Last updated: July 17, 2026

Application No. 18/461,378

Management Of Multiple Machine Learning Model Pipelines

Non-Final OA

Filed

Sep 05, 2023

Priority

Oct 16, 2022 — provisional 63/416,579

Examiner

LU, HWEI-MIN

Art Unit

2142

Tech Center

2100 — Computer Architecture & Software

Assignee

ORACLE INTERNATIONAL Corporation

OA Round

1 (Non-Final)

This examiner grants 62% of cases after interview

— +40.1% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 232 resolved cases, 2023–2026

Examiner Intelligence

LU, HWEI-MIN View full profile →

Grants 62% of resolved cases

Career Allowance Rate

145 granted / 232 resolved

+7.5% vs TC avg

Strong +40% interview lift

Without

With

+40.1%

Interview Lift

resolved cases with interview

Typical timeline

2y 11m

Avg Prosecution

20 currently pending

Career history

263

Total Applications

across all art units

Statute-Specific Performance

§101

2.3%

-37.7% vs TC avg

§103

89.6%

+49.6% vs TC avg

§102

4.1%

-35.9% vs TC avg

§112

3.7%

-36.3% vs TC avg

Black line = Tech Center average estimate • Based on career data from 232 resolved cases

Prosecution Timeline

Sep 05, 2023

Application Filed

May 06, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/804,259

Patent 12682260

ADJUDICATION ALGORITHM BYPASS CONDITIONS

4y 1m to grant Granted Jul 14, 2026

17/706,000

Patent 12675690

ANOMALY DETECTION WITH MODEL HYPERPARAMETER SELECTION

4y 3m to grant Granted Jul 07, 2026

18/026,140

Patent 12670363

MIXTURE-OF-EXPERTS MODEL IMPLEMENTATION METHOD AND SYSTEM, ELECTRONIC DEVICE, AND STORAGE MEDIUM

3y 3m to grant Granted Jun 30, 2026

18/153,994

Patent 12670442

ARTIFICIAL INTELLIGENCE CAPSULE POSITIONING SYSTEM

3y 5m to grant Granted Jun 30, 2026

17/919,884

Patent 12664465

METHODS, APPARATUS AND MACHINE-READABLE MEDIA RELATING TO DATA ANALYTICS IN A COMMUNICATIONS NETWORK

3y 8m to grant Granted Jun 23, 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

62%

Grant Probability

99%

With Interview (+40.1%)

2y 11m (~0m remaining)

Median Time to Grant

Low

PTA Risk

Based on 232 resolved cases by this examiner. Grant probability derived from career allowance rate.