Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) (github.com)
We built Sgai to experiment with a different model of AI-assisted development.
Instead of prompting step-by-step, you define an outcome in GOAL.md (what should be built, not how), and Sgai runs a coordinated set of AI agents to execute it.
- It decomposes the goal into a DAG of roles (developer → reviewer → safety analyst, etc.) - It asks clarifying questions when needed - It writes code, runs tests, and iterates - Completion gates (e.g. make test) determine when it's actually done
Everything runs locally in your repo. There’s a web dashboard showing real-time execution of the agent graph. Nothing auto-pushes to GitHub.
We’ve used it internally for prototyping small apps and internal tooling. It’s still early and rough in places, but functional enough to share.
Demo (4 min): https://youtu.be/NYmjhwLUg8Q GitHub: https://github.com/sandgardenhq/sgai
Open source (Go). Works with Anthropic, OpenAI, or local models via opencode.
Curious what people think about DAG-based multi-agent workflows for coding. Has anyone here experimented with similar approaches?
10 comments
[ 202 ms ] story [ 1268 ms ] threadI have been working on this for my own use until recently, when I shared with the rest of the team, and we thought it would be nice to let the world see it.
I have been interested in autonomous code development for quite some time (at least since March/April 2025) - and summer '25 is when I felt the models were good enough to be pushed to autonomy.
I wrote a bit about it[0], and sgai is the incarnation of my take on AI autonomous coding.
sgai is not even v0 yet, a lot of work to be done to improve its implementation - but I think it should be usable enough for those willing to give it a try.
0: https://cirello.org/aifactory.html
> No licensee or downstream recipient may use the Software (including any modified or derivative versions) to directly compete with the original Licensor by offering it to third parties as a hosted, managed, or Software-as-a-Service (SaaS) product or cloud service where the primary value of the service is the functionality of the Software itself.
Doesn't that kind of conflict with the "including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software" part of regular MIT, which your custom license also includes for some reason?
I think you might be better of with just not trying to do it "kind of open source but also not" and just say "Copyright 2026 Sandgarden.com" or whatever, instead of the mix of proprietary and open source. Then you get 100% "full control" over what people can do with the source, and don't have to worry about anything when it comes to licensing :)
Is this already your daily driver for coding projects?
Your goal.md examples are all features for the existing codebase. Any largish goal.md examples where your system is able to 1 shot a pretty large app?
The goal.md is what makes this thing either amazing or terrible for the user, so any guidelines or clear examples on writing a good one would go a long way.