I now build the guardrails first: clarification over assumption, confidence thresholds with a real exit, structured outputs, and escalation for sensitive cases.
العربية · English
I build AI agents that people actually use. LLM agents, automation, and production systems from Damascus, Syria.
أبني وكلاء ذكاء اصطناعي يستخدمها الناس فعلاً. من دمشق، سوريا.