... staging and explodes in production. We hit that wall again and again while building agent workflows until we stopped trying to patch it and started asking a different question: What if AI systems behaved more like operating systems? Predictable. Observable. Deterministic. That question turned into GraphBit, an open-source framework that treats orchestration like real infrastructure. Built with Rust for execution. Wrapped in Python for developers. Designed for scale, not demos. It s fast, fault-tolerant, and production-ready ... ... musa_molla): @ansh_deb  you nailed it. The clean staging environment is the biggest illusion in AI dev. That s why we started treating orchestration like an OS problem, not an ML one- execution order, memory safety, and observability

... seen a wave of AI tools for building workflows but what about the actual frameworks that developers rely on? A good framework should feel like infrastructure: Reliable under scale Fast and efficient Observable when things break Easy to use without fighting the API The truth is most frameworks today feel great in a demo but don t hold up in production. That s why we re building @GraphBit - a developer-first, enterprise-grade Agentic AI framework. Built with Rust performance ... ... Python simplicity, GraphBit gives devs: Multi-LLM orchestration RAG-ready primitives State, retries, guards, and concurrency built-in Observability