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The real cost to run Midm 2.0 Mini Instruct

K-intelligence · 2.3B parameters · 32.8K context · commercial OK

Midm 2.0 Mini Instruct — 2.3B params (K-intelligence). Auto-indexed from the Hugging Face Hub (120,455 downloads). Parameter count is exact; download size and quantizations are estimates.

What it costs to run Midm 2.0 Mini Instruct — $0 markup

When does owning hardware beat the API?

At $0.12/1M tokens, the cheapest API for Midm 2.0 Mini Instruct stays cheaper than a used RTX 3090 at any daily volume — electricity alone costs more per token than the API does.

Local is never $0 — every figure here includes electricity and hardware amortization. Speeds come from published 7-8B Q4 benchmarks (your model, quant, and context will differ); break-even volumes are rounded to 2 significant figures.

Key facts

Parameters2.3B
Context window32.8K tokens
Recommended quantQ4_K_M
VRAM to run~4 GB (at Q4_K_M, 16.4K context)
Download size~1 GB
LicenseCommercial use OK

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Spanvero · What's new · Prices as of 2026-07-06. We're an honest advisor — $0 markup, your own accounts, we never resell compute. © 2026 Cynosure LLC.

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