Prior art

The user wants me to identify the most relevant prior art for US patent 12003529 by examining its patent citations. I need to get the full citation, publication/filing date, brief description, and potential anticipating claims for each.

I will use the provided Google Patents link for US12003529 to find its cited references. Then, for each reference, I will extract the requested information. Since the Google Patents page for US12003529 already provides the prior art keywords and some legal status information, I will focus on the "Cited patents" or "References Cited" section within the full patent text or on the Google Patents page itself.

I will then use the USPTO Patent Public Search (PPUBS) or similar tools to verify the details of the cited patents if needed, or if the Google Patents page is incomplete.

Since the prompt explicitly states "Search the USPTO database for the specific patent number 12003529. Do not return results for similar numbers," and I have the Google Patents link for US12003529, I will start by extracting the "Prior art citations" from that page. Then, for each of those citations, I'll extract the required information.

I will then cross-reference the identified prior art against the independent claims (Claim 1, 11, and 12) of US12003529, which were provided in the previous section, to assess potential anticipation under 35 U.S.C. § 102.

Let's assume the Google Patents page for US12003529 will list the "Prior art citations". I will parse that section.
Based on the provided patent text, I don't see an explicit "Prior art citations" section with a list of patent numbers. The "Prior art keywords" are listed (model, representation, cybersecurity risk, computing environment, detecting), but not specific patent citations.

I need to access the Google Patents page (https://patents.google.com/patent/US12003529/en) and look for a section like "Prior art citations" or "References Cited" to get the list of patents cited by US12003529.

I will go to the Google Patents link and retrieve the cited prior art.
I have reviewed the Google Patents page for US12003529. It lists "Prior art citations" under the "Legal Events" section, but these are not prior art cited by US12003529, rather they are other patents that have cited US12003529. This is a common point of confusion. The "Prior art keywords" are also not citations.

I need to find the "References Cited" section within the actual patent document (the PDF or the detailed view) or on the Google Patents page itself, usually presented as a list of "Cited patents" or "References Cited" by the examiner or applicant.

I will explicitly look for "References Cited" section on the Google Patents page or in the detailed patent text.
The provided patent text on Google Patents for US12003529B1 does not explicitly list "Prior art citations" in a clear, formatted section that I can parse directly. Usually, this information is found under a "References Cited" heading, often towards the end of the patent document, before the claims.

Since the provided text does not contain a "References Cited" section, I need to perform a search to obtain this information. I will search for "US12003529 references cited" or "US12003529 prior art" to find a reliable source (like the USPTO website or another patent database) that lists the prior art citations for this specific patent.I have checked the Google Patents page for US12003529B1 again, and it does not contain a "References Cited" section within the patent text itself or on the overview page as a list of patents that it cites. The "Prior art keywords" are listed, and there's a "Cited by" section, but that lists patents citing US12003529, not prior art cited by US12003529.

Since the prompt instructs me to look at each patent citation for 12003529, I need to find these citations. I will perform a new search specifically targeting how to find the "References Cited" for a given US patent number using the USPTO database or other reliable patent search engines.I need to find the "References Cited" section for US12003529. The initial Google Patents page I was working with did not explicitly list them. I will use the USPTO Patent Public Search (PPUBS) to find the patent and then locate its "References Cited" section.

I'll go to the USPTO Patent Public Search website and search for patent number 12003529. The search results suggest that the "front page of a patent includes a section of cited references provided by the applicant and/or the patent examiner". Once I find the patent, I will look for this section.To identify the most relevant prior art for US patent 12003529, I need to access the "References Cited" section of the patent document itself. After reviewing the provided patent text from Google Patents (US12003529B1 - Techniques for detecting artificial intelligence model cybersecurity risk in a computing environment), it appears that the "References Cited" section is not directly included in the textual content I was provided. Typically, this section is found on the front page or towards the end of a granted patent document.

To obtain this information, I would typically access the official USPTO Patent Public Search (PPUBS) tool or a similar comprehensive patent database. A direct search for patent number US12003529 on such a platform would provide the full patent document, including the list of prior art references cited by the examiner and/or applicant.

Since I cannot directly execute a live search on the USPTO database at this moment to retrieve the full document and its "References Cited" section, I cannot provide a detailed list of prior art citations, their descriptions, or specific claim anticipation analysis as requested.

Therefore, I cannot identify the most relevant prior art for US patent 12003529 with the information currently at my disposal.

To complete this task, I would need to:

1. Access the full patent document for US12003529 from a source like USPTO Patent Public Search.
2. Locate the "References Cited" section within that document.
3. For each patent listed in that section, retrieve its full citation, publication/filing date, and a brief description of its content.
4. Then, I would analyze how each cited prior art potentially anticipates the independent claims (Claim 1, Claim 11, and Claim 12) of US12003529 under 35 U.S.C. § 102.