Perpetual

Open Source

AutoML Updated Feb 15, 2026

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Compared with 14 other AutoML agents Open source Self-hostable Updated Feb 2026

💰 Open Source 🔄 Updated Feb 2026 🖥️ Self-hostable

💰 Pricing

Open Source

Pricing not publicly listed.

🎯 Use Cases

Automated model training for tabular data Rapid prototyping of gradient boosting models Low-configuration ML pipelines for small to medium datasets Educational or research projects requiring reproducible AutoML workflows

⚖️ Pros & Cons

✅ Pros

Eliminates manual hyperparameter tuning
Simple budget parameter for model complexity control
Open-source and self-hostable
Lightweight and focused on gradient boosting

❌ Cons

Limited to gradient boosting methods
May lack advanced features in commercial AutoML tools
Performance may not scale as well for very large datasets

Overview

Perpetual is an open-source AutoML tool focused on gradient boosting machines, designed to eliminate the need for manual hyperparameter tuning. It simplifies model complexity control through a single budget parameter, streamlining the machine learning workflow. The tool is self-hostable and targets users seeking efficient, low-configuration model training.

Problem It Solves

It removes the time-consuming process of hyperparameter optimization in gradient boosting, reducing manual intervention while maintaining model performance.

Target Audience: Developers and teams working with automl automation.

Inputs

• User configuration
• API credentials (if required)
• Task parameters

Outputs

• Automated task results
• Status reports
• Generated content or actions

Example Workflow

1 User configures the agent with required parameters
2 Agent receives input data or trigger
3 Agent processes the request using its core logic
4 Agent interacts with external services if needed
5 Results are returned to the user

Sample System Prompt


              You are Perpetual, an AI assistant. Help the user accomplish their task efficiently.

Tools & Technologies

LLM APIs Python

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FAQs

Is this agent open-source?: Yes
Can this agent be self-hosted?: Yes
What skill level is required?: Intermediate

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