Qwen released QwenGyre - RL framework for training AI agents on extremely long complex tasks

[u/ResearchCrafty1804]

Introducing QwenGyre, bringing elastic RL to extreme-long-horizon (XLong) agent training.

It launches with two core designs:

- Elastic Scheduler: reallocates GPUs between rollout & training as demand shifts—live executions never interrupted. Up to 1.85× speedup over Colocate, 1.78× over Async.

- Trajectory Processor: turns branching executions (compaction, sub-agents, retries) into prefix-shared trajectory trees with bounded, deduplicated training samples. Partial progress after timeout still gets scored.

Scaled to Qwen3.8-2.4T-A95B with ~700K tokens per rollout, QwenGyre lifts NL2RepoBench from 52.5% to 58.5% in 48 steps, cutting end-to-end training time by ~44% vs Async.

🔗 Read the paper:

arxiv.org/abs/2609.33848

[u/WithoutReason1729]

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[u/DAlmighty]

These guys are just too good.

[u/Mysterious_Finish543]

... NL2RepoBench with Qwen 3.6 122B over training steps 1–42...

We evaluate QWENGYRE on ... using Qwen 3.6 122B.

The paper mentions Qwen3.6-122B 14 times. So many people were asking for that model here in r/LocalLLaMa.

[u/Makers7886 → u/Mysterious_Finish543]

Those bastards

[u/zanar97862 → u/Mysterious_Finish543]

Interesting they didn't choose to release it, or maybe it's just a typo

[u/BVCC6FNTKX]

Qwen 4 gonna be fire I just know it

[u/Dany0]

Now we can train agentic monsters at home

We just need to pool compute

[u/GalacticDistances → u/Dany0]

Great idea, Ill DM you an address to ship your hardware to

[u/rahulkadukar → u/GalacticDistances]

Here is my address 127.0.0.1 OR :::1 in case you want IPv6

[u/OttoRenner → u/rahulkadukar]

What a coincidence, we live in the same house!

[u/This_Technology9841 → u/OttoRenner]

Oh hi roomies

[u/GalacticDistances → u/This_Technology9841]

I think our main breaker tripped..

[u/gnoremepls → u/Dany0]

Let's do this and also prove some random math problem while were at it.

[u/notheresnolight → u/Dany0]

I'm willing to lend the entire computing power of my Radxa Q6A

[u/Barry_Jumps → u/Dany0]

modal.com for the win

[u/lolwutdo]

I pray for Qwen 4 this week

[u/Bulky-Priority6824]

rip that $6500 i been hanging on to, better buy now stuff like this will spike prices and demand once again.

[u/Elouakili_Flexy]

Qwen releases the model, then the framework, then the GPU cluster. Meanwhile we're still pooling compute in this thread.

[u/xNaXDy]

Is the "G" in "Gyre" pronounced like the "G" in "gif" or like the "G" in "regex"? 🤔

[u/AssertRage → u/xNaXDy]

[u/n4pst3r3r → u/xNaXDy]

The g in regex is obviously silent, otherwise it would be gregex.

[u/ii-___-ii → u/xNaXDy]

Or the "g" in gyro

[u/ResidentPositive4122 → u/xNaXDy]

It first depends on how you pronounce the g in gif :D

[u/ongrabbits → u/xNaXDy]

I choose to pronounce it as Qwen Girl

[u/Objective_Safe_5982 → u/xNaXDy]

Or G as in giraffe.

[u/uniquelyavailable → u/xNaXDy]

Like the G in gigantic, of course.

[u/PcChip → u/xNaXDy]

but.. officially, those two are pronounced the same aren't they?

[u/jfinkpottery → u/[deleted]]

if you weren't a bot you'd recognize a joke

[u/knownboyofno]

I made something like this but I couldn't get several runs at the same time without problems with timing. I was only focused on code.

[u/bahwi]

Hmm, no source code? I need to try this for training

[u/Porespellar]

QwenGyre….Qwen-Guy-Ray?….Qwen-Gee-Ruh…. Quagmire??? I got nothin’ guys 🤷‍♂️

[u/DarthFader4 → u/Porespellar]

Idk if you're just joking but it's pronounced like Jie-er, rhymes with "buyer". It's a term for a circulating system, like big ocean currents.

[u/Porespellar → u/DarthFader4]

Thank you!! I honestly had no idea and was genuinely curious!

[u/sxlstrale → u/DarthFader4]

Llai-er

[u/Dreeew84 → u/Porespellar]

Giggity

[u/NoahFect → u/Porespellar]

Turning and turning in the widening gyre / The falcon cannot hear the falconer

[u/SnooPeppers3873]

sorry if it's unrelated, simple question, but I really need a system that would train me on long context coding tasks, I just want to do tasks I don't want to plan, I just want to code and then get graded on the code just like the LLM, is that even possible?