Prosecution Insights
Last updated: April 19, 2026
Application No. 15/495,164

Abiotic Intelligent-Rendered Oracle

Final Rejection §112
Filed
Apr 24, 2017
Examiner
ABRISHAMKAR, KAVEH
Art Unit
2494
Tech Center
2400 — Computer Networks
Assignee
Anuthep Benja-Athon
OA Round
20 (Final)
78%
Grant Probability
Favorable
21-22
OA Rounds
3y 3m
To Grant
95%
With Interview

Examiner Intelligence

Grants 78% — above average
78%
Career Allow Rate
797 granted / 1020 resolved
+20.1% vs TC avg
Strong +17% interview lift
Without
With
+16.9%
Interview Lift
resolved cases with interview
Typical timeline
3y 3m
Avg Prosecution
27 currently pending
Career history
1047
Total Applications
across all art units

Statute-Specific Performance

§101
12.4%
-27.6% vs TC avg
§103
39.7%
-0.3% vs TC avg
§102
22.4%
-17.6% vs TC avg
§112
9.6%
-30.4% vs TC avg
Black line = Tech Center average estimate • Based on career data from 1020 resolved cases

Office Action

§112
DETAILED ACTION 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 . Response to Amendment 1. Claims 296-313 were previously pending consideration. Per the received amendment, claims 296-313 have been cancelled and claims 314-330 have been newly added. 2. Claims 314-330 are currently pending consideration. Response to Arguments 4. Applicant’s Arguments filed on December 22, 2025 been fully considered but they are not persuasive. The Applicant has cancelled all the previous claims and added new claims. The Applicant present arguments but does not individually respond to the rejections, but instead cancelled all the claims and added new claims. The new claims have similar deficiencies as the previous set of claims as will be discussed below in the 112 rejections. The Examiner provided a Sample Claim in the previous Office Action but the claims, though improved upon previous filings, still have many of the same deficiencies. Many of the objections raised in the previous Office Action have not been addressed including the objection to the Specification. Furthermore, the original specification (filed on April 24, 2017 and others subsequently filed) does not enable many elements of the claims presented. Further clarification of the enablement issues is provided below. The Applicant is reminded that all new claims have to be supported by the ORIGINAL DISCLOSURE which was filed on April 24, 2017. Specification 5. The disclosure is objected to under 37 CFR 1.71, as being so incomprehensible as to preclude a reasonable search of the prior art by the examiner. For example, the following items are not understood: (Pages 3-4 of Amended Specification): In the interactive touchscreens and viewing touchscreens of in networked mobile communication devices and laptops, desktops and servers, said interactive dynamic adaptable and changeable-expandable and retractable multi-dimensional projecting visual-hierarchied flowingframeworks building blocks are SIVSF. SIUNDV and interactive constituent SIVSF for silhouetting interactive SIUNDV and said silhouetted interactive SIUNDV comprise said interactive functions for cvbersecurelv rendering, adapting and changing thence expanding and retracting thence preventing perpetrations of malfeasances on and protecting said correlations of interactive functions-renderings and compilations of said correlations and interactive dynamic adaptable and changeable, expandable and retractable SIVSF. SIUNDV and interactive constituent SIVSF for silhouetting interactive SIUNDV and said silhouetted interactive SIUNDV in and among individual connected assortments of said SIVSF. SIUNDV and interactive constituent SIVSF for silhouetting interactive SIUNDV in connected constellations of said connected assortments of said SIVSF. SIUNDV and interactive constituent SIVSF for silhouetting interactive SIUNDV in diverse fields, industries, enterprises, specialties, sectors, subsectors, subjects, topics, headings and categories as represented in an example infra. Many of these instances exist where a clear understand of the inventive concept is lacking. Claim Objections 6. Claim 314 is objected to because of the following informalities: 7. Line 15 of claim 314 states “at least one od interactive-functions-edited.” The “od” should be corrected to “of.” 8. Line 19 of claim 314 states “letting physicians devices inputting relational health-healthcare data.” The term “inputting” should be corrected to “input.” Also, health-healthcare data should be corrected to “healthcare data.” Appropriate correction is required. Claim Rejections - 35 USC § 112 The following is a quotation of the first paragraph of 35 U.S.C. 112(a): (a)IN GENERAL.—The specification shall contain a written description of the invention, and of the manner and process of making and using it, in such full, clear, concise, and exact terms as to enable any person skilled in the art to which it pertains, or with which it is most nearly connected, to make and use the same,and shall set forth the best mode contemplated by the inventor or joint inventor of carrying out the invention. The following is a quotation of the first paragraph of pre-AIA 35 U.S.C. 112: The specification shall contain a written description of the invention, and of the manner and process of making and using it, in such full, clear, concise, and exact terms as to enable any person skilled in the art to which it pertains, or with which it is most nearly connected, to make and use the same, and shall set forth the best mode contemplated by the inventor of carrying out his invention. 9. Claims 314-330 are rejected as failing to define the invention in the manner required by 35 U.S.C 112(b) or pre-AIA 35 U.S.C. 112, second paragraph. The claim(s) are narrative in form and/or replete with indefinite language. The structure which goes to make up the device must be clearly and positively specified. The structure must be organized and correlated in such a manner as to present a complete operative device. The claim(s) must be in one sentence form only. Note the format of the claims in the patent(s) cited in previous Office Actions. 10. Claims 314-330 are rejected under 35 U.S.C. 112(a) or 35 U.S.C. 112 (pre-AIA ), first paragraph, as failing to comply with the enablement requirement. The claim(s) contains subject matter which was not described in the specification in such a way as to enable one skilled in the art to which it pertains, or with which it is most nearly connected, to make and/or use the invention. 11. Claim 314 and 325 recite “abiotic intelligence” which is not a term known in the art and is not defined in the claims. Further clarification is required. 12. Claim 314 recites “AIR Oracle” but it is unclear what elements exactly comprise the AIR oracle. Further clarification is required. 13. Claim 314, 319 and 329 recite “universe of connected assortments.” This is indefinite as it provides a limitation with no bounds thereby rendering the claims indefinite. 14. Claims 314, 319, 320, 329 and 330 recite the term “SIVSF-silhouetted SIUNDV.” The acronyms SIVSF and SIUNDV are not defined in the claim language, and the term “silhouetted” is also not defined. Therefore, the claims are indefinite. 15. The claims also recite repeatedly “retractable”, “visual-hierachied” and “flowing-frameworks.” These terms are indefinite and it is unclear what the terms mean in the context of the claims. Further clarification is required. 16. The claims do not delineate how any of these functions are achieved. Further, the specification does not disclose how the AIR Oracle performs any of these tasks set forth in the claims. There is multiple more instances of enablement problems, but for sake of brevity, only the above have been provided. The claim is replete with multiple instances of problems that will be solved but does not provide specifics on functions which will achieve these results. It appears that the claims are directed towards diagnosing, predicting and controlling diseases (see claim 259) but the claims do not delineate a clear and defined method or system for achieving this purpose. The claims generally claim elements such as “innovative computer programs”, “thesaurus software”, SIVSF and SIUNDV, without providing a clear connection and definition of these elements to diagnose and prevent disease. 17. Claim 314 recites the limitation “said thesaurus module.” There is insufficient antecedent basis for this limitation in the claim. There is a disclosure of a thesaurus software earlier in the claim but not a thesaurus module. 18. Claim 314 recites the limitation “the terminologies-translated descriptors.” There is insufficient antecedent basis for this limitation in the claim. However, if the Applicant needs more guidance, the Applicant may call the Examiner for further explanation. The Examiner is providing a sample claim based on the Applicant’s Original disclosure. This claim is not guaranteed to be allowable but is merely a sample of how the claim can be written to avoid 112 and claim objections: SAMPLE INDEPNDENT CLAIM: A computer system comprising a plurality of networked computing devices, each device including at least one processor and a memory storing instructions that, when executed by the processor of at least one of the devices, cause the system to perform operations comprising: (a) obtaining, from a plurality of repositories, relational data comprising chronologically ordered sequences of timestamped data that include at least one of images or videos and associated goods-and-services data linked to the timestamped data; (b) executing a thesaurus software module that stores a bidirectional mapping between (i) professional or technical terminologies and (ii) corresponding layperson terminologies, and that: (b1) groups the relational data into compilations of relations according to same, similar, linked, related, or differential relationships among the sequences; and (b2) generates, for each compilation of relations, terminology-translated descriptors in both professional and layperson terminologies; (c) constructing, based on the compilations of relations and the terminology-translated descriptors, an interactive, dynamic, multi-dimensional visualization comprising a visual-hierarchied constituent flowing-framework (SIVSF) that successively silhouettes a visual-hierarchied universe of network data visualizations (SIUNDV), the visualization including nodes, framework lines, tree traversals, graphs, symbols and spectrums that encode the relationships of step (b1); (d) rendering the visualization within interactive templates on a touchscreen or viewing screen of at least one of the devices, the interactive templates exposing the terminology-translated descriptors from step (b2) and enabling user selection of nodes or relationships; (e) adaptively updating the visualization in real time in response to at least one of: (i) arrival of additional timestamped data that extend any of the chronologically ordered sequences, (ii) a change to a relationship used in step (b1), or (iii) a user interaction received through the interactive templates; and (f) producing, from the updated visualization, at least one of trending, patterning, predicting, preventing, extrapolating, or guiding outputs that are stored to the memory and presented in both professional and corresponding layperson terminologies within the interactive templates. Conclusion 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 KAVEH ABRISHAMKAR whose telephone number is (571)272-3786. The examiner can normally be reached M-F 9-5:30. 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, Jung Kim can be reached at 571-272-3804. 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. /KAVEH ABRISHAMKAR/ 02/03/2026Primary Examiner, Art Unit 2494
Read full office action

Prosecution Timeline

Apr 24, 2017
Application Filed
Nov 19, 2019
Non-Final Rejection — §112
Feb 14, 2020
Response Filed
Mar 25, 2020
Final Rejection — §112
May 28, 2020
Applicant Interview (Telephonic)
May 28, 2020
Applicant Interview
Jun 18, 2020
Request for Continued Examination
Jun 26, 2020
Response after Non-Final Action
Jul 09, 2020
Non-Final Rejection — §112
Oct 13, 2020
Response Filed
Dec 15, 2020
Final Rejection — §112
Mar 17, 2021
Request for Continued Examination
Mar 31, 2021
Response after Non-Final Action
Apr 13, 2021
Non-Final Rejection — §112
Jul 09, 2021
Response Filed
Aug 18, 2021
Final Rejection — §112
Oct 29, 2021
Request for Continued Examination
Nov 14, 2021
Response after Non-Final Action
Dec 02, 2021
Non-Final Rejection — §112
Feb 16, 2022
Examiner Interview Summary
Feb 16, 2022
Applicant Interview (Telephonic)
Feb 24, 2022
Response Filed
May 06, 2022
Final Rejection — §112
Jun 30, 2022
Applicant Interview (Telephonic)
Jun 30, 2022
Examiner Interview Summary
Jul 07, 2022
Request for Continued Examination
Jul 28, 2022
Response after Non-Final Action
Aug 11, 2022
Non-Final Rejection — §112
Oct 21, 2022
Response Filed
Jan 19, 2023
Final Rejection — §112
Feb 21, 2023
Examiner Interview Summary
Feb 21, 2023
Applicant Interview (Telephonic)
Mar 23, 2023
Request for Continued Examination
Apr 25, 2023
Response after Non-Final Action
May 17, 2023
Non-Final Rejection — §112
Aug 10, 2023
Response Filed
Dec 06, 2023
Final Rejection — §112
Feb 06, 2024
Examiner Interview Summary
Feb 06, 2024
Applicant Interview (Telephonic)
Feb 09, 2024
Request for Continued Examination
Mar 08, 2024
Response after Non-Final Action
Apr 03, 2024
Non-Final Rejection — §112
May 03, 2024
Response Filed
May 10, 2024
Examiner Interview Summary
May 10, 2024
Applicant Interview (Telephonic)
Jul 11, 2024
Final Rejection — §112
Aug 05, 2024
Request for Continued Examination
Aug 26, 2024
Response after Non-Final Action
Aug 29, 2024
Non-Final Rejection — §112
Sep 30, 2024
Response Filed
Dec 15, 2024
Final Rejection — §112
Jan 08, 2025
Request for Continued Examination
Feb 25, 2025
Response after Non-Final Action
Mar 16, 2025
Non-Final Rejection — §112
May 13, 2025
Examiner Interview Summary
May 13, 2025
Applicant Interview (Telephonic)
May 22, 2025
Response Filed
Aug 21, 2025
Final Rejection — §112
Sep 29, 2025
Request for Continued Examination
Oct 17, 2025
Response after Non-Final Action
Oct 31, 2025
Non-Final Rejection — §112
Dec 11, 2025
Applicant Interview (Telephonic)
Dec 11, 2025
Examiner Interview Summary
Dec 22, 2025
Response Filed
Feb 03, 2026
Final Rejection — §112 (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

21-22
Expected OA Rounds
78%
Grant Probability
95%
With Interview (+16.9%)
3y 3m
Median Time to Grant
High
PTA Risk
Based on 1020 resolved cases by this examiner. Grant probability derived from career allow rate.

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