Aug 5, 2025 · We’ll cover the use of OpenAI gpt-oss-20b or OpenAI gpt-oss-120b with the high-level pipeline abstraction, low-level `generate` calls, and serving models locally with `transformers serve`, with in a way compatible with the Responses API. In combination with Python, these primitives are powerful enough to express complex relationships between tools and agents, and allow you to build real-world applications without a steep learning curve. OpenAI provides models with agentic strengths, a toolkit for agent creation and deploys, and dashboard features for monitoring and optimizing agents. Developers must ensure their systems comply with all applicable data protection and content safety laws, and should avoid persisting any blocked content generated or intercepted by Guardrails. Learn how to understand or generate images with the OpenAI API. 1 to train and test our models, but the codebase is expected to be compatible with Python 3. 0 and later. Gym is an open source Python library for developing and comparing reinforcement learning algorithms by providing a standard API to communicate between learning algorithms and environments, as well as a standard set of environments compliant with that API. openai. Spinning Up as a Deep RL Researcher The Right Background Learn by Doing Developing a Research Project Doing Rigorous Research in RL Closing Thoughts PS: Other Resources References The Right Background Learn by Doing Developing a Research Project Doing Rigorous Research in RL Closing Thoughts PS: Other Resources References Key Papers in Deep RL 1.

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