not explicitly encoded in the first knowledge representation, the one or more additional concepts or concept relationships being encoded in the second knowledge representation; the inference engine applying one or more inference rules to the elemental data structure or to reference data stored in the one or more tangible, non- transitory computer-readable storage media to infer a relationship between a first elemental concept in the first knowledge representation and a second elemental concept in the first knowledge representation or between the first elemental concept in the first knowledge representation and a concept in the reference data; and the statistical engine estimates one or more probabilities associated with the elemental concepts or the at least one elemental concept relationship in the elemental data structure; and wherein the synthesis engine synthesizes the second knowledge representation based on an output of at least one of the inference engine and the statistical engine. Examiner maintains the rejections of claims 1-20 for the reasons described above. Conclusions/Points of Contacts THIS ACTION IS MADE FINAL. Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to MULUEMEBET GURMU whose telephone number is (571)270-7095. The examiner can normally be reached M-F 9am - 5pm. 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, Tony Mahmoudi can be reached at 5712724078. 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. /MULUEMEBET GURMU/Primary Examiner, Art Unit 2163
Read full office action

Prosecution Timeline

Sep 12, 2024
Application Filed
Aug 23, 2025
Non-Final Rejection — §DP
Nov 26, 2025
Interview Requested
Dec 11, 2025
Applicant Interview (Telephonic)
Dec 13, 2025
Examiner Interview Summary
Dec 29, 2025
Response Filed
Feb 21, 2026
Final Rejection — §DP (current)

Precedent Cases

Applications granted by this same examiner with similar technology

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2y 5m to grant Granted Mar 24, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

3-4
Expected OA Rounds
79%
Grant Probability
98%
With Interview (+18.1%)
3y 2m
Median Time to Grant
Moderate
PTA Risk
Based on 475 resolved cases by this examiner. Grant probability derived from career allow rate.

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