AI Planning Tools for Product Development: Claude Code, Cursor, and Beads
A research-checked comparison of Claude Code, Cursor, and Beads for planning, execution, persistence, and async collaboration in modern product development.
Engineering Manager / Technical Lead
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Older writing on AI applications, software engineering, and developer tools.
A research-checked comparison of Claude Code, Cursor, and Beads for planning, execution, persistence, and async collaboration in modern product development.
A source-audited translation of HumanLayer's 12-factor agent principles into practical LangGraph and Agno/AgentOS architecture, with production-minded Python examples.
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.
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.
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.
A practical, source-audited guide to designing subagents for real cloud workloads, with concrete patterns and tradeoffs across Agno, LangChain, and Vercel AI SDK.
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.
Vibe coding is fast, but speed without discipline creates debt. Here's how to keep your AI-generated code clean, tested, and maintainable.
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