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perpetual

perpetual-ml.com·Infrastructure

perpetual is an open-source machine learning library implementing a self-generalizing gradient boosting machine that does not require hyperparameter optimization. It is designed for data scientists and ML engineers seeking efficient, easy-to-use boosting models, and is implemented in Rust.

Open SourceApache-2.0
WebCLIAPISelf-hosted
P
perpetual preview
Visit perpetual-ml.com↗

Overview

6 features

perpetual sits in PulseGate's AI & ML category. It focuses on eliminating the need for hyperparameter optimization in gradient boosting machine learning models. perpetual is an open-source project aimed at machine learning engineers and data scientists. The project is open source (Apache-2.0). It runs on the web, the command line, and API, and it can be self-hosted.

perpetual first shipped in 2024. Among its 6 catalogued features are gradient boosting, no hyperparameter tuning, and rust implementation.

  • ✓Gradient boosting
  • ✓No hyperparameter tuning
  • ✓Rust implementation
  • ✓Decision trees
  • ✓Self-generalizing
  • ✓Open source

Tags

gradient-boostinghyperparameter-freerust-ml

AI capabilities

StructuredInference: LocalWeights: Open

Built with & integrations

Framework
sveltekit
Hosting
cloudflare
Runs on
BrowserCLIAPI-onlySelf-hosted

Trust & compliance

LicenseApache-2.0
Verified signals
✓ HTTPS✓ Open Source✓ Free tier

Recent events

Latest indexed changes and source events

  1. IndexedJun 17, 5:30 PM

    Listing verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about perpetual

What is perpetual?
Perpetual focuses on eliminating the need for hyperparameter optimization in gradient boosting machine learning models. It is catalogued under AI & ML on PulseGate.
Who should use perpetual?
perpetual is an open-source project built for machine learning engineers and data scientists.
Does perpetual have a free plan?
Yes — perpetual is open source under the Apache-2.0 license and free to use.
What platforms does perpetual run on?
perpetual runs on the web, the command line, and API. It can also be self-hosted.
Is perpetual still active?
PulseGate's automated liveness checks currently classify perpetual as active.
What tools are similar to perpetual?
Similar tools tracked by PulseGate include Permem, Perforated, and Almeta ML.PermemPerforatedAlmeta ML
How long has perpetual been around?
perpetual first shipped in 2024.
Is perpetual open source?
Yes — perpetual is open source under the Apache-2.0 license.

At a glance

Platforms
Cli · Web
Languages
English
License
Apache-2.0
First seen
Jun 21, 2024
Activity
🟢 Active
Status
🟢 Active
Built for
Machine learning engineers and data scientists
Model
Open source
Solves
Eliminating the need for hyperparameter optimization in gradient boosting machine learning models.

Developer

Perpetualml

Live coverage

Confidence
Low · 64
Indexed
Jun 17, 2026
Lifecycle
Alive
Activity
Active
First seen
Jun 2024
Last seen
4w ago
Identity audit (9)
Entity ID
cmqiclnb10j9lbbmb58sa3duh
Slug
perpetual-perpetual-ml-com
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jun 17, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 12, 2026
Canonical URL
https://perpetual-ml.com/

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