Belal Shafiq

Python, AI Agents, LLMs, Middleware, LangChain, CrewAI, FastAPI, System Architecture.

deep diving into agent state management, multi-agent orchestration patterns, and how to build deterministic guardrails for LLMs.

AgentTrafficCop — a runtime interceptor that sits between AI agents to catch infinite loops, validate tool calls, and stop runaway API costs.

chatting with other devs building AI agents. looking for beta testers for AgentTrafficCop who are tired of runaway loops and surprise API bills.