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swerl

PyPI·Infrastructure

Swarm Engine RL (swerl) is a Python framework designed for training swarms of LLM agents using reinforcement learning. It supports techniques such as RLHF and post-training for multi-agent systems. Released under Apache-2.0 and hosted on GitHub.

Open SourceApache-2.0CLI
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Overview

3 features

swerl sits in PulseGate's AI & ML category. It focuses on training swarms of LLM-based agents using reinforcement learning techniques. swerl is an open-source project aimed at AI researchers. The project is open source (Apache-2.0). swerl is available on the command line.

alexngai builds and maintains swerl, and it first shipped in 2026. Key capabilities include Reinforcement Learning, Multi-agent Training, and RLHF.

Summary written by a language model from the project’s public pages.

  • ✓Reinforcement Learning
  • ✓Multi-agent Training
  • ✓RLHF
Tags
rl-frameworkllm-swarmmulti-agent-rl
AI capabilities
Text
Inference: Cloud API

Built with & integrations

Runs on
CLI

Trust & compliance

License
Apache-2.0
Verified signals
✓HTTPS✓Open Source✓GitHub

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed6 Aug · 02:10 UTC
    swerl verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about swerl

What is swerl?
Swerl focuses on training swarms of LLM-based agents using reinforcement learning techniques. It is catalogued under AI & ML on PulseGate.
Who should use swerl?
swerl is an open-source project built for AI researchers.
Is swerl free?
Yes — swerl is open source under the Apache-2.0 license and free to use.
What platforms does swerl run on?
swerl runs on the command line.
Is swerl still maintained?
Unverified. swerl has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What projects are similar to swerl?
Similar projects tracked by PulseGate include Cliprise, chi-ai, and AI DocuChat.Cliprisechi-aiAI DocuChat
Who develops swerl?
swerl is developed by alexngai.
When did swerl launch?
swerl first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
Apache-2.0
First seen
6 Aug 2026
Built for
AI researchers
Model
Open source
Solves
Training swarms of LLM-based agents using reinforcement learning techniques.

Registered as

GitHub
alexngai/swerl
PyPI
swerl

Developer

alexngai
↗ GitHub

Open source

View on GitHub →

Live coverage

Identity confidence
Low · 64
Indexed
6 Aug 2026
Lifecycle
Alive
First seen
Aug 2026
Last seen
6 Aug 2026
Identity audit (13)
Slug
swerl-pypi-org
Lifecycle state recorded
6 Aug 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
6 Aug 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
6 Aug 2026
Canonical URL
https://pypi.org/project/swerl

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