AgentIndex icon
AgentIndex
AReaL logo
AReaL
★ 5.9k
vs
agent-landing-zone logo
agent-landing-zone
★ 1.2k

AReaL vs agent-landing-zone

AReaL: AReaL is a fully asynchronous reinforcement learning system from Tsinghua IIIS and Ant Group for training large reasoning and agentic models. Version 2.0 splits it into training, inference, agent and weight-update microservices, and black-box agent apps can be trained online by pointing their base_url at AReaL.; agent-landing-zone: Agent Landing Zone is Microsoft's IaC-first landing zone for running AI agent applications on Microsoft Foundry with Zero-Trust networking. It is the successor to GPT-RAG and can deploy the full stack, the infrastructure only, or your own app on the foundation.

01

TL;DR

AReaL logo
AReaLLLM Infra · ★ 5.9k

RL fine-tuning of reasoning models on math and coding tasks

Read AReaL full review →
agent-landing-zone logo
agent-landing-zoneLLM Infra · ★ 1.2k

Stand up a secure, network-isolated foundation for agent apps on Azure

Read agent-landing-zone full review →
02

Side-by-Side Comparison

Field
AReaL logoAReaL
agent-landing-zone logoagent-landing-zone
Category
LLM Infra
LLM Infra
Stars
★ 5.9k
★ 1.2k
License
Apache-2.0
MIT
Install Command
git clone https://github.com/areal-project/AReaL && cd AReaL && pip install uv && uv sync --extra cuda
—
Updated
1d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agent, agent-framework, llm
agent-framework, agent-landing-zone, agentic-rag
03

Features

AReaL logoAReaL
01Fully asynchronous RL training, reported 2.77x faster than synchronous systems in v0.3
02Online RL for black-box agents by replacing base_url and api_key
03Microservice architecture in 2.0 with separate training, inference, agent and weight-update services
04SGLang or vLLM inference backends, Ray clusters and Ascend NPU support
05Examples for math, SWE, search agents, tau2-bench and OpenClaw agents
agent-landing-zone logoagent-landing-zone
01Zero-Trust network architecture for enterprise agent workloads
02Three deploy modes: full stack, infrastructure only, or custom application
03Separate UI, orchestrator and optional ingestion components with versions pinned in manifest.json
04Azure Developer CLI (azd) compatible templates
04

Use Cases

AReaL logoAReaL
↳RL fine-tuning of reasoning models on math and coding tasks
↳Training multi-turn agents such as search or customer-service agents
↳Continuously improving an existing agent app via online RL
agent-landing-zone logoagent-landing-zone
↳Stand up a secure, network-isolated foundation for agent apps on Azure
↳Migrate an existing GPT-RAG deployment to the new architecture
↳Deploy a custom agent application on pre-provisioned enterprise infrastructure
05

Best For

AReaL logoAReaL
EssentialTrending
agent-landing-zone logoagent-landing-zone
EssentialTrending
FAQ

FAQ

What is the difference between AReaL and agent-landing-zone?
Both AReaL and agent-landing-zone are in the LLM Infra category. AReaL has 5.9k stars, while agent-landing-zone has 1.2k stars.
Which is better, AReaL or agent-landing-zone?
The best choice depends on your use case. Choose AReaL if RL fine-tuning of reasoning models on math and coding tasks, and agent-landing-zone if Stand up a secure, network-isolated foundation for agent apps on Azure.
Is AReaL free or open source?
Yes, AReaL is open source on GitHub (Apache-2.0).
Is agent-landing-zone free or open source?
Yes, agent-landing-zone is open source on GitHub (MIT).
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Related

Alternatives to AReaL →Alternatives to agent-landing-zone →AReaL details →agent-landing-zone details →