openai Archives - Dev Centre and Blog by Ziping Liu

OpenAI’s Five Stages of AI and the Rise of the Operator

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19 January 20256 mins read

OpenAI is on a mission to develop artificial general intelligence (AGI), following a five-stage roadmap. A key part of this plan is "Operator," a new AI agent designed to act on users' behalf, possibly transforming our interaction with technology. Could "Operator" be crucial in achieving human-level reasoning and problem-solving, as envisioned in OpenAI's roadmap? Let's delve into Operators, their links to neural networks, and their potential to revolutionize industries like customer service and scientific discovery.

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Resourceful Utilization of Legacy NVIDIA Tesla P Series GPUs for Cost-Effective Development on a MacBook Pro

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2 April 202414 mins read

Armed with expertise in language modeling and generative AI, Ziping Liu probes the practical obstacles and fixes when utilizing NVIDIA Tesla GPUs for running extensive language models (LLMs) on personal setups, including laptops with external GPU adapters. He guides us through the technical setup and all needed adjustments for top-notch performance on various operating systems. Despite facing initial impediments, Liu triumphs in running the Tesla GPU effectively using Thunderbolt connections and diligently offers detailed technical steps, which cover specifics of operating systems, power setups, and connection tips. Liu shares the cost-effectiveness and practicality of favoring older GPUs such as the Tesla series over the latest models and cloud-based solutions, thus enriching us with his personal AI learning experiences and general trends in computational requirements demanding GPUs.

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