MAMundher Al-Shabi, PhDinmundher.com·Jul 4 · 3 min readStacking Agent Memory: Checkpoints, Status Boards, and Active ContextI love the idea of autonomous coding agents. But one of the quickest ways to hit a wall when setting them up is the infinite context problem. Your context window is finite, but the work you want the a00
MAMundher Al-Shabi, PhDinmundher.com·Jun 26 · 4 min readSmart LLM RoutingBuilding LLM apps is easy, but scaling them without setting a pile of money on fire is hard. You really don't need the massive brainpower of GPT-5 for every single user query. Routing is how we fix th00
MAMundher Al-Shabi, PhDinmundher.com·Jun 19 · 4 min readUsing Simulators to Evaluate Multi-Turn AI AgentsBuilding a multi-turn conversational AI is surprisingly easy right now. Evaluating it is incredibly hard. For single-turn tasks, a standard static dataset works fine: you just feed in a prompt and ass00
MAMundher Al-Shabi, PhDinmundher.com·Jun 9 · 3 min readWhy Grep Won't Save Your RAG PipelineI’ve been reading through a recent paper titled "Is Grep All You Need? How Agent Harnesses Reshape Agentic Search". It’s a provocative piece with a premise I normally love. The authors claim that simp00
MAMundher Al-Shabi, PhDinmundher.com·May 24 · 3 min readHarnessing Conversational AII’ve been spending the last few weeks messing around with open-weight models to build conversational interfaces. By now, the new reality is obvious: generating natural language is no longer the bottle10
