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LLM inference rate limiting

Stop Rate-Limiting Requests. Start Scheduling Tokens: Introducing DataRobot TokenGrid

ai, AI (Artificial Intelligence), Artificial Intelligence, inference, tokens

Authors: Sudeeptha Jothiprakash, Venkat Bala, Tushar Pandey, Romi Datta The real bottleneck in the modern AI stack Enterprise IT has a strange problem: token spend and third-party model subscription costs keep climbing, while the GPU clusters running these workloads sit at just 20% utilization. That gap comes down to one thing: the tools managing access […]

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Amazon employees are “tokenmaxxing” due to pressure to use AI tools

ai, AI (Artificial Intelligence), Amazon, Artificial Intelligence, syndication, tokens

Amazon employees are using an internal AI tool to automate non-essential tasks in a bid to show managers they are using the technology more frequently. The Seattle-based group has started to widely deploy its in-house “MeshClaw” product in recent weeks, allowing employees to create AI agents that can connect to workplace software and carry out

Amazon employees are “tokenmaxxing” due to pressure to use AI tools Read More »

Amazon employees are “tokenmaxxing” due to pressure to use AI tools

ai, AI (Artificial Intelligence), Amazon, Artificial Intelligence, syndication, tokens

Amazon employees are using an internal AI tool to automate non-essential tasks in a bid to show managers they are using the technology more frequently. The Seattle-based group has started to widely deploy its in-house “MeshClaw” product in recent weeks, allowing employees to create AI agents that can connect to workplace software and carry out

Amazon employees are “tokenmaxxing” due to pressure to use AI tools Read More »

OpenAI sidesteps Nvidia with unusually fast coding model on plate-sized chips

ai, AI (Artificial Intelligence), AI Agents, AI chips, AI coding, AI development tools, AI speed, Artificial Intelligence, Biz & IT, Cerebras, code agents, Machine Learning, nvidia, OpenAI, Sam Altman, tokens

On Thursday, OpenAI released its first production AI model to run on non-Nvidia hardware, deploying the new GPT-5.3-Codex-Spark coding model on chips from Cerebras. The model delivers code at more than 1,000 tokens (chunks of data) per second, which is reported to be roughly 15 times faster than its predecessor. To compare, Anthropic’s Claude Opus

OpenAI sidesteps Nvidia with unusually fast coding model on plate-sized chips Read More »