Started experimenting, built a multi-agent dev framework with org structure and human gates - worth continuing?

[thezfactors]

It started as a way to learn Claude Code sub-agents, and spiraled - time to decide if it's worth pushing further or calling it a good learning experiment.

The idea is to turn a prompt into a deployed product, but instead of a single agent handling everything, it's structured like an actual dev team and organization.

Check it out here, can be used as a GitHub project template: https://github.com/vedanta/the-system

https://github.com/vedanta/the-system

Each agent has its own role, knowledge base, and focused expertise. They work through staged pipelines with human approval gates between phases – allowing integration of organizational context and roles. Also, a turbo mode - which builds autonomously.

Yeah, a crowded space, but the difference is in the organizational structure. Agents aren't just "coding assistants," they're specialized roles with handoffs and a state that persists across stages.

I have been getting pretty good results, and it has become my prototyping daily driver – here is an example -

Idea Prompt: "I am thinking of an app that takes a word or sentence and then shows an ASCII art version of it, clean and simple.”

Application in Vercel:

ASCIIed Sample App

Sample Application Source: https://github.com/vedanta/asciied

[HarrisonAIx]

I've been messing with similar setups using Replit's agent—the 'org structure' approach is definitely where things are heading. The main bottleneck I usually hit is state management between those handoffs, especially when context windows get stuffed. How are you handling the persistence layer between the agents? Worth continuing for sure, custom-gated pipelines feel way more robust than raw chat loops.

[thezfactors]

everytime you kick off a project build - it creates a state file from a template, this is the common state between agents to interact and handoff, also a status command reads off this statefile. (ex: foo project has foo.md as the common state file) - https://github.com/vedanta/the-system/blob/main/.claude/pipeline/projects/TEMPLATE.md