# Trade Mark Journal No.2026/020 15 May 2026

## UK00004376379 21 April 2026 (42)

AGILERL

International priority date claimed: 17 March 2026 (United States of America) (99707137)

Class 42
  Software as a service (SAAS) featuring software platforms for reinforcement learning (RL), machine learning and artificial intelligence; Provision of online non-downloadable software for building, training, validating, and deploying AI and machine learning models; software as a service [SAAS]; providing online, non-downloadable software; Providing temporary use of online, non-downloadable computer software for managing the full reinforcement learning (RL) lifecycle, namely, building, training, scaling, monitoring, and deploying AI agents; Providing temporary use of online, non-downloadable computer software for building, training, scaling, monitoring, and deploying reinforcement learning (RL) workloads and applications; Providing temporary use of online, non-downloadable computer software featuring a reinforcement learning operations (RLOs) platform; Providing temporary use of online, non-downloadable computer software featuring a deep reinforcement learning library featuring evolvable on-policy, off-policy, offline, multi-agent and contextual multi-armed bandit reinforcement learning algorithms with distributed training; Providing temporary use of online, non-downloadable computer software for use in streamlining reinforcement learning (RL) featuring an open-source framework with documents, examples, and community support; Providing temporary use of online, non-downloadable computer software for automatic tuning of any single- and multi-agent task; Providing temporary use of online, non-downloadable computer software for fine-tuning large language models (LLMs) using hyperparameter optimization (HPO) and one-click deployment; Providing temporary use of online, non-downloadable computer software for validating datasets and environments before training AI agents; Providing temporary use of online, non-downloadable computer software for selecting algorithms, rewards, constraints, and objectives to configure AI agents; Providing temporary use of online, non-downloadable computer software for distributing AI agents across multiple graphic processing units (GPUs) and for monitoring metrics, sampling efficiency, and providing checkpoints in real time; Providing temporary use of online, non-downloadable computer software for promoting a model from a testing environment to a live production environment with one click; Providing temporary use of online, non-downloadable computer software for monitoring and tracking AI agent performance, executing instant roll backs, and iterating through training credits; Hosting of software platforms for AI model development, testing, and deployment; Technical support services relating to the implementation, optimisation, and deployment of reinforcement learning systems; Software as a service (SaaS) featuring software for artificial intelligence, machine learning, deep learning, and data analytics; Providing online non downloadable software for training, validating, and deploying machine learning models; Providing temporary use of non downloadable software for generating, analysing, and managing large datasets; information, advisory and consultancy services in relation to all of the above.

AgileRL Inc.

Representative: CMS Cameron McKenna Nabarro Olswang LLP