Systems and methods for developing one or more applications associated with a browser-based user interface within a multi-developer computing platform employ one or more processors that receive a request to build one or more applications configured to run in a browser-based user interface on a client; determine whether the one or more applications are associated with a core library and one or more runtime libraries; and in response to determining that the one or more applications are associated with the core library and the one or more runtime libraries: determine one or more version numbers associated with the one or more runtime libraries; and in response to the determined one or more version numbers being within a predetermined range associated with the core library, dynamically link the one or more runtime libraries and the one or more applications.

This document describes techniques and systems that enable face authentication embedding migration and drift-compensation. The techniques and systems include a user device that is updated to include both a current version of firmware and an updated version of the firmware. Then, an indication of a face-authentication attempt is received along with image data associated with a user's face. After successful authentication, using the current version of firmware on the image data, the user device uses the updated version of the firmware on the same image data to generate a new embedding. The new embedding is stored as part of a migration profile for the user. Additional new embeddings are collected over a series of subsequent face-authentication attempts until a complete set of new embeddings is stored for the migration profile. Then, the old profile is deleted and the migration profile becomes the enrollment profile used for face authentication.

An information processing apparatus includes a call unit, a detection unit, and a control unit. The call unit makes a call request for a second application according to a first application. The detection unit detects, in a case where the call request for the second application is made, whether the second application is in a state of performing a predetermined function. The control unit performs control to switch and operate the second application in a predetermined mode based on a detection result of the state of the second application. In a case where the second application operates in the predetermined mode, the control unit performs control not to perform the predetermined function provided by the second application.

Systems and methods for developing one or more applications associated with a browser-based user interface within a multi-developer computing platform employ one or more processors that receive a request to build one or more applications configured to run in a browser-based user interface on a client; determine whether the one or more applications are associated with a core library and one or more runtime libraries; and in response to determining that the one or more applications are associated with the core library and the one or more runtime libraries: determine one or more version numbers associated with the one or more runtime libraries; and in response to the determined one or more version numbers being within a predetermined range associated with the core library, dynamically link the one or more runtime libraries and the one or more applications.

Various embodiments of the present technology generally relate to methods and systems for providing a flexible, updatable, and backward compatible programmable logic controller (“PLC”) and instruction set library. The instruction set library in the PLC can be updated without downtime of the PLC or the machines controlled by the PLC. The instruction set library is decoupled from the PLC firmware and bound via an API so that instructions in the executable code are bound to the firmware such that updates to the instruction set library can happen between scans of the executable without requiring the firmware be updated. Further, the instruction set library may be partitioned to limit updates and the amount of the complete instruction set library that is stored on the PLC to only those used by the PLC.

A system provides electronic integration and deployment of computer code in a code development network. The system may comprise a multilayered distributed ledger structure and may perform real-time source code conflict checks by combining the latest nonce from a primary distributed ledger with the genesis block of a working distributed ledger into a hash algorithm. Depending on whether the output of said hash algorithm satisfies the cryptographic challenge set by the distributed ledger system, the system may be able to detect mismatches between the source code found in a working distributed ledger and the source code found in the primary distributed ledger. Furthermore, the system may include production systems as nodes of the primary distributed ledger such that the production systems may maintain updated copies of the source code throughout the software development process.

Embodiments of this application provide a recovery method for a terminal device startup failure and a terminal device. The method includes: determining that a failure indication event occurs in a startup process, where the failure indication event is used to indicate a startup failure; determining at least one recovery policy based on a type of the failure indication event and/or a cause of the failure indication event; and performing startup recovery based on the at least one recovery policy.

An example system includes prediction workers, training workers, and a parameter server. The prediction workers store a local copy of a machine-learned model and run the mode exclusively in serving mode. The training workers store a local copy of a machine-learned model and a local snapshot and run the local copy exclusively in training mode and compare the local model or state to the snapshot after training to send delta updates to the parameter server after training. The parameter server aggregates received delta updates into a master copy of the model, sends the aggregated updates back to training workers and provides two types of updates; a real-time update based on a comparison of the master model with a local snapshot, and a full update. The real-time update occurs at least an order of magnitude more frequently than the full update and includes a subset of the weights in the model.

Computer systems, devices, and associated methods of serializing a web page that is of a first format and includes a plug-in including properties of a second format are disclosed herein. In one embodiment, a method includes identifying, in a manifest for the plug-in, properties for inclusion in the first format in a serialized web page. The manifest may also include metadata associated with the properties in the list of properties. The method includes formatting the properties, including associated property values and metadata, in the first format and adding the formatted properties to the serialized web page. The plug-in properties not included in the manifest can be added to the serialized web page in the second format.

Embodiments provide a recovery method for a terminal device startup failure and a terminal device. The method includes: determining that a failure indication event occurs in a startup process, where the failure indication event is used to indicate a startup failure; determining at least one recovery policy based on a type of the failure indication event and/or a cause of the failure indication event; and performing startup recovery based on the at least one recovery policy.