12-Factor Agents in Practice: LangChain/LangGraph and Agno/AgentOS
A source-audited translation of HumanLayer's 12-factor agent principles into practical LangGraph and Agno/AgentOS architecture, with production-minded Python examples.
24 min read
Archive
Articles, page 12
Older writing on AI applications, software engineering, and developer tools.
Docker Compose vs Kubernetes in Production: The Claim Is Too Absolute
An evidence-driven look at the claim that Docker Compose is only for local development while production should always use Kubernetes, Helm, and Argo CD.
24 min read
How to Learn Production-Grade AI Agent Engineering
A practical roadmap for software engineers who want to move from toy chatbots to production-grade AI agents, with the right study order, common gaps, and portfolio projects.
24 min read
Implementing LangWatch Evaluations with Agno and AgentOS: From Zero to Production
A practical guide for implementing LangWatch evaluations in Agno and AgentOS systems, from first traces and batch experiments to structured-output scoring, production monitors, and background evaluation hooks.
17 min read
Designing Subagents in the Cloud: Agno vs LangChain vs AI SDK
A practical, source-audited guide to designing subagents for real cloud workloads, with concrete patterns and tradeoffs across Agno, LangChain, and Vercel AI SDK.
14 min read
From Chat to Agent UI: ChatKit, A2UI, and Structured Interaction Surfaces
Agent UI is becoming its own stack. Here's how ChatKit, A2UI, and MCP Apps fit together, where plain chat breaks down, and how to design structured interaction surfaces that actually help users get work done.
24 min read
How to Improve Code Quality During Vibe Coding
Vibe coding is fast, but speed without discipline creates debt. Here's how to keep your AI-generated code clean, tested, and maintainable.
13 min read
How to Stream LangChain and LangGraph into AI SDK
A source-audited, practical guide to building streaming APIs with LangChain and LangGraph, then consuming them cleanly with AI SDK from simple chat to durable agents.
19 min read