Observed arrival · 2026-11-10
Buildstation puts coding agents on a 16GB GPU
Buildstation compares coding-agent harnesses and open-weight models on consumer hardware, with benchmarks designed to be repeatable.
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✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- Developers choosing local coding-agent setups
- Worth noticing
- Its benchmark template records model, quantization, context, tokens per second, VRAM use, command, configuration, and verdict.
Field notes
The page frames its methodology around a fixed 16GB VRAM budget, with the rig listed as an i7-14700KF, RTX 4060 Ti, 64GB DDR5, and Ubuntu 24.04. Its sample run reports Qwen2.5-Coder-7B in Q4_K_M on vLLM at 48.6 tokens per second using 6.8GB of VRAM. A linked SWE-bench article covers Docker grading and the benchmark's all-or-nothing result for 11 of 12 passing tests.
Observed signals
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Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
$PaidCommerce or pricing visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
One card from the complete issue