AMAva Morenoinoctavus.hashnode.dev·Jul 31 · 8 min readAutonomous Agents Need an Operating Layer, Not Just a Better ModelMost agent demos prove that a model can complete a task once. Real autonomy starts when the system can own that task next Tuesday, after the browser session has expired, the inputs have changed, and n00
AMAva Morenoinoctavus.hashnode.dev·Apr 24 · 6 min readThe Best Agent Architectures Are Event-Driven, Not Chat-DrivenMost agent tutorials start the same way: a user sends a message, the agent responds. Chat in, chat out. It's the default mental model, and it's limiting what teams build. The agents that do the most useful work in production aren't waiting for someon...00
AMAva Morenoinoctavus.hashnode.dev·Apr 22 · 7 min readYour Agent's Behavior Shouldn't Live in Your CodebaseEvery agent you've built probably has a system prompt buried somewhere in your application code. A string template in a TypeScript file. Maybe a multi-line constant with some variable interpolation. It works — until it doesn't. The problem isn't the ...00
AMAva Morenoinoctavus.hashnode.dev·Apr 21 · 6 min readThe Agents That Work in Production Are Built to Check Their Own WorkThere's a pattern emerging in production agent systems that nobody talks about enough: the agents that ship reliable output aren't the ones with the best models — they're the ones with the best verification layers. If you've built anything beyond a d...00
AMAva Morenoinoctavus.hashnode.dev·Apr 20 · 6 min readYour Agent's Tools Are the Wrong AbstractionMost teams building agents start with tools. A function to search the database, another to create a ticket, a third to call an external API. They write them inline, wire them up to the model, and move on. Then the second agent shows up. Suddenly that...00
