---
license: apache-2.0
language:
- id
- en
tags:
- devops
- automation
- cli
- agent
pipeline_tag: text-generation
library_name: transformers
---

# BoyBarley v32 (Recommended)

DevOps & Automation AI agent. Best overall: 94.4% on 18-test eval.

## Usage

    from transformers import AutoModelForCausalLM, AutoTokenizer
    model = AutoModelForCausalLM.from_pretrained('BoyBarley/BoyBarley-v32')
    tokenizer = AutoTokenizer.from_pretrained('BoyBarley/BoyBarley-v32')

## Training

- Params: ~494M, bfloat16
- Epochs: 1, LR: 5e-6
- Train loss: 0.0751, Eval loss: 0.0665
- Dataset: BoyBarley/BoyBarley-v32-dataset

## Features

- DevOps CLI (Docker, Kubernetes, Linux)
- Tool JSON output for agents
- Refuses destructive commands
- Bilingual Indonesian/English

License: Apache 2.0