everytime i run /gsd it spawns multiple windows for this. Its soo irritating.

In today’s AI-driven world, having access to an LLM isn’t enough. The real value comes from orchestrating LLMs within complex systems—making sure they operate safely, reliably, and in alignment with real-world rules. I’ve had the privilege of working on projects like IOUBI, where the challenge isn’t just generating text, but enforcing economic invariants, reconciling distributed ledgers, and handling edge-case conflicts in real-time systems. This kind of work requires: Turning multi-document specifications into deterministic, operational rules for AI Coordinating AI reasoning across layers (local, L3, L2) in distributed systems Ensuring outputs respect both client intent and real-world feasibility Bridging human expertise and AI to produce actionable, verifiable results Please feel free to let me know anytime if you need help.

Hey everyone! I’m Garvit, an AI/ML student currently exploring modern AI development workflows. Excited to learn from the community and see what everyone is building here!