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ANDREW E ACHTENBERG

aachtenberg

Models in Library1
Datasets in Library0
Models on Hugging Face1
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This profile connects the 1 model and dataset record shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Published tasks: Text generation.

Reported licenses: apache-2.0. Open a record to review its specific license and conditions.

Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.

Models

A QLoRA fine-tune of Ministral 3 14B Instruct for cfoperator, an autonomous monitoring agent for a Kubernetes homelab. It replaced a 26B general model on that path at roughly 5x lower latency with the same accuracy on the project's triage suite. This is not a general assistant. It was trained on exactly one system prompt and answers with exactly one JSON shape. Outside that prompt it is just a slightly bent Ministral. Read What it is not before downloading 8 GB. The vision projector (mmproj) is not included. Triage is text-only and the training run never exercised the vision layers. With ollama, either pull straight from the Hub or build from the Modelfile. The Modelfile is the…

Open weights apache-2.0