Abstract: In an aspect an apparatus for geometric part searching is presented. An apparatus includes at least a processor and a memory communicatively connected to the at least a processor. At least a processor is configured to generate a search index as a function of a plurality of part specification files. At least a processor is configured to receive an input part specification file. At least a processor is configured to generate a query for an input part as a function of an input part specification file and a search index. A query is configured to output a comparison of an input part specification file to a part estimation specification file. At least a processor is configured to identify a matching part estimation file from a plurality of query results.

Abstract: A system for generating textual instructions for manufacturers from hybrid textual and image data includes a manufacturing instruction generator that may generate a language processing module from a first training set including at least a training annotated file describing at least a first product to manufacture, the at least an annotated file containing one or more textual data, and at least an instruction set containing one or more manufacturing instructions to manufacture the at least a first product. Manufacturing instruction generator may use the language processing to generate textual instructions for manufacturers from at least an annotated file and may initiate manufacture using the generated manufacturing instructions.

Abstract: A system for generating textual instructions for manufacturers from hybrid textual and image data includes a manufacturing instruction generator that may generate a language processing module from a first training set including at least a training annotated file describing at least a first product to manufacture, the at least an annotated file containing one or more textual data, and at least an instruction set containing one or more manufacturing instructions to manufacture the at least a first product. Manufacturing instruction generator may use the language processing to generate textual instructions for manufacturers from at least an annotated file and may initiate manufacture using the generated manufacturing instructions.

Abstract: In an aspect a system for selecting a plurality of entities to manufacture an object. A system includes a computing device. A computing device is configured to receive one or more files providing a design of an object to be manufactured. A computing device is configured to identify a first comprehensive process for manufacturing an object using a first exterior element. A computing device is configured to identify a second comprehensive process for manufacturing an object using a second exterior element. A computing device is configured to communicate a first comprehensive process and a second comprehensive process to one or more third parties. A computing device is configured to receive a first exterior element dataset and a second exterior element dataset. A computing device is configured to generate an objective function. A computing device is configured to provide a selection of a process.

Abstract: In an aspect an apparatus for geometric part searching is presented. An apparatus includes at least a processor and a memory communicatively connected to the at least a processor. At least a processor is configured to generate a search index as a function of a plurality of part specification files. At least a processor is configured to receive an input part specification file. At least a processor is configured to generate a query for an input part as a function of an input part specification file and a search index. A query is configured to output a comparison of an input part specification file to a part estimation specification file. At least a processor is configured to identify a matching part estimation file from a plurality of query results.

Abstract: In an aspect a system for selecting a plurality of entities to manufacture an object. A system includes a computing device. A computing device is configured to receive one or more files providing a design of an object to be manufactured. A computing device is configured to identify a first comprehensive process for manufacturing an object using a first exterior element. A computing device is configured to identify a second comprehensive process for manufacturing an object using a second exterior element. A computing device is configured to communicate a first comprehensive process and a second comprehensive process to one or more third parties. A computing device is configured to receive a first exterior element dataset and a second exterior element dataset. A computing device is configured to generate an objective function. A computing device is configured to provide a selection of a process.

Abstract: A system for generating textual instructions for manufacturers from hybrid textual and image data includes a manufacturing instruction generator that may generate a language processing module from a first training set including at least a training annotated file describing at least a first product to manufacture, the at least an annotated file containing one or more textual data, and at least an instruction set containing one or more manufacturing instructions to manufacture the at least a first product. Manufacturing instruction generator may use the language processing to generate textual instructions for manufacturers from at least an annotated file and may initiate manufacture using the generated manufacturing instructions.

Abstract: A system for secure, oblivious-client optimization of manufacturing processes includes manufacturer exchange module executing on a secure server, which receives from a plurality of manufacturer clients at least an identification of a manufacturing device operated by the at least a manufacturer and at least a manufacturing constraint, an avatar generator e configured to generate at least a manufacturing avatar, and a simulator executing on the secure server, the simulator designed and configured to receive a design of a part to be manufactured using an automated manufacturing device and at least an optimization criterion, and simulate at least a first manufacturing process using a first avatar manufacturer avatar of the plurality of manufacturer avatars.

Abstract: A system for secure, oblivious-client optimization of manufacturing processes includes manufacturer exchange module executing on a secure server, which receives from a plurality of manufacturer clients at least an identification of a manufacturing device operated by the at least a manufacturer and at least a manufacturing constraint, an avatar generator e configured to generate at least a manufacturing avatar, and a simulator executing on the secure server, the simulator designed and configured to receive a design of a part to be manufactured using an automated manufacturing device and at least an optimization criterion, and simulate at least a first manufacturing process using a first avatar manufacturer avatar of the plurality of manufacturer avatars.