Musa Molla

AMA: How we’re rethinking agentic AI frameworks with GraphBit

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Hey Product Hunt!

I’m Musa, Founder & one of the first engineers behind @GraphBit

We’re all in on agentic AI at scale, but we’ve seen firsthand that most frameworks collapse when they leave the demo stage. CPU waste, flaky retries, memory leaks- they kill production adoption.

That’s why we built GraphBit, a Rust-powered agentic AI framework with:

  • Lock-free concurrency + dependency-aware scheduling

  • Sub-percent CPU usage (0.000–0.352%) under sustained load

  • A unified data layer (hybrid retrieval, versioned memory, real-time ingest)

  • Built-in resilience: circuit breakers, retries, deterministic execution

We just filed our first patent and we’re officially launching o 14th of Sep. 

AMA about:

  • Why we started with Rust at the core instead of Python

  • How we designed the data layer for reliability + auditability

  • What production teams actually ask for vs what most frameworks give

  • Where we see agentic AI frameworks heading next

- Musa 

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