Md Rahmat Ullah

Md Rahmat Ullah

GraphBitGraphBit
Technical Director @ InfinitiBit

Forums

What’s the hardest part of building reliable AI agents for you? 🤔

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

Why Rust core with Python on top for GraphBit? 🤔

Why did you choose Rust under the hood and Python on top for GraphBit? What business and technical benefits did it deliver, and what trade-offs came with it? If you were starting today, would you make the same choice?

GraphBit’s CPU-efficient AI — what about scaling?

GraphBit s CPU-efficient design is a really smart approach making agentic AI more accessible without heavy GPU costs. I m curious though, how does it handle scaling when moving from smaller prototypes to production workloads? Are there built-in optimizations for parallel tasks or would that require additional infrastructure?

what specific reliability features matter most in production?

I ve tried a few agent frameworks but keep hitting reliability walls in multi-step workflows. Makers of GraphBit: what specific reliability features matter most in production?

What’s Next for GraphBit? Roadmap & Future Plans

We ve seen some amazing feedback from the community on GraphBit, and it s exciting to hear how people are already using it in creative ways.

Curious minds are asking:

Will there be an Enterprise Edition tailored for larger teams?

Are you considering a Marketplace for extensions, templates, or integrations?

Launching GraphBit on Product Hunt — I’d love your feedback!

Hey Hunters! We re gearing up to launch GraphBit an agentic AI framework with a Rust-powered core and a Python-simple API for building dependable, multi-step AI workflows.

September 11, 2025 at 12:01 AM PDT (09:01 CEST)

Product Hunt: [https://www.producthunt.com/prod...

From SEO to AI Visibility: How will brands adapt?

Over the past months, I ve been building something I ll be launching here on Product Hunt very soon.

The starting point was a simple observation: Search is no longer just Google.

People are turning to ChatGPT, Perplexity, Bing Copilot and others AIs and making decisions directly there.

Md Rahmat Ullah

5mo ago

We built GraphBit - an enterprise LLM framework that just works

Hey PH! We ve been heads-down on GraphBit, a framework to build reliable AI agents. Rust performance under the hood, Python-simple on the surface.

What s different: typed, declarative workflows, built-in retries/circuit breakers, execution tracing, multi-LLM support, and resource controls for prod workloads. More in the docs: docs.graphbit.ai.

Would love your take on:

  • Top 1 2 things that break when you move agents from demo production

  • Must-have batteries included for RAG pipelines

  • Telemetry you rely on when agents call tools / other services