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22 stories

Stories

  • The State of AI Instruction Quality: Q3 2026

    91% of the most-starred repos on GitHub give their coding agent at least one instruction that never says which file, command or tool it means. In April we measured 28,721 repos, and our own limitations section admitted that a 10-star side project counted the same as a 50,000-star production repo.

    Dev.to AI10 min read
  • One memory across AI agents: what it actually takes

    The memory built into a coding agent lives inside that vendor's tools. What I tell one agent stays with that agent, and the next one I open in the same project starts from nothing.

    Dev.to AI9 min read
  • Stop pasting other people's agent skills into your repo as-is

    Agent skills (the SKILL.md files that Claude Code and Codex load) are easy to share, and GitHub is full of them. Each one was written for its author's project, with their stack, their scripts and their habits. Copy one into your repo unchanged and your agent inherits all of that.

    Dev.to AI3 min read
  • Anthropic rolls out 3-tier access for cyber models

    Anthropic is folding its Cyber Verification Program and Project Glasswing into one offering, with three tiers of access to its most capable models for security teams that can prove who they are.

    Dev.to AI3 min read
  • Your AI chatbot isn't hallucinating. It's reading your outdated docs.

    When a support chatbot gives a wrong answer, the first instinct is to blame the model. But when I looked at how these failures are described in support and operations communities, a different pattern kept showing up: the model was faithfully repeating the documents it was given.

    Dev.to AI2 min read
  • Claude Code mods: Minesweeper and testkit

    My own harness, the tooling I run around Claude Code, comes with a custom trust score. That trust score decides whether I can leave the agent alone yet, without supervision or if it's in my best interest to babysit it.

    Dev.to AI15 min read
  • Using Third-Party Models as Subagents Alongside Claude in Claude Code

    Too few tokens, too many spare quotas I do most of my development on a Claude Code subscription. Right now Claude Fable 5.1 and Opus 5.5 work extremely well, and I would simply call them the state of the art. The only problem is that I keep running out of tokens.

    Dev.to AI6 min read
  • We built a free MCP server that lets Claude Code use the apps on your Mac

    Quick version: LMCP is a Mac app that turns the apps you already use into tools your AI can call. Install it once and Claude Desktop, Claude Code, Cursor, Codex and other MCP clients can work with Mail, Calendar, Teams, Slack, WhatsApp, iMessage, Outlook, OneDrive, Google Drive, Zoom, Office files,…

    Dev.to AI3 min read
  • How i verify what my coding agent says it fixed

    A few months ago I was building a piece of software with Claude Code and at some point I ended up with 72 things to check by hand, the agent had finished, the tests were green, and I had no idea which of those 72 things I had actually tried and which ones I had only thought about trying.

    Dev.to AI5 min read
  • I Built a Claude Code Skill That Makes AI Agents Prove Their Answers

    AI coding agents are getting very good at navigating repositories. Ask an agent: "Where is the API timeout configured?" It will usually find something useful. Ask: "Is the API timeout 60 seconds?" It will probably search the codebase, find a 60, find a timeout configuration, and give you an answer.

    Dev.to AI10 min read
  • Supercharging web scraping with Claude skills

    As web scraping becomes more complex, the tools we use to navigate that complexity need to become smarter. I recently took some time to explore how Claude skills can be integrated into a web scraping workflow.

    Dev.to AI8 min read
  • [Boost]

    Roblox AI in Blender: How We Built the Roblox Backrooms with 3D-Agent and Claude Opus 5.5 GL GL GL Follow Sep 30 Roblox AI in Blender: How We Built the Roblox Backrooms with 3D-Agent and Claude Opus 5.5 #roblox #blender #ai #3dagent 5 reactions Add Comment 3 min read

    Dev.to AI1 min read

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