Mmattmezzainhumux.hashnode.dev·Jul 10 · 7 min readMemory Architecture for Long-Running AgentsMost agent frameworks treat memory as a solved problem: embed everything, retrieve the top-k chunks, stuff them into the prompt. This works fine for a chatbot that lives for one session. It falls apar00
Mmattmezzainhumux.hashnode.dev·Jul 10 · 7 min readSkills Over Code: Teaching Agents via MarkdownEvery agent framework I’ve used has the same onboarding story: you want the agent to check the weather, so you write a WeatherTool class. You define the input schema. You write the API call. You regis00
Mmattmezzainhumux.hashnode.dev·Jul 9 · 6 min readRunning a Full Agent Stack in a Single ContainerThe conventional wisdom is that each concern gets its own service. Web server, database, task queue, model inference — four containers minimum, plus orchestration to keep them talking. For a personal 00
Mmattmezzainhumux.hashnode.dev·Jul 7 · 6 min readDesigning Multi-Channel Agent ArchitecturesHow to build agents that operate across Telegram, email, calendar, and CLI as a unified system. The moment you connect an agent to a second communication channel, you face a design fork. Either you wr00
