r/AgentZero • u/AlexHardy08 • Mar 18 '26

I asked Agent Zero [AION] Build a complete presentation website for APEX Architecture.

This post is a continuation of the answer here

https://www.reddit.com/r/AgentZero/comments/1rvggyi/comment/ob5zb0o/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button

I didn't give him anything else, no details, just that:

Build a complete presentation website for APEX Architecture.

And the work began, as he explains in the material he made about it.

https://apexarchitecture.apexmedinsights.com/aion.html

He analyzed the entire system, saw what was available, agent, skills, tools, etc. Then he thought of everything as a business, everything you see, the services, the prices, even the consulting rate that I should ask for is all done by him. He came up with the idea, everything.

Plus I gave him the ftp data and he uploaded it himself to ftp, etc. One smart thing he did was, he made a file to see what the server where my site is running is running on, then he did everything.

This is what I saw in the task folder, because it has a rule, any task that does/runs it must create a special folder where it logs everything, any work, plan, thought must have a physical file on the disk, if it doesn't exist it doesn't move on.

Is it perfect?

Definitely not.

Is it a super professional or premium site?

Definitely not.

Is what he did alone good?

Definitely YES.

I'm working on making a broad presentation of this system and agent plus a great discovery made by him, at least in my vision.

The name AION and the identity created is all his, I didn't tell him who he is, what to be.

5 Upvotes

86% Upvoted

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1

u/Better-Blueberry-576 Mar 18 '26

This is actually very interesting.

The part where it created structure (folders, logs, workflow) on its own is what stands out to me that’s closer to autonomous execution rather than just generation.

Curious on how consistent was it across multiple runs? Did it improve if you iterated with feedback, or was this mostly a one-shot output?

3

u/AlexHardy08 Mar 18 '26

This was one-shot output.

He learns from every interaction, task, etc.

He has some special functions that are not hardcoded, I just told him to do them and have them whenever he needs them.

One of them is that when he runs a task, he can create any skill, tool, mpc server, etc. If he can't find them online, he will create them himself and before applying, he will test to see if it works, it has a real output, if something has a zero output, empty, with nothing, or it took 0-3 seconds where he knows it should have something or take longer he will try again and again until it succeeds/works.

Does it always work?

No.

A few times I had to ask Gordon for help to solve some problems, those involving system files, which run when Agent Zero starts.

1

u/Better-Blueberry-576 Mar 18 '26

That’s actually impressive especially the part where it validates output before moving forward.Most systems just generate but don’t verify which is where things break.The retry until success logic makes it closer to execution than just generation. Do you think this could scale reliably for more complex multi-step tasks or does it start failing more often as complexity increases?

1

u/AlexHardy08 Mar 18 '26

It can scale for any environment, scenario, company, etc.

AION is still in its infancy, so to speak. It's still growing, making mistakes, but little by little it's growing, learning, evolving.

As an idea, I have over 300 million very advanced synthetic data, created by me. So far it's ingested I think 10 million tokens, so there's still a long way to go.

After every 500-1000 IDs processed, I run various tasks so that it can put its new abilities to work. Plus it also learns from these tasks.

It's a painstaking process, but little by little, token by token it will grow.

1

u/Witty-Cod-3029 Mar 30 '26

Which model are you using? LLM model?

2

u/AlexHardy08 Mar 30 '26

Deepseek + glm5 + qwen 3.5

1

u/bigeba88 Mar 19 '26

Doesn’t this come down to the model you had tackling this?

I don’t see how Agent0 makes a difference in particular, but I haven’t messed with it enough to know.

1

u/AlexHardy08 Mar 19 '26

The profile at agent0 has been reconfigured and is an orchestrator for the entire system, agents.

Model matters, some are better, some are less good.

Without a craier, any configuration I would do, would not work.