Downloadable software development kits (SDKs), downloadable computer software libraries, downloadable command-line interface (CLI) software and downloadable software development tools for configuring, running, orchestrating, monitoring and evaluating artificial intelligence agents, agent systems, AI models and agent harnesses within secure computing environments, and for supporting model-training and optimization workflows; all of the foregoing used as client-side software for interfacing with a hosted cloud platform; none of the foregoing for use as standalone software for artificial intelligence processing, natural-language generation or business-process automation.

Software as a service (SaaS) and platform as a service (PaaS) featuring software for hosting, running, orchestrating, monitoring, preserving and resuming artificial intelligence (AI) agents and agent systems within secure and isolated cloud development and execution environments; providing temporary use of online non-downloadable software for operating distributed systems for orchestrating and evaluating AI agents, agent systems and benchmarks reproducibly and at scale, running hosted benchmarks and evaluations, comparing AI models, agent harnesses and software versions, analyzing execution trajectories, failure modes, performance, usage and cost, routing requests to third-party AI models and metering, monitoring, managing and billing usage of third-party AI models through an AI model gateway, generating training rollouts, and training, fine-tuning, optimizing and continuously improving AI models, agent harnesses and model-harness systems; none of the foregoing primarily for use in natural-language generation, chatbot services, business-process automation, telecommunications network management or general-purpose computer software development.