Most people think AI agents fail because the LLM wasn t smart enough.

But in practice, they usually fail because of the infrastructure around them.

Here are 3 patterns we keep seeing while working with teams:

AI agents don t fail because of prompts. They fail because of data.

Most frameworks obsess over orchestration but production agents collapse when their data plane can t keep up.

That s the problem we set out to solve with GraphBit.

We built @GraphBit because most agent frameworks felt great for demos, but started breaking down in production. Either they consumed too many resources, lacked reliability across multi-step workflows, or made observability a nightmare.

GraphBit flips that script:

Rust core blazing speed, async concurrency, and safety

Python interface developer-friendly, simple to learn

Hi Product Hunt!!

I m Musa, CEO of @GraphBit