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Reference

Limits and quotas

Plan limits

| Limit | Trial | Pro |

|---|---|---|

| Concurrent sessions | 1 | Unlimited |

| GPU types | RTX 4090 only | All 6 GPUs |

| Experiment history | 30 days | Unlimited |

| Agent memory | Session only | Persistent |

| GitHub repos | 1 | Unlimited |

| Webhooks | 0 | Unlimited |

| Artifacts storage | 5 GB | 100 GB |

| Max session duration | 12 hours | 72 hours |

API rate limits

API requests are limited to 60 requests per minute per API key. If you exceed this, you'll get a 429 Too Many Requests response with a Retry-After header telling you how long to wait.

WebSocket connections (used by the workspace UI) are limited to 5 concurrent connections per session. This is more than enough for multi-chat with 4 panes plus the main session connection.

Pod resource limits

Each pod gets the full GPU you selected. No sharing, no oversubscription. System resources per pod:

| Resource | Allocation |

|---|---|

| CPU | 8 vCPUs |

| RAM | 32 GB (A100/H100/H200: 64 GB) |

| Disk | 100 GB NVMe SSD |

| Network | 1 Gbps |

If you need more CPU, RAM, or disk for a specific workload, email harsha@meshia.io. We can provision custom pod configurations for Pro users.

Agent limits

  • Max agents per session: 5 (one per role)
  • Max message length: 32,000 characters per message
  • Max file size for agent reads: 10 MB (for larger files, the agent reads in chunks)
  • Max concurrent background tasks: 8 per pod
  • Max artifact upload size: 2 GB per file

Session timeout

Sessions auto-stop after 30 minutes of inactivity (no chat messages, no running processes, no active SSH connections). You get a notification 5 minutes before auto-stop. Click any button in the workspace or send a message to reset the timer.

Scheduled workflows and active training runs count as activity. Your session won't auto-stop while something is running.

Storage

Artifacts (checkpoints, plots, exported files) are stored in Meshia's object storage. Trial accounts get 5 GB, Pro accounts get 100 GB. You can check your usage in Settings > Storage. When you approach the limit, Meshia warns you before blocking new uploads.

Artifacts older than 90 days on Trial accounts are automatically deleted. Pro artifacts are retained indefinitely.

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