Last updated: July 17, 2026

Application No. 18/522,952

PREDICTION MODEL FOR DEBUGGING

Non-Final OA

Filed

Nov 29, 2023

Examiner

SMITH, PAULINHO E

Art Unit

Tech Center

Assignee

Truist Bank

OA Round

1 (Non-Final)

Interview Optional

— +9.7% interview lift. Interview lift (+9.7%) is below the 15.0% threshold. A written response is recommended.

Based on 543 resolved cases, 2023–2026

Examiner Intelligence

SMITH, PAULINHO E View full profile →

Grants 80% — above average

Career Allowance Rate

436 granted / 543 resolved

+20.3% vs TC avg

Moderate +10% lift

Without

With

+9.7%

Interview Lift

resolved cases with interview

Typical timeline

3y 2m

Avg Prosecution

21 currently pending

Career history

566

Total Applications

across all art units

Statute-Specific Performance

§101

11.9%

-28.1% vs TC avg

§103

65.0%

+25.0% vs TC avg

§102

12.1%

-27.9% vs TC avg

§112

5.6%

-34.4% vs TC avg

Black line = Tech Center average estimate • Based on career data from 543 resolved cases

Prosecution Timeline

Nov 29, 2023

Application Filed

May 20, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/297,493

Patent 12675671

ARTIFICIAL INTELLIGENCE-BASED ANOMALY DETECTION AND PREDICTION

3y 3m to grant Granted Jul 07, 2026

17/492,442

Patent 12672216

PHYSICS-INFORMED PARTIAL LEAST SQUARES REGRESSION MODELING FOR FAILURE DETECTION IN POWER ELECTRONIC DEVICES

4y 9m to grant Granted Jun 30, 2026

17/571,045

Patent 12670373

MEMORY BANDWIDTH REDUCTION TECHNIQUES FOR LOW POWER CONVOLUTIONAL NEURAL NETWORK INFERENCE APPLICATIONS

4y 5m to grant Granted Jun 30, 2026

19/058,350

Patent 12670392

MACHINE LEARNING ROBUSTNESS THROUGH SENSIBLE DECISION BOUNDARIES

1y 4m to grant Granted Jun 30, 2026

17/664,432

Patent 12651148

NEURON CIRCUITS FOR SPIKING NEURAL NETWORKS

4y 0m to grant Granted Jun 09, 2026

Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.

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Prosecution Projections

1-2

Expected OA Rounds

80%

Grant Probability

90%

With Interview (+9.7%)

3y 2m (~7m remaining)

Median Time to Grant

Low

PTA Risk

Based on 543 resolved cases by this examiner. Grant probability derived from career allowance rate.