Prior art

The patent of interest is US12143424B1, titled "Rapid predictive analysis of very large data sets using the distributed computational graph." As a technical patent analyst, I note that the provided patent text for US12143424B1 does not include its claims. Therefore, a precise claim-by-claim anticipation analysis under 35 U.S.C. § 102 cannot be performed. However, based on the Summary of the Invention and the general description of US12143424B1, the patent generally describes a system and method for rapid predictive analysis of very large data sets using a distributed computational graph, which integrates streaming and batch data analysis pathways, and includes a "system sanity and retrain software module" for optimization.

Given that US12143424B1 is a continuation and continuation-in-part of numerous prior applications, the most relevant prior art documents for the claims of US12143424B1 are likely found within its own priority chain. These documents often disclose substantially similar subject matter. Any claims in US12143424B1 that are fully disclosed and enabled by an earlier application or patent in its priority chain, and for which US12143424B1 cannot claim an earlier priority date, would be anticipated by that earlier document under 35 U.S.C. § 102.

Below are details for the foundational non-provisional application and several representative early-issued patents from the priority chain of US12143424B1, considered highly relevant as prior art:

Most Relevant Prior Art for US12143424B1:

1. U.S. Patent Application Ser. No. 14/925,974

• Full Citation: U.S. patent application Ser. No. 14/925,974
• Publication/Filing Date: Filed October 28, 2015
• Brief Description: This is the earliest non-provisional application in the extensive priority chain of US12143424B1 and is explicitly incorporated by reference in its entirety. It is highly probable that this application laid the groundwork for the core inventive concepts of the rapid predictive analysis system using a distributed computational graph, encompassing aspects of data receipt, filtering, formalization, batch and streaming analysis, transformation pipelines, and system self-optimization.
• Potentially Anticipates Under 35 U.S.C. § 102: Any claims in US12143424B1 that are fully disclosed and enabled by the disclosure of U.S. patent application Ser. No. 14/925,974, and do not introduce new subject matter or broaden existing claims beyond the scope of this original filing date, could be anticipated. This would generally include the fundamental system architecture and methods for predictive analysis described in the Summary of the Invention of US12143424B1.

2. U.S. Patent No. 10,210,255

• Full Citation: U.S. Pat. No. 10,210,255
• Publication/Filing Date: Issued February 19, 2019 (filed December 31, 2015, as U.S. patent application Ser. No. 14/986,536)
• Brief Description: This patent originated as a continuation-in-part of US14/925,974. As such, it is expected to detail aspects of the "Rapid predictive analysis of very large data sets using the distributed computational graph" system, including data processing pipelines, handling of large data streams, and potentially components for system monitoring and retraining.
• Potentially Anticipates Under 35 U.S.C. § 102: Any claims in US12143424B1 covering the system and method for predictive analysis of large data sets, particularly those concerning the distributed computational graph, transformation pipelines, and the integration of batch and streaming analysis, that are adequately disclosed in US10,210,255.

3. U.S. Patent No. 10,204,147

• Full Citation: U.S. Pat. No. 10,204,147
• Publication/Filing Date: Issued February 12, 2019 (filed April 5, 2016, as U.S. patent application Ser. No. 15/091,563)
• Brief Description: This patent is also part of the direct priority lineage, being a continuation-in-part of earlier applications in the chain, including US14/925,974. Its disclosure would likely cover the system architecture, including data receipt, filtering, formalization, data storage, batch analysis, and the transformation pipeline software module, as well as the overarching concept of using a distributed computational graph for predictive analysis.
• Potentially Anticipates Under 35 U.S.C. § 102: Any claims in US12143424B1 that describe the architectural components of the predictive analysis system, particularly the interaction between the data processing modules and the distributed nature of the computational graph, as described in US10,204,147.

4. U.S. Patent No. 10,248,910

• Full Citation: U.S. Pat. No. 10,248,910
• Publication/Filing Date: Issued April 2, 2019 (filed August 15, 2016, as U.S. patent application Ser. No. 15/237,625)
• Brief Description: Stemming from the same patent family, this issued patent would detail further refinements or specific embodiments of the distributed computational graph for rapid predictive analysis. It is expected to cover aspects such as linear, afferent branch, efferent branch, and cyclical transformation pipeline configurations, and the system's ability to self-modify and optimize operation through the system sanity and retrain module.
• Potentially Anticipates Under 35 U.S.C. § 102: Any claims in US12143424B1 pertaining to the different configurations of transformation pipelines (e.g., linear, branching, cyclical) and the intelligent self-monitoring and retraining capabilities of the system, if these aspects are fully disclosed in US10,248,910.

General Anticipation Note for All Cited Family Members:
Since US12143424B1 is a continuation or continuation-in-part of these applications/patents, the disclosures of these earlier documents are highly relevant. If any claim in US12143424B1 is fully and completely disclosed in one of these prior art documents and does not benefit from an earlier priority date through proper claiming, then that claim would be anticipated under 35 U.S.C. § 102. This is particularly true for fundamental aspects of the "Rapid predictive analysis of very large data sets using the distributed computational graph" system and method, which form the common inventive thread throughout this patent family. Without the specific claims of US12143424B1, it is impossible to pinpoint exact claim numbers.