The previous post focused on failure modes: where agents fail, and where we fail when reviewing their output. This follow‑up shifts from diagnosis to design. Sa...

If you've been trying to make sense of the AI landscape lately, you've probably encountered a bewildering alphabet soup: LLMs, RAG, AI Agents, MCP. These terms...

!Cover image for AGENTS.md vs. Skills: How We Refactored OpenClaw to Fix AI Hallucinationshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gr...

The Problem Nobody Notices at First Most developers meet AI through a chat window. You type something. At first, this feels empowering. You can “shape” the out...

Background I used to think building an LLM‑based app was simple: write a prompt, send an API request, get the result. I was wrong. The Problem In my latest pro...

markdown !VelocityAIhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fup...

How to Manage CLAUDE.md / AGENTS.md Effectively This article does not cover the usual prompt‑engineering basics e.g., “avoid negative examples,” “set the LLM r...

TL;DR Set your AI code assistant to a read‑only state before it touches your files. Common Mistake ❌ You paste a failing call stack to the AI assistant without...

Recraft models are now available via Vercel's with no other provider accounts required. You can access Recraft's image models, V3 and V2.AI Gateway These image...

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Article URL: https://www.railly.dev/blog/intent-layer/ Comments URL: https://news.ycombinator.com/item?id=46675236 Points: 6 Comments: 1...

!LangChain vs LangGraph illustrationhttps://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-u...