Last updated: July 17, 2026

Application No. 18/289,292

GENERATING AND GLOBALLY TUNING APPLICATION-SPECIFIC MACHINE LEARNING ACCELERATORS

Non-Final OA

Filed

Nov 02, 2023

Priority

May 03, 2021 — nonprovisional of PCTUS2021030416

Examiner

KINSAUL, DANIEL W

Art Unit

2121

Tech Center

2100 — Computer Architecture & Software

Assignee

Google LLC

OA Round

1 (Non-Final)

Interview Optional

— +43.7% interview lift. Examiner has a relatively high allowance rate (65%); +43.7% interview lift. A written response may suffice.

Based on 220 resolved cases, 2023–2026

Examiner Intelligence

KINSAUL, DANIEL W View full profile →

Grants 65% — above average

Career Allowance Rate

143 granted / 220 resolved

+10.0% vs TC avg

Strong +44% interview lift

Without

With

+43.7%

Interview Lift

resolved cases with interview

Typical timeline

3y 9m

Avg Prosecution

1 currently pending

Career history

222

Total Applications

across all art units

Statute-Specific Performance

§101

0.3%

-39.7% vs TC avg

§103

87.1%

+47.1% vs TC avg

§102

3.5%

-36.5% vs TC avg

§112

1.7%

-38.3% vs TC avg

Black line = Tech Center average estimate • Based on career data from 220 resolved cases

Prosecution Timeline

Nov 02, 2023

Application Filed

May 07, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

13/110,282

Patent 9678992

NULL

6y 0m to grant Granted Jun 13, 2017

13/087,145

Patent 9514476

NULL

5y 7m to grant Granted Dec 06, 2016

13/370,022

Patent 9507875

NULL

4y 9m to grant Granted Nov 29, 2016

13/845,989

Patent 9507857

NULL

3y 8m to grant Granted Nov 29, 2016

14/552,166

Patent 9503402

NULL

1y 12m to grant Granted Nov 22, 2016

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

65%

Grant Probability

99%

With Interview (+43.7%)

3y 9m (~1y 1m remaining)

Median Time to Grant

Low

PTA Risk

Based on 220 resolved cases by this examiner. Grant probability derived from career allowance rate.

GENERATING AND GLOBALLY TUNING APPLICATION-SPECIFIC MACHINE LEARNING ACCELERATORS

Interview Optional

Examiner Intelligence

Statute-Specific Performance

Prosecution Timeline

Precedent Cases

Applications granted by this same examiner with similar technology

Strategy Recommendation AI-generated — please review before filing

Prosecution Projections

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