GB10 for Coding Agents
Coding agents reward larger models and headroom for repo-scale context. A GB10-class appliance's unified memory can hold a strong coder plus context comfortably, keeping proprietary source on a box your team controls. Specs are provisional.
Bigger coders, more context
A 32B coder is a real step up for review and refactoring. GB10's memory holds it with room for long context, where a 24GB card is tighter.
Private by design
Source never leaves the box. Connect to GitHub and Jira through the Product & Engineering Ops pack.
Featured chips
Recommended models
- 1CodeLlama 34BCodeLlama · ~34B · 16K ctx · Llama Community License
The largest CodeLlama, suitable for review and refactoring. Newer 32B-class open coders generally beat it now; included for completeness of the family.
Minimum: NVIDIA GeForce RTX 3090Recommended: NVIDIA B200 (placeholder) - 2Qwen2.5-Coder 32BQwen · ~32B · 128K ctx · Apache-2.0
A leading open coding model and a natural backbone for a serious local coding / product-engineering agent.
Minimum: NVIDIA GeForce RTX 3090Recommended: NVIDIA B200 (placeholder) - 3DeepSeek-Coder V2 (class)DeepSeek · ~16B · 128K ctx · DeepSeek License
Representative entry for the DeepSeek coding family. Sizes vary widely across releases — verify the exact variant and its footprint before deploying.
Minimum: Intel Arc A770 16GBRecommended: NVIDIA B200 (placeholder) - 4StarCoder2 15BStarCoder · ~15B · 16K ctx · BigCode OpenRAIL-M
The largest StarCoder2, trained on permissively-licensed code across many languages. Review the BigCode OpenRAIL-M license restrictions before commercial use.
Minimum: NVIDIA GeForce RTX 3060 12GBRecommended: NVIDIA B200 (placeholder) - 5Qwen2.5-Coder 14BQwen · ~14B · 128K ctx · Apache-2.0
The mid-size coder: noticeably stronger than 7B for review and refactoring while still fitting a single 16GB card. A great private coding-agent backbone.
Minimum: NVIDIA GeForce RTX 3060 12GBRecommended: NVIDIA B200 (placeholder)
Recommended hardware
- 87/100HP Z8 Fury G5 WorkstationHP · AI Workstations
- 87/100Lenovo ThinkStation PX WorkstationLenovo · AI Workstations
- 87/100Supermicro AI WorkstationSupermicro · AI Workstations
- 75/100Quad RTX 4090 AI Workstation (reference profile)Reference · AI Workstations
- 74/100Dell Precision 7960 AI WorkstationDell · AI Workstations
- 66/100NVIDIA GeForce RTX 5090 (placeholder)NVIDIA · Consumer GPUs
Frequently asked questions
Is GB10 good for coding agents?+
Its unified memory holds a strong 32B coder plus repo-scale context on a compact box, which suits team coding agents — verify final specs before buying.