Owner

areal-project

1 indexed repository · View on GitHub

AReaL
The RL Bridge for LLM-based Agent Applications. Made Simple & Flexible.

Python · 5778 stars

Beginner friendly Everything

Open All

examples/tau2: user-simulator validation errors are reported as "AssistantMessage" (hardcoded class name in pinned fork) Open

Difficulty 3/5 1-2 days Newbie friendliness 65/100

areal-project/AReaL#1742 · Opened Sep 21, 2026
[BUG] examples/tau2: _clean_messages(for_user=True) deletes the user simulator's own tool calls and results, breaking the telecom domain Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

areal-project/AReaL#1741 · Opened Sep 20, 2026
[Bug] M2PO token selection and loss scaling change when the same training batch is split into microbatches Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 48/100

areal-project/AReaL#1730 · Opened Sep 18, 2026
[BUG] Teacher log-probability alignment with prediction positions Open

bug

Difficulty 3/5 1-2 days Newbie friendliness 68/100

areal-project/AReaL#1728 · Opened Sep 17, 2026
[BUG] Single-element leave-one-out normalization: batch level passes the value through, group level zeroes it Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

areal-project/AReaL#1705 · Opened Sep 12, 2026
[2026 Open Source Camp Exclusive Issue] Improve offline data preparation with validation, tutorials, and image utility tests Open

camp-medium-high open-source-camp-exclusive

Difficulty 4/5 3-5 days Newbie friendliness 48/100

areal-project/AReaL#1695 · 2 comments · Opened Sep 10, 2026
[Feature] Avoid re-rendering the full chat history on every multi-turn tool rollout Open

bug stale

Difficulty 5/5 Over a week Newbie friendliness 35/100

areal-project/AReaL#1658 · 3 comments · Opened Sep 1, 2026
Nomination: Maxwill Lin (@EazyReal) for Maintainer Open

governance

Difficulty 5/5 Over a week Newbie friendliness 1/100

areal-project/AReaL#1652 · 3 reactions · Opened Aug 31, 2026
[DISCUSS] Putting governance into practice: retiring inactive maintainers & the contributor ladder Open

governance

Difficulty 5/5 Over a week Newbie friendliness 25/100

areal-project/AReaL#1642 · 2 comments · 3 reactions · Opened Aug 26, 2026
[Roadmap] 2026 H2 Milestones Open

call-for-contribution roadmap

Difficulty 5/5 Over a week Newbie friendliness 25/100

areal-project/AReaL#1381 · 12 comments · 3 reactions · Opened Jun 1, 2026
[Feature] trajectory dump/replay for offline training debugging Open

areal-project/AReaL#1343 · 2 comments · 1 assignee · Opened May 15, 2026
[BUG] Megatron Engine fails to save optimizer checkpoint Open

bug

areal-project/AReaL#1341 · 1 comment · 1 assignee · Opened May 15, 2026
[Roadmap] 2026 Q2 Milestones Open

call-for-contribution roadmap

Difficulty 5/5 Over a week Newbie friendliness 25/100

areal-project/AReaL#1302 · 10 comments · Opened May 6, 2026
feature(service): auto data cleanup and dumping in inference serivce data proxy Open

areal-project/AReaL#1229 · 1 assignee · Opened Apr 22, 2026
[Feature] Async Tensor Parallelism for Archon Engine Open

enhancement help wanted

Difficulty 5/5 Over a week Newbie friendliness 42/100

areal-project/AReaL#1110 · 1 comment · Opened Mar 30, 2026
[Feature] Ray Support for Multinode vLLM Instances and Proxy Server Open

areal-project/AReaL#963 · 3 comments · 2 reactions · 2 assignees · Opened Mar 2, 2026
Does it support reinforcement learning training with a single GPU and sglang? Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

areal-project/AReaL#310 · 3 comments · Opened Sep 9, 2025
AReaL's Megatron training is much slower than FSDP Open

stale

Difficulty 4/5 3-5 days Newbie friendliness 35/100

areal-project/AReaL#193 · 13 comments · Opened Jul 22, 2025
Question about verl vs AReaL Open

stale

Difficulty 4/5 3-5 days Newbie friendliness 20/100

areal-project/AReaL#165 · 1 comment · Opened Jul 10, 2025
Reward function & Reward model Open

stale

Difficulty 5/5 Over a week Newbie friendliness 25/100

areal-project/AReaL#162 · 4 comments · Opened Jul 10, 2025
How to modify the configuration so we can use the reward model Open

stale

Difficulty 3/5 1-2 days Newbie friendliness 25/100

areal-project/AReaL#130 · 1 comment · Opened Jun 24, 2025
[Doc] Provide api for the base reward and reward model Open

documentation stale

Difficulty 2/5 1-3 hours Newbie friendliness 30/100

areal-project/AReaL#124 · 2 comments · Opened Jun 23, 2025

areal-project

Get new issues in your inbox