Last updated: July 17, 2026

Application No. 18/524,875

Method for Constructing AI Integrated Model, and AI Integrated Model Inference Method and Apparatus

Non-Final OA

Filed

Nov 30, 2023

Priority

May 31, 2021 — CN 202110602479.6 +2 more

Examiner

MAUNI, HUMAIRA ZAHIN

Art Unit

Tech Center

Assignee

Huawei Technologies Co., Ltd.

OA Round

1 (Non-Final)

This examiner grants 46% of cases after interview

— +58.1% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 22 resolved cases, 2023–2026

Examiner Intelligence

MAUNI, HUMAIRA ZAHIN View full profile →

Grants 46% of resolved cases

Career Allowance Rate

10 granted / 22 resolved

-14.5% vs TC avg

Strong +58% interview lift

Without

With

+58.1%

Interview Lift

resolved cases with interview

Typical timeline

4y 0m

Avg Prosecution

24 currently pending

Career history

Total Applications

across all art units

Statute-Specific Performance

§101

3.9%

-36.1% vs TC avg

§103

91.8%

+51.8% vs TC avg

§102

3.3%

-36.7% vs TC avg

§112

1.1%

-38.9% vs TC avg

Black line = Tech Center average estimate • Based on career data from 22 resolved cases

Prosecution Timeline

Nov 30, 2023

Application Filed

Feb 22, 2024

Response after Non-Final Action

Jun 02, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/607,299

Patent 12682253

METHOD AND DEVICE FOR CONSTRUCTING DECISION TREE

4y 8m to grant Granted Jul 14, 2026

17/655,010

Patent 12670385

Technique for Retraining Operational Neural Networks Using Synthetically Generated Retraining Data

4y 3m to grant Granted Jun 30, 2026

17/740,383

Patent 12657469

Training Machine-Trained Models by Directly Specifying Gradient Elements

4y 1m to grant Granted Jun 16, 2026

17/475,557

Patent 12585969

GENERATING CONFIDENCE SCORES FOR MACHINE LEARNING MODEL PREDICTIONS

4y 6m to grant Granted Mar 24, 2026

Study what changed to get past this examiner. Based on 4 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

46%

Grant Probability

99%

With Interview (+58.1%)

4y 0m (~1y 5m remaining)

Median Time to Grant

Low

PTA Risk

Based on 22 resolved cases by this examiner. Grant probability derived from career allowance rate.