
Agent fleets stress two things: memory for model weights plus accumulated context, and concurrency across many sessions. RTX PRO 6000's 96GB of GDDR7 ECC fits a 70B-class model at FP8 with KV cache headroom, and MIG splits one card into up to 4 isolated 24GB instances, so a single GPU can serve several agent workloads separately. The tracked median sits near $2.20/hr. Full RTX PRO 6000 specs are available on request. RTX 5090 for AI agents is cheaper for small models, and H100 and H200 are the step up for long-running sessions with heavy context.
Agent workloads stress memory in a way plain chat does not: model weights plus long tool-call histories and many concurrent sessions. RTX PRO 6000's 96GB of GDDR7 ECC fits a 70B-class model at FP8 with KV cache headroom, and MIG splits one card into up to 4 isolated 24GB instances, so a single GPU can serve several agent workloads with hardware isolation, at a tracked median near $2.20/hr. The limit is the top end: very long sessions with heavy accumulated context, and serving that spans several GPUs, belong on H100 or H200, and small-model agents that fit in 32GB are cheaper on RTX 5090. RTX PRO 6000 is offered as a Server Edition built for datacenter racks and as Workstation editions, so confirm the edition and its terms with the operator.
RTX PRO 6000 capacity is confirmed across major clouds and specialist providers in many markets. Confirm the operator and edition for your location. See RTX PRO 6000 availability by country below.
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