Prosecution Insights
Last updated: October 02, 2026
Application No. 19/029,090

ELECTRONIC DEVICE PROVIDING PERSONALIZED CONTENTS, OPERATION METHOD THEREOF AND RECORDING MEDIUM HAVING OPERATION METHOD RECORDED THEREON

Final Rejection §102§112
Filed
Jan 17, 2025
Priority
Jan 16, 2024 — RE 10-2024-0006835 +2 more
Examiner
NGUYEN, MERILYN P
Art Unit
2153
Tech Center
2100 — Computer Architecture & Software
Assignee
Samsung Electronics Co., Ltd.
OA Round
2 (Final)
87%
Grant Probability
Favorable
3-4
OA Rounds
11m
Est. Remaining
92%
With Interview

Examiner Intelligence

Grants 87% — above average
87%
Career Allowance Rate
612 granted / 702 resolved
+32.2% vs TC avg
Moderate +5% lift
Without
With
+5.1%
Interview Lift
resolved cases with interview
Typical timeline
2y 7m
Avg Prosecution
9 currently pending
Career history
712
Total Applications
across all art units

Statute-Specific Performance

§101
17.0%
-23.0% vs TC avg
§103
26.2%
-13.8% vs TC avg
§102
31.9%
-8.1% vs TC avg
§112
17.3%
-22.7% vs TC avg
Black line = Tech Center average estimate • Based on career data from 702 resolved cases

Office Action

§102 §112
Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Claims 1-20 are active in this application. Response to Arguments Applicant arguments with respect to the 35 U.S.C 102(a)(1) rejections and the amendments have been fully considered but are addressed and rejected below in view of Knipfing. Claim Objections Claim 10 is objected to because of the following informalities: Regarding claim 10, “based on the personalized information using the personalized information” is suggested to change to --using the personalized information--. Appropriate correction is required. Claim Rejections - 35 USC § 112 The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph: The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention. Claim 13-20 are rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being indefinite for failing to particularly point out and distinctly claim the subject matter which the inventor or a joint inventor, or for pre-AIA the applicant regards as the invention. Regarding claim 13, at line 11, there is insufficient antecedent basis for “the second content”. More specifically, it is unclear whether “the second content” referring to “a second content” used to obtain personalized information (line 7) or “a second content” provided (line 9). Regarding claims 14-15, there is insufficient antecedent basis for “the second content”. Claims 16-20 depend on rejected claims thus rejected on the same ground. Examiner's Note The Examiner respectfully requests of the Applicants in preparing responses, to fully consider the entirety of the references as potentially teaching all or part of the claimed invention. It is noted, REFERENCES ARE RELEVANT AS PRIOR ART FOR ALL THEY CONTAIN. "The use of patents as references is not limited to what the patentees describe as their own inventions or to the problems with which they are concerned. They are part of the literature of the art, relevant for all they contain." In re Heck, 699 F.2d 1331, 1332-33, 216 USPQ 1038, 1039 (Fed. Cir. 1983) (quoting In re Lemelson, 397 F.2d 1006, 1009, 158 USPQ 275, 277 (CCPA 1968)). A reference may be relied upon for all that it would have reasonably suggested to one having ordinary skill the art, including non-preferred embodiments (see MPEP 2123). The Examiner has cited particular locations in the reference(s) as applied to the claims below for the convenience of the Applicants. Although the specified citations are representative of the teachings of the art and are applied to the specific limitations within the individual claims, typically other passages and figures will apply as well. Claim Rejections - 35 USC § 102 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. The following is a quotation of the appropriate paragraphs of 35 U.S.C. 102 that form the basis for the rejections under this section made in this Office action: A person shall be entitled to a patent unless – (a)(2) the claimed invention was described in a patent issued under section 151, or in an application for patent published or deemed published under section 122(b), in which the patent or application, as the case may be, names another inventor and was effectively filed before the effective filing date of the claimed invention. Claims 1-20 are rejected under 35 U.S.C. 102(a)(2) as being anticipated by Knipfing (US 2024/0354555). Regarding claim 1, Knipfing discloses an electronic device (Figure 10) comprising: at least one processor comprising processing circuitry (Figure 10); and a memory (Figure 10) storing instructions, wherein at least one processor, individually and/or collectively, is configured to execute the instructions and to cause the electronic device to: identify a first object corresponding to a primary object and a second object corresponding to an additional object among a plurality of objects included in a first content ([0097], The personalized AI agent system 232 can analyze data from multiple sources, such as various user systems 102, messages, profile information, external data sources, image data captured in real-time by a camera of the user system 102); obtain personalized information related to a user of the electronic device from a second content, wherein the personalized information comprises information indicating at least one of interest, preference, or context of the user ([0097], [0099], “The personalized AI agent system 232 can retrieve data from multiple data sources, such as activity on a user's mobile phone, an AR/VR device, a smart watch, a laptop, or other user device. Based on this information, the personalized AI agent system 232 can identify patterns and predict user's interests to generate a multimodal memory for a particular user”); obtain at least one input prompt based on the first object, the second object, and the personalized information ([0155], “the personal AI agent 502 generates a prompt that includes an image captured by the user system 102 and one or more vectors derived from the multimodal memory 508. This prompt can be provided as input to the neural network engine 514. The neural network engine 514 then accesses additional sources of data, such as external data sources 516 and/or feature APIs 518 to generate content that matches the inputs of the prompt. In some examples, the personal AI agent 502 collects contextual data of a conversation, hears audio from the user, and/or receives some other input from the user or the user's environment and generates a request for the neural network engine 514”); and provide, through a user interface, a third content output from a first Al model by providing the at least one input prompt to the first Al model, wherein the third content comprises the first object and a third object in which at least a part of the second object has been changed using the personalized information ([0155], [0157]-[0158]). Regarding claim 2, Knipfing discloses wherein at least one processor, individually and/or collectively, is configured to cause the electronic device to identify the second object as the additional object which is changeable using the personalized information, based on identification information received in association with the first content ([0157]-[0158]). Regarding claim 3, Knipfing discloses wherein the second content comprises an image captured in a place associated with the user, and wherein at least one processor, individually and/or collectively, is configured to cause the electronic device to identify information related to an object included in the image as a part of the personalized information ([0155]-[0157]). Regarding claim 4, Knipfing discloses wherein at least one processor, individually and/or collectively, is configured to cause the electronic device to display the first object updated based on the personalized information on the user interface through the third content ([0155]-[0157]). Regarding claim 5, Knipfing discloses wherein at least one processor, individually and/or collectively, is configured to cause the electronic device to identify the first object and the second object classified by a second Al model from the first content, by providing the first content to the second Al model ([0155]-[0157]). Regarding claim 6, Knipfing discloses wherein the at least one input prompt comprises a plurality of input prompts comprising a first input prompt and a second input prompt, and wherein the first input prompt comprises a feature related to the first object and the second input prompt comprises a feature related to the second object and at least a part of the personalized information ([0155], [0157]). Regarding claim 7, Knipfing discloses wherein at least one processor, individually and/or collectively, is configured to cause the electronic device to obtain the personalized information output from a third AI model by providing the second content to the third AI model ([0160], [0175] and [0180]). Regarding claim 8, Knipfing discloses wherein at least one processor, individually and/or collectively, is configured to cause the electronic device to acquire the personalized information by identifying a content being provided through the electronic device as the second content ([0097]). Regarding claim 9, Knipfing discloses wherein at least one processor, individually and/or collectively, is configured to cause the electronic device to obtain the personalized information by identifying a content to be provided through the electronic device after the third content is provided as the second content ([0097], [0099], and [0144]). Regarding claim 10, Knipfing discloses non-transitory computer-readable recording medium (Figure 1) having instructions recorded thereon which, when executed by at least one processor, comprising processing circuitry, of an electronic device, individually and/or collectively, cause the electronic device to perform at least one operation, wherein the at least one operation comprises: identifying a first object and a second object designated as being changeable through the electronic device among a plurality of objects included in a first content ([0097], The personalized AI agent system 232 can analyze data from multiple sources, such as various user systems 102, messages, profile information, external data sources, image data captured in real-time by a camera of the user system 102); obtaining personalized information related to a user of the electronic device from a second content, wherein the personalized information comprises information indicating at least one of interest, preference, or context of the user ([0097], [0099], “The personalized AI agent system 232 can retrieve data from multiple data sources, such as activity on a user's mobile phone, an AR/VR device, a smart watch, a laptop, or other user device. Based on this information, the personalized AI agent system 232 can identify patterns and predict user's interests to generate a multimodal memory for a particular user”); and providing a third content created based on the first object, the second object, and the personalized information through a user interface, wherein the third content comprises the first object and a third object in which at least a part of the second object has been changed based on the personalized information using the personalized information ([0155], [0157]-[0158]). Regarding claim 11, Knipfing discloses wherein the second content comprises an image captured by the user, wherein obtaining the personalized information comprises obtaining a facial region of the user from the image as at least a part of the personalized information ([0090], [0141] and [0155]-[0157]). Regarding claim 12, Knipfing discloses wherein providing through the user interface comprises displaying the first object updated based on object information provided by a provider of the first content through the third content ([0160], [0175] and [0180]). Regarding claim 13, Knipfing discloses method performed by an electronic device, the method comprising: identifying a first object corresponding to a primary object and a second object corresponding to an additional object among a plurality of objects included in a first content ([0097], The personalized AI agent system 232 can analyze data from multiple sources, such as various user systems 102, messages, profile information, external data sources, image data captured in real-time by a camera of the user system 102); obtaining personalized information related to a user of the electronic device from a second content, wherein the personalized information comprises information indicating at least one of interest, preference, or context of the user ([0097], [0099], “The personalized AI agent system 232 can retrieve data from multiple data sources, such as activity on a user's mobile phone, an AR/VR device, a smart watch, a laptop, or other user device. Based on this information, the personalized AI agent system 232 can identify patterns and predict user's interests to generate a multimodal memory for a particular user”); and providing a second content created based on the first object, the second object, and the personalized information through a user interface, wherein the second content comprises the first object and a third object in which at least a part of the second object has been changed using the personalized information ([0155], [0157]-[0158]). Regarding claim 14, Knipfing discloses acquiring the second content by inputting an input prompt generated based on the first object, the second object, and the personalized information to an AI model ([0155], [0157]-[0158]). Regarding claim 15, Knipfing discloses wherein the second content comprises an updated first object ([0155], [0157]-[0158]). Regarding claim 16, Knipfing discloses wherein the first object is updated based on object information generated by a provider of the first content ([0157]-[0158]). Regarding claim 17, Knipfing discloses wherein identifying comprises identifying the first object among the plurality of objects as the primary object, based on identification information received in association with the first content ([0097], [0155], [0157]-[0158]). Regarding claim 18, Knipfing discloses wherein identifying comprises identifying, as the additional object, an object that satisfies a designated condition among objects included in the plurality of objects and not identified as the primary object ([0097], [0099]). Regarding claim 19, Knipfing discloses wherein the designated condition is related to types of objects, and wherein identifying comprises identifying, as the additional object, the second object the type of related to a portrait among the plurality of objects ([0097]-[0099]). Regarding claim 20, Knipfing discloses wherein the personalized information further comprises information related to a content being provided through the electronic device, and wherein the method comprises changing the second object to the third object using at least a part of the content ([0097], [0099], [0144] and [0155]). Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Ren (US 20220207872) discloses apparatus and method for processing prompt information. Zadeh (US 20180204111) discloses System And Method For Extremely Efficient Image And Pattern Recognition And Artificial Intelligence Platform. Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to MERILYN P NGUYEN whose telephone number is 571-272-4026. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Kavita Stanley can be reached on (571) 272-8352. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of an application may be obtained from the Patent Application Information Retrieval (PAIR) system. Status information for published applications may be obtained from either Private PAIR or Public PAIR. Status information for unpublished applications is available through Private PAIR only. For more information about the PAIR system, see http://pair-direct.uspto.gov. Should you have questions on access to the Private PAIR system, contact the Electronic Business Center (EBC) at 866-217-9197. /MERILYN P NGUYEN/ Primary Examiner, Art Unit 2153 August 28, 2026
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Prosecution Timeline

Jan 17, 2025
Application Filed
Jan 21, 2026
Non-Final Rejection mailed — §102, §112
Mar 31, 2026
Applicant Interview (Telephonic)
Mar 31, 2026
Examiner Interview Summary
Apr 21, 2026
Response Filed
Sep 09, 2026
Final Rejection mailed — §102, §112 (current)

Precedent Cases

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

3-4
Expected OA Rounds
87%
Grant Probability
92%
With Interview (+5.1%)
2y 7m (~11m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 702 resolved cases by this examiner. Grant probability derived from career allowance rate.

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