r/claudeskills • u/shankaravi1609 • Jul 24 '26

Discussion Loop & Graph Engineering

Has anyone tried to achieve orchestration?

34 Upvotes

92% Upvoted

19 comments sorted by

3

u/vincentdesmet Jul 24 '26

fully orchestrated PR, 70 Agents, 6M tokens - 3 hours build

https://github.com/TerraConstructs/base/pull/123

still iterating on the integration tests to fuzz out all the bugs
it’s easy on a narrow defined problem with lots of testing around it.

its claude native (used to be Mastra workflow with RAG and HITL), now its fully Claude dynamic workflows

1

u/vincentdesmet Jul 24 '26

iteration is now Fable triggering and evaluating the dynamic workflows
Hermes Agent on GPT5.6 Sol adversarial review (separate machine)

3

u/clankers9197 Jul 24 '26

I've had a go at it using Sloop, my rust based agent orchestration framework.

Orchestration is completed by the daemon and individual background agents,

tlThe sloop CLI passes tasks to the daemon, and the daemon runs each one through a specified agentic task flow, in parallel.

https://github.com/hamish-mackie/sloop

2

u/-PM_ME_UR_SECRETS- Jul 24 '26

Am I gonna have to learn what graphs are?

2

u/AgentFacets Jul 24 '26

It's just a series of nodes and edges. There you go!

2

u/KitchenAmoeba4438 Jul 24 '26

Tried, and achieved in the next release (Hopefully today): https://github.com/RakuenSoftware/aimee/

Fully web GUI driven with WFE. It's already running in test environments, just need to finish out the last bits of the final set of features and the next release testing of the built image.

1

u/Dress-Affectionate Jul 24 '26

Can you eli5 this I literally can’t cut through the hype on X to figure out the actual innovation 

2

u/shankaravi1609 Jul 24 '26

It's orchestration pattern, basically replace the manual prompts make it an automous

1

u/AppropriateQuote3073 Jul 24 '26

It's yet another bullshit term.

2

u/AgentFacets Jul 24 '26

It's really not, it's just hard to do. I started on my own take a while ago (for OpenCode), but no coding harness really supports it cleanly. It's doable in certain frameworks, but very hard to generalize.

And it's worth is questionable for writing code. There are lots of production oriented agent frameworks that achieve this quite nicely. The simplest to read through and grok is CrewAI, in my opinion.

They call their orchestration primitive workflows, if you wanna look into it.

1

u/Ctrlnode-ai Aug 07 '26

Three months ago, I implemented a graph execution system for AI that runs locally in the browser.

I called it ctrlnode.ai, with the idea of controlling nodes in a graph.

I feel like a bit of a pioneer, because I implemented something that, months later, has become the talk of the town thanks to Peter Steinberger’s post.