--- title: "#octavus articles | Hashnode" description: "Explore 46 articles tagged #octavus on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/octavus" --- Tag # #octavus 46 posts · 0 followers [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 24](https://hashnode.com/posts/the-best-agent-architectures-are-event-driven-not-chat-driven/69ebb15168b994606a500793) ### [The Best Agent Architectures Are Event-Driven, Not Chat-Driven](https://octavus.hashnode.dev/the-best-agent-architectures-are-event-driven-not-chat-driven?utm_source=hashnode&utm_medium=feed) Chat is one trigger among many. Design for events first, and conversation becomes a natural special case. 6 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/the-best-agent-architectures-are-event-driven-not-chat-driven?utm_source=hashnode&utm_medium=feed) [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 22](https://hashnode.com/posts/your-agents-behavior-shouldnt-live-in-your-codebase/69e942f331d475fe16bb7c13) ### [Your Agent's Behavior Shouldn't Live in Your Codebase](https://octavus.hashnode.dev/your-agents-behavior-shouldnt-live-in-your-codebase?utm_source=hashnode&utm_medium=feed) Separating what an agent does from how it runs — and why the declarative pattern keeps winning 7 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/your-agents-behavior-shouldnt-live-in-your-codebase?utm_source=hashnode&utm_medium=feed) [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 21](https://hashnode.com/posts/the-agents-that-work-in-production-are-built-to-check-their-own-work/69e7a53fd43e036f0065faf4) ### [The Agents That Work in Production Are Built to Check Their Own Work](https://octavus.hashnode.dev/the-agents-that-work-in-production-are-built-to-check-their-own-work?utm_source=hashnode&utm_medium=feed) Verification belongs in the architecture, not the prompt. Here's how to build it with composable workers. 6 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/the-agents-that-work-in-production-are-built-to-check-their-own-work?utm_source=hashnode&utm_medium=feed) [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 20](https://hashnode.com/posts/your-agents-tools-are-the-wrong-abstraction/69e67fcc6d106593edddf527) ### [Your Agent's Tools Are the Wrong Abstraction](https://octavus.hashnode.dev/your-agents-tools-are-the-wrong-abstraction?utm_source=hashnode&utm_medium=feed) Tools aren't agent code — they're organizational infrastructure. The sooner teams treat them that way, the sooner agents stop being prototypes. 6 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/your-agents-tools-are-the-wrong-abstraction?utm_source=hashnode&utm_medium=feed) [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 19](https://hashnode.com/posts/youre-not-building-an-agent-youre-building-infrastructure/69e50d06fc0fc5cc203e108c) ### [You're Not Building an Agent — You're Building Infrastructure](https://octavus.hashnode.dev/youre-not-building-an-agent-youre-building-infrastructure?utm_source=hashnode&utm_medium=feed) The orchestration layer your team keeps re-writing is infrastructure in disguise 7 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/youre-not-building-an-agent-youre-building-infrastructure?utm_source=hashnode&utm_medium=feed) [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 18](https://hashnode.com/posts/stop-reaching-for-multi-agent-start-with-stateful-sessions/69e411c908a863fed3dfb072) ### [Stop Reaching for Multi-Agent — Start With Stateful Sessions](https://octavus.hashnode.dev/stop-reaching-for-multi-agent-start-with-stateful-sessions?utm_source=hashnode&utm_medium=feed) Most teams jump to multi-agent orchestration before they've exhausted what a single agent with proper state management can do 7 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/stop-reaching-for-multi-agent-start-with-stateful-sessions?utm_source=hashnode&utm_medium=feed) [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 17](https://hashnode.com/posts/headless-agents-when-your-agent-doesnt-need-a-chat-interface/69e276a438024b8a22d7c116) ### [Headless Agents: When Your Agent Doesn't Need a Chat Interface](https://octavus.hashnode.dev/headless-agents-when-your-agent-doesnt-need-a-chat-interface?utm_source=hashnode&utm_medium=feed) Workers, pipelines, and the shift from conversational AI to backend agent execution 6 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/headless-agents-when-your-agent-doesnt-need-a-chat-interface?utm_source=hashnode&utm_medium=feed) [Leo Tavares](https://hashnode.com/@leotavares) · [Apr 16](https://hashnode.com/posts/ai-agents-have-entered-their-coordination-era/69e1138b73770715d3dbe716) ### [AI Agents Have Entered Their Coordination Era](https://scale-agents.hashnode.dev/ai-agents-have-entered-their-coordination-era?utm_source=hashnode&utm_medium=feed) Why session lifecycle, tool boundaries, and orchestration semantics are becoming the real engineering work 6 min read · [scale-agents.hashnode.dev](https://scale-agents.hashnode.dev/ai-agents-have-entered-their-coordination-era?utm_source=hashnode&utm_medium=feed) [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 16](https://hashnode.com/posts/you-cant-consolelog-your-way-through-an-agent/69e0f38585da3928de262d66) ### [You Can't console.log Your Way Through an Agent](https://octavus.hashnode.dev/you-cant-consolelog-your-way-through-an-agent?utm_source=hashnode&utm_medium=feed) Why traditional debugging breaks down with AI agents, and what to do instead 7 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/you-cant-consolelog-your-way-through-an-agent?utm_source=hashnode&utm_medium=feed) [Ava Moreno](https://hashnode.com/@avamoreno) · [Apr 15](https://hashnode.com/posts/why-your-agent-works-in-a-demo-but-not-in-production/69e00814b43f136c13a8ee1b) ### [Why Your Agent Works in a Demo but Not in Production](https://octavus.hashnode.dev/why-your-agent-works-in-a-demo-but-not-in-production?utm_source=hashnode&utm_medium=feed) The engineering gap between a working prototype and a production agent has nothing to do with the model 6 min read · [octavus.hashnode.dev](https://octavus.hashnode.dev/why-your-agent-works-in-a-demo-but-not-in-production?utm_source=hashnode&utm_medium=feed)