Last updated: July 17, 2026

Application No. 18/879,177

ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING MODELS MANAGEMENT AND/OR TRAINING

Non-Final OA

Filed

Dec 26, 2024

Priority

Jul 06, 2022 — GB 2209942.8 +2 more

Examiner

TRAN, JIMMY H

Art Unit

2451

Tech Center

2400 — Computer Networks

Assignee

Samsung Electronics Co., Ltd.

OA Round

1 (Non-Final)

Interview Optional

— +17.2% interview lift. Examiner has a relatively high allowance rate (79%); +17.2% interview lift. A written response may suffice.

Based on 705 resolved cases, 2023–2026

Examiner Intelligence

TRAN, JIMMY H View full profile →

Grants 79% — above average

Career Allowance Rate

560 granted / 705 resolved

+21.4% vs TC avg

Strong +17% interview lift

Without

With

+17.2%

Interview Lift

resolved cases with interview

Typical timeline

2y 10m

Avg Prosecution

17 currently pending

Career history

726

Total Applications

across all art units

Statute-Specific Performance

§101

2.5%

-37.5% vs TC avg

§103

88.7%

+48.7% vs TC avg

§102

3.8%

-36.2% vs TC avg

§112

0.8%

-39.2% vs TC avg

Black line = Tech Center average estimate • Based on career data from 705 resolved cases

Prosecution Timeline

Dec 26, 2024

Application Filed

Apr 23, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/636,283

Patent 12671668

METHOD AND APPARATUS FOR LOCAL APPLICATION SERVER DISCOVERY IN MOBILE EDGE COMPUTING

2y 2m to grant Granted Jun 30, 2026

18/588,897

Patent 12657336

AUTOMATED ROLE-BASED ACCESS CONTROL FOR PATIENT HEALTH INFORMATION SECURITY AND COMPLIANCE

2y 3m to grant Granted Jun 16, 2026

18/208,659

Patent 12652211

NETWORK FAILURE PREVENTION

2y 12m to grant Granted Jun 09, 2026

18/426,021

Patent 12652227

SYSTEM AND METHOD FOR FAST APPLICATION AUTO-SCALING

2y 4m to grant Granted Jun 09, 2026

18/589,743

Patent 12652275

PACKET SENDING METHOD, NETWORK DEVICE, STORAGE MEDIUM, AND PROGRAM PRODUCT

2y 3m 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.

Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

1-2

Expected OA Rounds

79%

Grant Probability

97%

With Interview (+17.2%)

2y 10m (~1y 3m remaining)

Median Time to Grant

Low

PTA Risk

Based on 705 resolved cases by this examiner. Grant probability derived from career allowance rate.