Core Engine
Sub-millisecond in-process ML, NLP, time series, anomaly detection, and deep learning for the JVM. Zero Python CVE surface, built-in TreeSHAP and KernelSHAP, and a perpetual OEM license for proprietary products.
See Core Engine →Start
Quick Start Agent Studio SMILE CLI Tutorial Data Processing Data Import and Export Data Visualization Declarative VisualizationSupervised
Classification Regression Deep Learning Time Series Sequence Labeling Natural Language Processing Feature Engineering Model Validation Hyperparameter Optimization Unified Training InterfaceUnsupervised
Clustering Vector Quantization Anomaly Detection Association Rule Mining Multi-Dimensional Scaling Manifold LearningGenAI
Large Language Models Computer Vision ONNX ONNX GenAI SMILE ServeMath
Linear Algebra Statistics Interpolation Wavelet Compressed Sensing Graph Data Structure
For embedding modelsCore Engine, <1 ms in-process
For serving at the edgeServe Engine, your machines & network
For building & operatingAgent Studio, bots & polyglot IDE
Sub-millisecond in-process ML, NLP, time series, anomaly detection, and deep learning for the JVM. Zero Python CVE surface, built-in TreeSHAP and KernelSHAP, and a perpetual OEM license for proprietary products.
See Core Engine →Put the model where the decision is. Score tabular models in <2 ms with <5 ms local TreeSHAP explanations in a 0.2 GB micro binary, or serve ONNX and local LLMs on your own servers without AGPL obligations.
See Serve Engine →The local-first AI agent workspace, 24/7 autonomous Bots, and polyglot IDE. Nine specialist agents, human-in-the-loop draft queues, and zero-code custom agent extensibility. Free to evaluate and bundled with commercial tiers.
See Agent Studio →SMILE now seems to be the go-to general-purpose machine learning library for the Java and Scala worlds.
A broad range of algorithms out of the box — and all you need is Java, or any JVM language.
One of the hidden gems in the Java framework ecosystem today.
HALO.AI LLCNew York
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