Prosecution Insights
Last updated: October 02, 2026
Application No. 19/225,445

MULTI-TASK TWO-TOWER NEURAL NETWORK FOR CONTENT GUIDELINE EVALUTATION

Non-Final OA §101
Filed
Jun 02, 2025
Priority
Feb 28, 2024 — continuation of 12/401,612
Examiner
COX, NATISHA D
Art Unit
Tech Center
Assignee
Microsoft Technology Licensing, LLC
OA Round
1 (Non-Final)
73%
Grant Probability
Favorable
1-2
OA Rounds
1y 10m
Est. Remaining
94%
With Interview

Examiner Intelligence

Grants 73% — above average
73%
Career Allowance Rate
331 granted / 454 resolved
+12.9% vs TC avg
Strong +21% interview lift
Without
With
+21.4%
Interview Lift
resolved cases with interview
Typical timeline
3y 2m
Avg Prosecution
14 currently pending
Career history
466
Total Applications
across all art units

Statute-Specific Performance

§101
9.2%
-30.8% vs TC avg
§103
62.5%
+22.5% vs TC avg
§102
17.5%
-22.5% vs TC avg
§112
7.7%
-32.3% vs TC avg
Black line = Tech Center average estimate • Based on career data from 454 resolved cases

Office Action

§101
DETAILED ACTION This action is responsive to the communication filed on 06/02/2025. Claims 1-20 are pending. 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 . Double Patenting A rejection based on double patenting of the “same invention” type finds its support in the language of 35 U.S.C. 101 which states that “whoever invents or discovers any new and useful process... may obtain a patent therefor...” (Emphasis added). Thus, the term “same invention,” in this context, means an invention drawn to identical subject matter. See Miller v. Eagle Mfg. Co., 151 U.S. 186 (1894); In re Vogel, 422 F.2d 438, 164 USPQ 619 (CCPA 1970); In re Ockert, 245 F.2d 467, 114 USPQ 330 (CCPA 1957). A statutory type (35 U.S.C. 101) double patenting rejection can be overcome by canceling or amending the claims that are directed to the same invention so they are no longer coextensive in scope. The filing of a terminal disclaimer cannot overcome a double patenting rejection based upon 35 U.S.C. 101. Claims 1-20 is/are rejected under 35 U.S.C. 101 as claiming the same invention as that of claims 1-20 of prior U.S. Patent No. 12401612. This is a statutory double patenting rejection. In the instant application: Claim 1 fully encompassed by claim 1 of patent Claim 2 same Claim 3 same Claim 4 same as claim 4 and 5 Claim 5 included in limitation of claim 1 Claim 6 same Claim 7 same Similarly for claims 8-20 Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to Natisha Cox whose telephone number is (571)270-7167. The examiner can normally be reached on Monday to Friday, 10:00 am - 6:00pm EST. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Umar Cheema can be reached on (571)270-3037. The fax phone number for the organization where this application or proceeding is assigned is (571) 273-8000. Information regarding the status of an application may be obtained from the Patent Application Information Retrieval (PAIR) system. Status information for published applications may be obtained from either Private PAIR or Public PAIR. Status information for unpublished applications is available through Private PAIR only. For more information about the PAIR system, see http://pairdirect.uspto.gov. Should you have questions on access to the Private PAIR system, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative or access to the automated information system, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /NATISHA D COX/Primary Examiner, Art Unit 2458
Read full office action

Prosecution Timeline

Jun 02, 2025
Application Filed
Aug 26, 2026
Non-Final Rejection mailed — §101 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12749014
DETECTING VIDEO GAMING SESSIONS IN A HETEROGENEOUS COMPUTING PLATFORM
3y 11m to grant Granted Sep 29, 2026
Patent 12745133
DATA TRANSMISSION METHOD AND APPARATUS, AND TERMINAL
2y 5m to grant Granted Sep 22, 2026
Patent 12695706
NETWORK TRANSMISSION METHODS AND RELATED DEVICE THEREOF
1y 8m to grant Granted Jul 28, 2026
Patent 12684026
UNPLANNED REMOTE COLLABORATION
3y 10m to grant Granted Jul 14, 2026
Patent 12645747
SYSTEMS AND METHODS TO CURATE NOTIFICATIONS FROM UNSUBSCRIBED SOCIAL MEDIA ACCOUNTS
1y 10m to grant Granted Jun 02, 2026
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
73%
Grant Probability
94%
With Interview (+21.4%)
3y 2m (~1y 10m remaining)
Median Time to Grant
Low
PTA Risk
Based on 454 resolved cases by this examiner. Grant probability derived from career allowance rate.

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