Last updated: July 17, 2026

Application No. 18/478,894

ENCODING AND RETRIEVAL OF SYNTHETIC MEMORIES FOR A GENERATIVE MODEL FROM A USER INTERACTION HISTORY INCLUDING MULTIPLE INTERACTION MODALITIES

Non-Final OA

Filed

Sep 29, 2023

Priority

Jul 14, 2023 — provisional 63/513,696 +1 more

Examiner

TSAI, JAMES T

Art Unit

2147

Tech Center

2100 — Computer Architecture & Software

Assignee

Microsoft Technology Licensing, LLC

OA Round

1 (Non-Final)

This examiner grants 63% of cases after interview

— +56.2% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 305 resolved cases, 2023–2026

Examiner Intelligence

TSAI, JAMES T View full profile →

Grants 63% of resolved cases

Career Allowance Rate

192 granted / 305 resolved

+8.0% vs TC avg

Strong +56% interview lift

Without

With

+56.2%

Interview Lift

resolved cases with interview

Typical timeline

3y 3m

Avg Prosecution

39 currently pending

Career history

331

Total Applications

across all art units

Statute-Specific Performance

§101

1.5%

-38.5% vs TC avg

§103

96.4%

+56.4% vs TC avg

§102

1.0%

-39.0% vs TC avg

§112

0.3%

-39.7% vs TC avg

Black line = Tech Center average estimate • Based on career data from 305 resolved cases

Prosecution Timeline

Sep 29, 2023

Application Filed

May 20, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/670,361

Patent 12682206

QUANTIZED NEURAL NETWORK TRAINING AND INFERENCE

4y 5m to grant Granted Jul 14, 2026

17/938,162

Patent 12682207

ENHANCING SILENT FEATURES WITH ADVERSARIAL NETWORKS FOR IMPROVED MODEL VERSIONS

3y 9m to grant Granted Jul 14, 2026

17/564,149

Patent 12675718

AHEAD-OF-TIME GATE-FUSION TRANSPILATION FOR SIMULATION

4y 6m to grant Granted Jul 07, 2026

18/331,544

Patent 12670365

METHOD AND SYSTEM FOR MULTI-SENSOR FUSION IN THE PRESENCE OF MISSING AND NOISY LABELS

3y 0m to grant Granted Jun 30, 2026

18/068,328

Patent 12650754

THREE-DIMENSIONAL INTERFACE CONTROL METHOD AND TERMINAL

3y 5m 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

63%

Grant Probability

99%

With Interview (+56.2%)

3y 3m (~5m remaining)

Median Time to Grant

Low

PTA Risk

Based on 305 resolved cases by this examiner. Grant probability derived from career allowance rate.