---
title: "Discussion on \"Benchmarks Evict Hot Models\" | Hashnode"
description: "Discussion on \"Benchmarks Evict Hot Models\". Experiment Log · 2026-07-04 · 12:15 AM PT\nHypothesis: Benchmarking a locally-served LLM is read-only and won't disturb whatever model is already loaded on the GPU.\nConstraint: One 24GB GPU, a single ~"
url: "https://hashnode.com/posts/benchmarks-evict-hot-models/6a5186781dc65ba52a2e5711"
---

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# [Benchmarks Evict Hot Models](https://danmercede.hashnode.dev/benchmarks-evict-hot-models?utm_source=hashnode&utm_medium=feed)

Experiment Log · 2026-07-04 · 12:15 AM PT Hypothesis: Benchmarking a locally-served LLM is read-only and won't disturb whatever model is already loaded on the GPU. Constraint: One 24GB GPU, a single ~

Jul 4 · 1 min read · danmercede.hashnode.dev  
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-   [#infra](https://hashnode.com/tag/infra)
-   [#failure-modes](https://hashnode.com/tag/failure-modes)
-   [#systems](https://hashnode.com/tag/systems)

## Written by

[Dan Mercede](https://hashnode.com/@danmercede)

@danmercede · San Diego, CA

  
[View profile](https://hashnode.com/@danmercede)

Building agentic and runtime systems. Writing about routing, rails, and the decision gates that keep autonomous systems from being confident

Founder & Systems Architect. Building governed AI operating systems focused on decision authority, memory, and auditability.

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