AI Agent Production: The Hermes + Honcho Framework for Building Trustworthy, Observable Systems
2 months ago 高效码农Hermes + Honcho + Hermes-LCM: Turning AI Agents from Demo Toys into Production-Grade, Trustworthy Systems This article answers the core question: How to build an AI agent system with continuity, observability, and repeatability, transforming it from a demo-only black box into a stable, reliable production-grade tool? The evolution of AI agents has long moved past the “flashy demo” phase. Yet most deployed agent stacks suffer from the same fatal flaw: they shine in controlled demos but break down in real-world production. At the root, we have long treated agents like magic rather than engineered systems—an AI agent without memory is …
Agent Harness: The Secret Infrastructure Behind Production-Grade AI Agents
2 months ago 高效码农Agent Harness: The Core Infrastructure for Building Production-Grade AI Agents Have you ever faced this frustrating situation? You spend a lot of time building an AI chatbot that responds accurately and uses tools to complete simple tasks in demos. But when you try to turn it into a production-grade application, everything falls apart—the model forgets what it did a few steps ago, tool calls fail silently, and the context window gets filled with useless information, causing the entire agent’s performance to plummet. If you blame the large language model (LLM) itself, you’re probably looking in the wrong direction. The real …
Building Production-Grade AI Applications? Mastra TypeScript Framework is Your Ultimate Stack
5 months ago 高效码农Mastra is a TypeScript framework designed for building AI-powered applications and agents. It enables developers to connect to over 40 model providers through a single interface, featuring autonomous agents, graph-based workflows, human-in-the-loop capabilities, and built-in observability for reliable production deployment. Building Production-Grade AI Applications with Mastra: The Ultimate TypeScript Framework In the rapidly evolving landscape of software development, the integration of Artificial Intelligence (AI) has shifted from a competitive advantage to an absolute necessity. Developers today are not just asked to write code; they are asked to orchestrate intelligence. However, the journey from a simple prototype to a robust, production-ready …