Prosecution Insights
Last updated: April 19, 2026
Application No. 18/784,487

TECHNIQUES FOR GENERATING LANGUAGE MODEL CONTEXT BASED ON A KNOWLEDGE GRAPH

Non-Final OA §101
Filed
Jul 25, 2024
Examiner
MORRISON, JAY A
Art Unit
2151
Tech Center
2100 — Computer Architecture & Software
Assignee
Naboo AI Ltd.
OA Round
3 (Non-Final)
81%
Grant Probability
Favorable
3-4
OA Rounds
3y 2m
To Grant
99%
With Interview

Examiner Intelligence

Grants 81% — above average
81%
Career Allow Rate
692 granted / 855 resolved
+25.9% vs TC avg
Strong +24% interview lift
Without
With
+23.6%
Interview Lift
resolved cases with interview
Typical timeline
3y 2m
Avg Prosecution
24 currently pending
Career history
879
Total Applications
across all art units

Statute-Specific Performance

§101
23.4%
-16.6% vs TC avg
§103
50.1%
+10.1% vs TC avg
§102
11.5%
-28.5% vs TC avg
§112
9.3%
-30.7% vs TC avg
Black line = Tech Center average estimate • Based on career data from 855 resolved cases

Office Action

§101
DETAILED ACTION 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 . Continued Examination Under 37 CFR 1.114 A request for continued examination under 37 CFR 1.114, including the fee set forth in 37 CFR 1.17(e), was filed in this application after final rejection. Since this application is eligible for continued examination under 37 CFR 1.114, and the fee set forth in 37 CFR 1.17(e) has been timely paid, the finality of the previous Office action has been withdrawn pursuant to 37 CFR 1.114. Applicant's submission filed on 11/17/2025 has been entered. Remarks Claims 1-27 are pending. 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 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. The claim recites “A method for generating a query response from a knowledge base, comprising: generating a knowledge graph based on a plurality of data sources of a computing environment, wherein a first data source of the plurality of data sources is based on a first schema and a second data source of the plurality of data sources is based on a second schema, which is different from the first schema, wherein the knowledge graph including a plurality of nodes representing computing environment entities, and wherein an edge of a node is assigned a weight based at least on a data source of the plurality of data sources corresponding to a computing environment entity represented by the node and a semantic distance between a first node and a second node of the plurality of nodes; receiving, by a prompt generator, a natural language query; extracting from the received natural language query at least a computing environment entity; traversing the knowledge graph to detect [[a]] the second node connected to [[a]]the first node representing the computing environment entity; generating a context for a language model, wherein the context includes data extracted from the second node; generating a prompt for the language model based on the generated context and the received natural language query; and processing the generated prompt based on the generated context and the received natural language query and utilizing the language model to generate a response based on the prompt”. The limitations of “A method for generating a query response from a knowledge base, comprising: generating a knowledge graph based on a plurality of data sources of a computing environment, wherein a first data source of the plurality of data sources is based on a first schema and a second data source of the plurality of data sources is based on a second schema, which is different from the first schema, wherein the knowledge graph including a plurality of nodes representing computing environment entities, and wherein an edge of a node is assigned a weight based at least on a data source of the plurality of data sources corresponding to a computing environment entity represented by the node and a semantic distance between a first node and a second node of the plurality of nodes; an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. The claim recites the additional elements of “receiving, by a prompt generator, a natural language query” that are the insignificant extra-solution activity of data gathering and/or output, and can be understood as activities incidental to the primary process or product that are merely a nominal or tangential addition to the claim (see MPEP 2106.05(g)). The claim also recites the additional element of “utilizing the language model to” that is mere instructions to apply an exception. A recitation of the words "apply it" (or an equivalent) are mere instructions to implement an abstract idea or other exception on a computer. (See MPEP 2106.05(f)). 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. The claim recites the additional elements of “receiving, by a prompt generator, a natural language query” that are the insignificant extra-solution activity of data gathering and/or output, and can be understood as activities incidental to the primary process or product that are merely a nominal or tangential addition to the claim (see MPEP 2106.05(g)). The claim also recites the additional element of “utilizing the language model to” that is mere instructions to apply an exception. A recitation of the words "apply it" (or an equivalent) are mere instructions to implement an abstract idea or other exception on a computer. (See MPEP 2106.05(f)). These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 2 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 1, further comprising: accessing a version control system (VCS) of the computing environment; and generating the knowledge graph based on metadata and data extracted from the VCS”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 3 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 2, further comprising: generating a third node in the knowledge graph, the third node representing a code object accessed through the VCS”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 4 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 1, further comprising: accessing an issue tracking system of the computing environment; extracting data related to the computing environment entity from a ticket of the issue tracking system; and generating a representation in the knowledge graph of the computing environment entity based on the extracted data”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 5 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 1, further comprising: determining a context length of the language model; and continuously traversing the knowledge graph to detect a plurality of second nodes”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 6 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 5, further comprising: generating the context based on the plurality of second nodes and the determined context length”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 7 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 1, further comprising: generating the prompt further based on a preexisting prompt template”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 8 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 7, further comprising: processing a predetermined prompt by the language model based on the preexisting prompt template, the generated context and the received natural language query”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 9 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 1, further comprising: traversing the knowledge graph to detect a plurality of neighbor nodes, each neighbor node connected to the first node by a number of nodes less than a predetermined value”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 10 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 1, further comprising: generating the knowledge graph prior to receiving the natural language query”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 11 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 1, further comprising: generating a relevancy score for each data source of the plurality of data sources”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 12 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 11, further comprising: generating the relevancy score for each identity of a plurality of identities”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 13 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “The method of claim 11, further comprising: generating the context further based on the relevancy score”. If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 14 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. The claim recites “A non-transitory computer-readable medium storing a set of instructions for generating a query response from a knowledgebase, the set of instructions comprising: one or more instructions that, when executed by one or more processing circuitries of a device, cause the device to: generate a knowledge graph based on a plurality of data sources of a computing environment, wherein a first data source of the plurality of data sources is based on a first schema and a second data source of the plurality of data sources is based on a second schema, which is different from the first schema, wherein the knowledge graph including a plurality of nodes representing computing environment entities, and wherein an edge of a node is assigned a weight based at least on a data source of the plurality of data sources corresponding to a computing environment entity represented by the node and a semantic distance between a first node and a second node of the plurality of nodes; receive, by a prompt generator, a natural language query; extract from the received natural language query at least a computing environment entity; traverse the knowledge graph to detect the second node connected to the first node representing the computing environment entity; generate a context for a language model, wherein the context includes data extracted from the second node; generate a prompt for the language model based on the generated context and the received natural language query; and process the generated prompt based on the generated context and the received natural language query and utilizing the language model to generate a response based on the prompt”. The limitations of “assigned a weight based at least on a data source of the plurality of data sources corresponding to a computing environment entity represented by the node and a semantic distance between a first node and a second node of the plurality of nodes; This judicial exception is not integrated into a practical application. In particular, the claim recites an additional element – using “a non-transitory computer-readable medium” and “one or more processing circuitries of a device” to perform the claimed steps. The “non-transitory computer-readable medium” and “one or more processing circuitries of a device” in these steps is recited at a high-level of generality (i.e., as “a non-transitory computer-readable medium” and “one or more processing circuitries of a device” performing generic computer functions) such that it amounts no more than mere instructions to apply the exception using a generic computer component. The claim also recites the additional elements of “receive, by a prompt generator, a natural language query” that are the insignificant extra-solution activity of data gathering and/or output, and can be understood as activities incidental to the primary process or product that are merely a nominal or tangential addition to the claim (see MPEP 2106.05(g)). The claim also recites the additional element of “utilizing the language model to” that is mere instructions to apply an exception. A recitation of the words "apply it" (or an equivalent) are mere instructions to implement an abstract idea or other exception on a computer. (See MPEP 2106.05(f)). 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. As discussed above with respect to integration of the abstract idea into a practical application, the additional elements of using “a non-transitory computer-readable medium” and “one or more processing circuitries of a device” to perform the claimed steps amounts to no more than mere instructions to apply the exception using a generic computer component. The claim also recites the additional elements of “receive, by a prompt generator, a natural language query” that are the insignificant extra-solution activity of data gathering and/or output, and can be understood as activities incidental to the primary process or product that are merely a nominal or tangential addition to the claim (see MPEP 2106.05(g)). The claim also recites the additional element of “utilizing the language model to” that is mere instructions to apply an exception. A recitation of the words "apply it" (or an equivalent) are mere instructions to implement an abstract idea or other exception on a computer. (See MPEP 2106.05(f)). These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 15 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. The claim recites “A system for generating a query response from a knowledge base comprising: one or more processing circuitries configured to: generate a knowledge graph based on a plurality of data sources of a computing environment, wherein a first data source of the plurality of data sources is based on a first schema and a second data source of the plurality of data sources is based on a second schema, which is different from the first schema, wherein the knowledge graph including a plurality of nodes representing computing environment entities, and wherein an edge of a node is assigned a weight based at least on a data source of the plurality of data sources corresponding to a computing environment entity represented by the node and a semantic distance between a first node and a second node of the plurality of nodes; receive, by a prompt generator, a natural language query; extract from the received natural language query at least a computing environment entity; traverse the knowledge graph to detect a second node connected to the first node representing the computing environment entity; generate a context for a language model, wherein the context includes data extracted from the second node; generate a prompt for the language model based on the generated context and the received natural language query; and process the generated prompt based on the generated context and the received natural language query and utilizing the language model to generate a response based on the prompt”. The limitations of “includes data extracted from the second node; generate a prompt for the language model based on the generated context and the received natural language query; and process the generated prompt based on the generated context and the received natural language query and This judicial exception is not integrated into a practical application. In particular, the claim recites an additional element – using “a system” and “one or more processing circuitries” to perform the claimed steps. The “system” and “one or more processing circuitries” in these steps is recited at a high-level of generality (i.e., as “a system” and “one or more processing circuitries” performing generic computer functions) such that it amounts no more than mere instructions to apply the exception using a generic computer component. The claim also recites the additional elements of “receive, by a prompt generator, a natural language query” that are the insignificant extra-solution activity of data gathering and/or output, and can be understood as activities incidental to the primary process or product that are merely a nominal or tangential addition to the claim (see MPEP 2106.05(g)). The claim also recites the additional element of “utilizing the language model to” that is mere instructions to apply an exception. A recitation of the words "apply it" (or an equivalent) are mere instructions to implement an abstract idea or other exception on a computer. (See MPEP 2106.05(f)). 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. As discussed above with respect to integration of the abstract idea into a practical application, the additional elements of using “a system” and “one or more processing circuitries” to perform the claimed steps amounts to no more than mere instructions to apply the exception using a generic computer component. The claim also recites the additional elements of “receive, by a prompt generator, a natural language query” that are the insignificant extra-solution activity of data gathering and/or output, and can be understood as activities incidental to the primary process or product that are merely a nominal or tangential addition to the claim (see MPEP 2106.05(g)). The claim also recites the additional element of “utilizing the language model to” that is mere instructions to apply an exception. A recitation of the words "apply it" (or an equivalent) are mere instructions to implement an abstract idea or other exception on a computer. (See MPEP 2106.05(f)). These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 16 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “ Claim 17 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “ Claim 18 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “ Claim 19 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “15, wherein Claim 20 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “If a claim limitation, under its broadest reasonable interpretation, covers performance of the limitation in the mind but for the recitation of generic computer components, then it falls within the “Mental Processes” grouping of abstract ideas. Accordingly, the claim recites an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 21 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong One. See also MPEP 2106.04(II)(A)(1), 2106.04(a)(2). This judicial exception is not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 22 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “not integrated into a practical application. Accordingly, any 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 claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 23 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “meaningful limits on practicing the abstract idea. The claim is directed to an abstract idea. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2A, Prong Two. See also MPEP 2106.04(II)(A)(2), MPEP 2106.04(d). The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 24 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “additional elements that are sufficient to amount to significantly more than the judicial exception. These additional elements cannot provide an inventive concept. The claim is not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 25 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “not patent eligible. See 2019 Revised Patent Subject Matter Eligibility Guidance, Step 2B. See also MPEP 2106.05. Claim 26 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “ Claim 27 is rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In addition to any abstract ideas and additional elements in the parent claim(s), the claim recites “ Response to Arguments Applicant's arguments filed 11/17/2025 with respect to the 35 USC 101 rejections have been fully considered but they are not persuasive. Applicant argues that “a human cannot feasibly generate or manipulate a graph of potentially millions of entities and weighted edges in real time, especially when edge weights depend on a "semantic distance" metric and "data source-specific weighting” and that “such an operation inherently requires computer processing to handle the scale, structure, and semantics of the data” (applicant arguments, page 12). However, there is nothing in the claims about “millions of entities and weighted edges” and so this argument is not convincing. Applicant further argues that the claim “requires traversing the knowledge graph to ‘detect the second node connected to the first node,’ which is a graph traversal algorithm, not a mental act” and that “a graph traversal (e.g., Dijkstra, BFS, DFS) involves machine-based computation over complex data structures and cannot be performed mentally or with pen and paper” (applicant arguments, page 12). However, graph traversal, and graph structures generally, are fundamental topics in the study of computer science and it is well within the knowledge base of one of ordinary skill in the art to perform such traversals in their mind or with the aid of pen and paper. Therefore, this argument is not convincing. Applicant further argues that the “amended claim language cannot be practically performed in the human mind, at least because the human mind cannot process ‘utilizing the language model to generate a response based on the prompt,’ as amended” and (applicant arguments, page 12). However, the “utilizing the language model” was described as an additional element in the rejections of record and not shown as being performed in the human mind. Therefore, this argument is not convincing. Regarding Step 2A, Prong Two, applicant argues that the “claim as a whole integrates the recited judicial exception into a practical application of the exception” and “includes an improvement in the functioning of a computer, or an improvement to other technology or a technical field” because the specification at paragraph 49 describes that: “it is advantageous to configure the context generator 230 to generate a context which occupies a data size corresponding to the total context length minus the size of the tokenized input. This allows to fill the entire context window, which, according to an embodiment, increases the accuracy of a response generated by the language model” See applicant arguments, pages 12-14). However, a review of the claims finds no discussion of filling of the entire context window that would increase the accuracy of the language model as taught by the specification. MPEP 2106.05(a) requires that the specification includes a technical explanation of the asserted improvement and that the claim reflects the particular way of achieving that improvement. Since the claims are silent with respect to the filling of the context window, and other requirements shown in the specification and argued by the applicant, these improvements are not reflected in the claim as required under Step 2A, Prong Two, considerations. Therefore, these arguments are not convincing. With respect to Step 2B, applicant argues that “the claimed combination provides ‘significantly more’ than any purported abstract concept” because “the claim as a whole integrates the judicial exception into a practical application and amounts to significantly more than the judicial exception when the additional elements are considered both individually and in a combination” and that the “amended claim limitation of, ‘processing the generated prompt based on the generated context and the received natural language query from the prompt generator and utilizing the language model to generate a response based on the prompt,’ as a whole integrates the judicial exception into a practical application of utilizing a language model to output responses based on context-based prompts which provides a technical improvement of enabling language models to rapidly provide an optimized response while utilized less computing resource usage” (see applicant arguments, pages 14-15). However, Step 2B is not related to integration into a practical application, which is covered under Step 2A, Prong Two. Step 2B is concerned with a re-evaluation of any additional element considered to be insignificant extra-solution activity to find if that element is unconventional or otherwise more than well-understood, routing conventional activity (WURC), and such a finding may indicate that the additional element is significantly more than the abstract idea. See MPEP 2106.05. Since the applicant does not perform any such re-evaluation these arguments are not convincing. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to JAY A MORRISON whose telephone number is (571)272-7112. The examiner can normally be reached on Monday - Friday, 8:00 am - 4:00 pm ET. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Trujillo K James, can be reached at telephone number (571)272-3677. 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 Patent Center and the Private Patent Application Information Retrieval (PAIR) system. Status information for published applications may be obtained from Patent Center or Private PAIR. Status information for unpublished applications is available through Patent Center and Private PAIR for authorized users only. Should you have questions about access to the Private PAIR system, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) Form at https://www.uspto.gov/patents/uspto-automated- interview-request-air-form. /JAY A MORRISON/Primary Examiner, Art Unit 2151
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Prosecution Timeline

Jul 25, 2024
Application Filed
Mar 18, 2025
Non-Final Rejection — §101
Jun 20, 2025
Response Filed
Jul 13, 2025
Final Rejection — §101
Nov 13, 2025
Applicant Interview (Telephonic)
Nov 13, 2025
Examiner Interview Summary
Nov 17, 2025
Request for Continued Examination
Nov 25, 2025
Response after Non-Final Action
Feb 24, 2026
Non-Final Rejection — §101 (current)

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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
81%
Grant Probability
99%
With Interview (+23.6%)
3y 2m
Median Time to Grant
High
PTA Risk
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