Prosecution Insights
Last updated: May 29, 2026
Application No. 17/977,808

NEURAL NETWORKS FOR GENERATING EMOTIVE GESTURES FOR VIRTUAL AGENTS

Final Rejection
Filed
Oct 31, 2022
Priority
Oct 29, 2021 — provisional 63/263,295
Examiner
BRACERO, ANDREW ANGEL
Art Unit
2126
Tech Center
2100 — Computer Architecture & Software
Assignee
UNIVERSITY OF MARYLAND, BALTIMORE
OA Round
2 (Final)
100%
Grant Probability
Favorable
3-4
OA Rounds
11m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 100% — above average
100%
Career Allowance Rate
9 granted / 9 resolved
+45.0% vs TC avg
Minimal +0% lift
Without
With
+0.0%
Interview Lift
resolved cases with interview
Typical timeline
4y 6m
Avg Prosecution
14 currently pending
Career history
32
Total Applications
across all art units

Statute-Specific Performance

§103
100.0%
+60.0% vs TC avg
Black line = Tech Center average estimate • Based on career data from 9 resolved cases

Prosecution Timeline

Oct 31, 2022
Application Filed
Jul 30, 2025
Non-Final Rejection mailed
Nov 10, 2025
Response Filed
Feb 20, 2026
Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12619870
PROGRAMMABLE NON-LINEAR ACTIVATION ENGINE FOR NEURAL NETWORK ACCELERATION
4y 1m to grant Granted May 05, 2026
Study what changed to get past this examiner. Based on 1 most recent grants.

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Prosecution Projections

3-4
Expected OA Rounds
100%
Grant Probability
99%
With Interview (+0.0%)
4y 6m (~11m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 9 resolved cases by this examiner. Grant probability derived from career allowance rate.

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