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 .
Detailed Action
Office Action is in response to the reply filed by Applicant on 3/27/2026. Claims 3-6 and 11-14 have been cancelled. Claims 1, 2, 7-10 and 15 are pending. This Office Action is Final.
Response to Arguments
A) Applicant’s arguments regarding Claim 1 and the 35 USC 101 rejection for being an Abstract idea has been considered and deemed not persuasive. Under the 2-prong analysis, Step 2A is that the claims as written could be a performed using mental steps. Applicant’s limitations recite steps that can still be performed in the mind. For example, predict a resource, calculate a resource, selecting an optimal flavor and generate a template. Examiner deems that these steps can all be performed mentally or with the help of a generic computer.
Further, with respect to Step 2B, is that the claims do not contain any improvement to the current technology. As previously stated above, Examiner deems that the claims can all be performed by a generic computer. And that the there is nothing argued that these needs to be done by a special computer that requires special hardware components which would be required to perform the mental steps. The claim language and limitations setup for a generation of a template with the use of predicted resource, a calculated resource and a selected flavor. The limitations essentially use this data to create a template, but the templated is never applied in any manner. As a result, the 35 USC 101 rejection for Abstract Idea stands.
B) Applicant’s arguments regarding Claim 15 and the 35 USC 101 rejection for a transitory medium has been considered and deemed persuasive. As a result, this rejection has been Withdrawn.
Claim Interpretation
The following is a quotation of 35 U.S.C. 112(f):
(f) Element in Claim for a Combination. – An element in a claim for a combination may be expressed as a means or step for performing a specified function without the recital of structure, material, or acts in support thereof, and such claim shall be construed to cover the corresponding structure, material, or acts described in the specification and equivalents thereof.
The following is a quotation of pre-AIA 35 U.S.C. 112, sixth paragraph:
An element in a claim for a combination may be expressed as a means or step for performing a specified function without the recital of structure, material, or acts in support thereof, and such claim shall be construed to cover the corresponding structure, material, or acts described in the specification and equivalents thereof.
The claims in this application are given their broadest reasonable interpretation using the plain meaning of the claim language in light of the specification as it would be understood by one of ordinary skill in the art. The broadest reasonable interpretation of a claim element (also commonly referred to as a claim limitation) is limited by the description in the specification when 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, is invoked.
As explained in MPEP § 2181, subsection I, claim limitations that meet the following three-prong test will be interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph:
(A) the claim limitation uses the term “means” or “step” or a term used as a substitute for “means” that is a generic placeholder (also called a nonce term or a non-structural term having no specific structural meaning) for performing the claimed function;
(B) the term “means” or “step” or the generic placeholder is modified by functional language, typically, but not always linked by the transition word “for” (e.g., “means for”) or another linking word or phrase, such as “configured to” or “so that”; and
(C) the term “means” or “step” or the generic placeholder is not modified by sufficient structure, material, or acts for performing the claimed function.
Use of the word “means” (or “step”) in a claim with functional language creates a rebuttable presumption that the claim limitation is to be treated in accordance with 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph. The presumption that the claim limitation is interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, is rebutted when the claim limitation recites sufficient structure, material, or acts to entirely perform the recited function.
Absence of the word “means” (or “step”) in a claim creates a rebuttable presumption that the claim limitation is not to be treated in accordance with 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph. The presumption that the claim limitation is not interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, is rebutted when the claim limitation recites function without reciting sufficient structure, material or acts to entirely perform the recited function.
Claim limitations in this application that use the word “means” (or “step”) are being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, except as otherwise indicated in an Office action. Conversely, claim limitations in this application that do not use the word “means” (or “step”) are not being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, except as otherwise indicated in an Office action.
This application includes one or more claim limitations that do not use the word “means,” but are nonetheless being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, because the claim limitation(s) uses a generic placeholder that is coupled with functional language without reciting sufficient structure to perform the recited function and the generic placeholder is not preceded by a structural modifier. Such claim limitation(s) is/are: A prediction API and a prediction-based autoscaler in claim 1.
Because this/these claim limitation(s) is/are being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, it/they is/are being interpreted to cover the corresponding structure described in the specification as performing the claimed function, and equivalents thereof.
If applicant does not intend to have this/these limitation(s) interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph, applicant may: (1) amend the claim limitation(s) to avoid it/them being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph (e.g., by reciting sufficient structure to perform the claimed function); or (2) present a sufficient showing that the claim limitation(s) recite(s) sufficient structure to perform the claimed function so as to avoid it/them being interpreted under 35 U.S.C. 112(f) or pre-AIA 35 U.S.C. 112, sixth paragraph.
Claim Rejections - 35 USC § 101
35 U.S.C. 101 reads as follows:
Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title.
Claim 1, 2, 7-10 and 15 is rejected under 35 U.S.C. 101 as being directed to non-statutory subject matter.
Claims 1, 8, 9 and 15 are rejected under 35 USC 101 as being directed to an abstract idea without being integrated into a practical application or being significantly more.
Regarding claim 1 and similarly claims 8, 9 and 15, the claim recites the limitations “predicting resource …;” “calculating required resource …;” and “generating a template…;” Broadly interpreted, the aforementioned steps are directed to mental processes as said steps could be performed in the human mind. Therefore, the claims recite an abstract idea.
Said abstract idea and/or judicial exception is not integrated into a practical application as the claim does not recite any other active steps that could be considered that the abstract idea is being integrated into a practical application.
However, said operations are not sufficient to consider that the abstract idea is being interpreted into a practical application. Said operations are recited at a high level of generality in gathering/processing, which are a form of insignificant extra-solution activity.
It’s also noted that the claims recite additional limitation/elements (i.e., system, processing circuitry, processor, memory, etc.,). However, said additional elements are recited at a high-level of generality (i.e., as a generic computing device performing a generic computer functions) such that it amounts no more than mere instructions to apply the exception or abstract idea using generic computer components. Accordingly, these additional elements do not integrate the abstract idea into a practical application because they do not impose any meaningful limits on practicing the abstract idea.
The claims do not include additional elements/limitations/embodiments that are sufficient to amount to significantly more than the judicial exception because the additional elements when considered both individually and as an ordered combination do not amount to significantly more than the abstract idea. As mentioned above, although the claims recite additional elements, said elements taken individually or as a combination, do not result in the claim amounting to significantly more than the abstract idea because as the additional elements perform generic computer content distributing functions routinely used in information technology field. As discussed above, the additional elements recited at a high-level of generality such that they amount no more than mere instructions to apply the exception using a generic computer component. Therefore, the claim is directed to non-statutory subject matter.
Regarding claims 2, 7 and 10, claims 2, 7 and 10 are also rejected under 35 U.S.C. 101 as being directed to non-statutory subject matter for the same reasons addressed above as the claims recite an abstract idea and the claims do not positively recite any other operations that could be considered as the abstract idea is being integrated into a practical application or significantly more.
Allowable Subject Matter
The following is a statement of reasons for the indication of allowable subject matter:
Applicant's arguments/amendments filed on 3/27/2026 make the record is clear regarding reasons for allowance for claims 1, 8, 9 and 15. See MPEP 1302.14(1).
According to MPEP 1302.14 (I): “In most cases, the examiner’s actions and the applicant’s replies make evident the reasons for allowance, satisfying the “record as a whole” proviso of the rule. This is particularly true when applicant fully complies with 37 CFR 1.111 (b) and (e) and 37 CFR 1.133(b). Thus, where the examiner’s actions clearly point out the reasons for rejection and the applicant’s reply explicitly presents reasons why claims are patentable over the reference, the reasons for allowance are in all probability evident from the record and no statement should be necessary."
Conclusion
Any inquiry concerning this communication or earlier communications from the examiner should be directed to RODERICK TOLENTINO whose telephone number is (571)272-2661. The examiner can normally be reached Mon- Fri 8am-4pm.
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If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Luu Pham can be reached at 571-270-5002. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300.
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RODERICK . TOLENTINO
Examiner
Art Unit 2439
/RODERICK TOLENTINO/Primary Examiner, Art Unit 2439
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