I read a thread here recently that made me aware of a optimization that can be achieved with GB10’s but no-one seems to be talking about. The post was about the tflop performance of the GB10 is so far more than the memory bandwidth and that the only way to utilize this bandwidth restriction is to h…

I understand you only have one Spark, so I recommend a model that works well with tools. The one I’m sending you is from Qwen Code, so I recommend a Deepsek model (but you’ll need two Sparks for the v4 flash) or use Qwen models.

The best aggregate throughput I’ve yet seen on this platform is with Gemma4 26B-A4B and the assistant model with high concurrency.

Interesting project. It looks similar to oh my open code. However if I understand it correctly, it looks like the agents are running primarily sequentially. There are some FE and BE agents running concurrently, but my experience with these kinds of agents is that only two or three get launched at an…

You can try this project. Currently, it uses one main agent plus three sub-agents to jointly review the same task. You can ask your agent to extend it to support any number of sub-agents. It’s a plugin for opencode, claude code and codex cli. GitHub - ladiossoop5star/open_magi: OpenCode/codex cli pl…

I’ve seen alot of people talk about this, it’s all over the forums. The keywords are “concurrency” and “batching”. It’s just not that interesting to talk about, because it’s simple to implement. Your throughput goes down per stream when you do it, so it’s a bit painful for an agent you interact with…

I use mainly opencode, it has extensive config to run sub-agents of any kind but the models usually not too keen to deploy subagents on their own - like to do everything themselves in one thread. However, yesterday I spent hours testing a new harness - jcode - which does automatically spawn subagent…

The original request: [image] franz17: All work on the same problem at the same time and then the best solution is chosen. Split the main coding task into multiple smaller concurrent tasks and run them at the same time. I’ve seen many implementations of the second approach like OMO Team Mod…

I have also looked at and failed to find something that does the swarm coding in the manner I am interested in using. So as most people on this forum do, I am building one and am getting close to something releasable. But it ended up being more than just a agentic coder, it ended up also being an op…

This is definitely a prompting issue. As long as you define the circumstances in which subagents should be used, the criteria to judge based upon, and direct the orchestrator to use them whenever judgement allows for it, they will - in my experience. Also inspect the tool context for invoking a suba…

GB10 coding agent swarms - which coding agent?

Accelerated Computing DGX Spark / GB10 User Forum DGX Spark / GB10

NULL.USERNAME July 5, 2026, 2:42pm 2

See my post : Scaling a 22-Agent Dev Team (Qwen Orchestrator) on a 2x Gigabyte AI TOP Atom Cluster (PCIe 5.0) using sparkrun and Qwen Code

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GB10 coding agent swarms - which coding agent?

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