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8 changes: 4 additions & 4 deletions blog/kagent-hami-ai-agent-gpu-virtualization/index.md
Original file line number Diff line number Diff line change
Expand Up @@ -68,14 +68,14 @@ The answer is yes.

## Test Machine

```
```plaintext
GPU: 1x NVIDIA L40S (46GB VRAM)
CPU: 8 vCPUs
RAM: 32GB
OS: Ubuntu 24.04 LTS for NVIDIA GPUs (CUDA 13)
```

```
```bash
nvidia-smi
| NVIDIA-SMI 580.126.09 CUDA Version: 13.0 |
| 0 NVIDIA L40S 0MiB / 46068MiB 0% |
Expand Down Expand Up @@ -221,7 +221,7 @@ nvidia.com/gpu: 11

but the cluster only has 10 virtual GPUs:

```
```plaintext
Warning FailedScheduling hami-scheduler
```

Expand Down Expand Up @@ -254,7 +254,7 @@ All state stored in PostgreSQL.

Every Agent exposes:

```
```plaintext
/.well-known/agent-card.json
```

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Original file line number Diff line number Diff line change
Expand Up @@ -69,14 +69,14 @@ Nebius Token Factory 是一个兼容 OpenAI API 的推理服务。

## 测试机器

```
```plaintext
GPU: 1x NVIDIA L40S (46GB VRAM)
CPU: 8 vCPUs
RAM: 32GB
OS: Ubuntu 24.04 LTS for NVIDIA GPUs (CUDA 13)
```

```
```bash
nvidia-smi
| NVIDIA-SMI 580.126.09 CUDA Version: 13.0 |
| 0 NVIDIA L40S 0MiB / 46068MiB 0% |
Expand Down Expand Up @@ -222,7 +222,7 @@ nvidia.com/gpu: 11

但集群只有 10 张虚拟 GPU 时:

```
```plaintext
Warning FailedScheduling hami-scheduler
```

Expand Down Expand Up @@ -255,7 +255,7 @@ kagent CLI 可以查看:

每个 Agent 都会暴露:

```
```plaintext
/.well-known/agent-card.json
```

Expand Down