Prosecution Insights
Last updated: July 17, 2026
Application No. 17/097,926

INFERENCE SYSTEM, INFERENCE DEVICE, AND INFERENCE METHOD

Final Rejection §112
Filed
Nov 13, 2020
Priority
Nov 14, 2019 — JP 2019-206312
Examiner
VAUGHN, RYAN C
Art Unit
2125
Tech Center
2100 — Computer Architecture & Software
Assignee
Axell Corporation
OA Round
6 (Final)
61%
Grant Probability
Moderate
7-8
OA Rounds
0m
Est. Remaining
82%
With Interview

Examiner Intelligence

Grants 61% of resolved cases
61%
Career Allowance Rate
150 granted / 245 resolved
+6.2% vs TC avg
Strong +21% interview lift
Without
With
+20.7%
Interview Lift
resolved cases with interview
Typical timeline
3y 9m
Avg Prosecution
33 currently pending
Career history
291
Total Applications
across all art units

Statute-Specific Performance

§101
19.6%
-20.4% vs TC avg
§103
58.3%
+18.3% vs TC avg
§102
2.5%
-37.5% vs TC avg
§112
12.8%
-27.2% vs TC avg
Black line = Tech Center average estimate • Based on career data from 245 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 . Claims 16-24 are presented for examination. Response to Amendment Applicant’s amendment appears to overcome the eligibility rejections. Therefore, those rejections are withdrawn. Priority Receipt is acknowledged of certified copies of papers required by 37 CFR 1.55. Claim Objections Claims 16-24 are objected to because of the following informalities: in the independent claims, “wherein the first [second] user device comprising” should be “wherein the first [second] user device comprises”. The dependent claims are objected to for dependency on the independent claims. 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. Claims 16-24 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 written description requirement. The claim(s) contains subject matter which was not described in the specification in such a way as to reasonably convey to one skilled in the relevant art that the inventor or a joint inventor, or for applications subject to pre-AIA 35 U.S.C. 112, the inventor(s), at the time the application was filed, had possession of the claimed invention. Independent claims 16, 19, and 22 each contain several new limitations which do not appear to be supported by the specification. For instance, the independent claims newly recite “operating the downloaded learned model stored on the second storage unit under the inference runtime to execute in the second operating environment without modifying the learned model”. (Emphasis added.) Examiner reminds Applicant that, when a negative limitation is recited, the specification’s silence is not sufficient for support; the exclusion must be specifically recited. MPEP § 2173.05(i). Examiner can find nowhere in the specification that explicitly states that the learned model is not modified during operation under the inference runtime. Similarly, Examiner can find nowhere in the specification that indicates that the learned model downloaded to the second storage unit of the second user device is the same as the learned model downloaded to the first storage unit of the first user device. All claims dependent on a claim rejected hereunder are also rejected for being dependent on a rejected base claim. Response to Arguments Applicant’s arguments dated April 14, 2026 (“Remarks”) have been considered but are moot because the ground of rejection challenged has been withdrawn. Conclusion Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). 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 RYAN C VAUGHN whose telephone number is (571)272-4849. The examiner can normally be reached M-R 7:00a-5:00p ET. 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, Kamran Afshar, can be reached at 571-272-7796. 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. /RYAN C VAUGHN/Primary Examiner, Art Unit 2125
Read full office action

Prosecution Timeline

Show 9 earlier events
Oct 10, 2025
Interview Requested
Oct 16, 2025
Examiner Interview Summary
Oct 16, 2025
Applicant Interview (Telephonic)
Nov 19, 2025
Request for Continued Examination
Nov 29, 2025
Response after Non-Final Action
Jan 14, 2026
Non-Final Rejection mailed — §112
Apr 14, 2026
Response Filed
May 21, 2026
Final Rejection mailed — §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

7-8
Expected OA Rounds
61%
Grant Probability
82%
With Interview (+20.7%)
3y 9m (~0m remaining)
Median Time to Grant
High
PTA Risk
Based on 245 resolved cases by this examiner. Grant probability derived from career allowance rate.

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