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# SandboxLM
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**SandboxLM** is a language model fine-tuned on a carefully curated synthetic dataset using the GPT-2 architecture. This model was specifically created to act as a special advisory to AI agents using shell commands, helping them operate securely by identifying potentially harmful shell commands. SandboxLM aims to assist in improving the safety and security of AI-driven shell operations.
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This is a preview release of **SanboxLM** and while immediately useful, is
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## Model Description
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SandboxLM is built on the GPT-2 architecture, a Transformer-based language model. The model has been fine-tuned on a dataset designed to help identify and classify shell commands as either safe or potentially dangerous. This makes it suitable for security advisory tasks, particularly in environments where AI agents are used to execute shell commands.
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Attention has been given to make it immediately useful:
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- **SandboxLM** was trained to output JSON for maximum interoperabilty.
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- Effort was made to train it on many permutations of different shell commands to increase generalization.
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# Use At Your Own Risk
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# SandboxLM
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**SandboxLM** is a language model fine-tuned on a carefully curated synthetic dataset using the GPT-2 architecture. This model was specifically created to act as a special advisory to AI agents using shell commands, helping them operate securely by identifying potentially harmful shell commands. SandboxLM aims to assist in improving the safety and security of AI-driven shell operations.
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It was inspired by the author's need to complement a tool like [AGit](https://github.com/microagi/agit)
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This is a preview release of **SanboxLM** and while immediately useful, is ripe yet for "production". Feedback is welcome.
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## Model Description
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SandboxLM is built on the GPT-2 architecture, a Transformer-based language model. The model has been fine-tuned on a dataset designed to help identify and classify shell commands as either safe or potentially dangerous. This makes it suitable for security advisory tasks, particularly in environments where AI agents are used to execute shell commands.
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Attention has been given to make it immediately useful:
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- **SandboxLM** is optimized for **CPU inference**, as the author uses an 2019 Intel MacBook for his local work.
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- **SandboxLM** was trained to output JSON for maximum interoperabilty.
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- Effort was made to train it on many permutations of different shell commands to increase generalization (however no gurantee is made).
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# Use At Your Own Risk
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