u/Cisko_1981

▲ 6 r/IA_Italia+1 crossposts

Ho creato un flusso di lavoro di intelligenza artificiale multi-agente con Claude Code + Java/Spring Boot (esperimento reale).

I’ve been experimenting with Claude Code to go beyond “AI as a copilot” and instead simulate a small team of AI agents working on software development tasks.

The idea was simple: Instead of asking Claude to help with isolated snippets, I structured it into a workflow where different “agents” handle:

\-code generation

\-review & validation

\-architecture decisions

\-cost/governance constraints

All orchestrated through a Java / Spring Boot backend.

What I found interesting is that the real challenge wasn’t generating code, it was coordination, governance, and control over the system behavior.

In practice, the hard problems became:

\-preventing agents from diverging in logic

\-maintaining consistency across outputs

\-controlling cost and iteration loops

\-introducing human decision points at the right time

I documented the full setup, architecture, and lessons learned here:

https://www.rheorix.com/en/2026/05/19/how-i-built-a-team-of-ai-agents-with-claude-code/

Curious if anyone else is experimenting with similar multi-agent setups, especially in production or near-production environments.

What patterns are you using for orchestration and governance?

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u/Cisko_1981 — 2 days ago