// edition · 2026-05-19

May 19, 2026

19 stories on AI dev tools, agents, and the coding stack — curated from the day's RSS haul by Agentic Dev's pipeline.

Top Signal · CLI Agents

The Claude Code Plugin Marketplace: How Skills, MCP Servers, and Plugins Actually Fit Together in 2026

Anthropic's Claude Code plugin marketplace, as of May 2026, organizes extensions into four components: plugins (the distribution format), skills (Markdown-based prompt instructions), MCP servers (external data layer processes), and hooks (shell commands triggered by lifecycle events). The officia...

Dev.to - Claude

Tool Updates

Claude Code Deep Dive: The Definitive Guide to 10x Your Developer Productivity

Claude Code, Anthropic's AI coding assistant, supports a layered extensibility system including CLAUDE.md project configuration files, custom slash commands, hooks, subagents, and MCP server integrations. A developer guide outlines how these features can be combined to automate code review, testi...

CLI Agents Dev.to - Claude

How to Build a Stateful AI Agent with FastAPI, LangGraph, and PostgreSQL.

A tutorial describes building a stateful AI agent backend using FastAPI, LangGraph, and PostgreSQL to address production issues such as session memory loss and latency spikes under concurrent requests. LangGraph's persistent state graph replaces stateless API patterns by storing conversation stat...

Agent Engineering Dev.to - AI

Long-Running Agents: Harness, Evaluator, Handoff

Anthropic, IBM, and AI LABS independently presented talks arguing that hour-scale AI agent reliability depends on harness architecture, adversarial evaluator agents, and structured state handoffs rather than model improvements. Anthropic researchers Ash Prabaker and Andrew Wilson specifically pro...

Agent Engineering Dev.to - Claude

Take your local GitHub sessions anywhere

GitHub launched remote control for Copilot agent sessions, now generally available on github.com and the GitHub Mobile app, with support also coming to VS Code and JetBrains IDEs. Developers can start a session locally using `/remote on` and then monitor, redirect, or approve actions from any dev...

Workflows & Tips GitHub Blog

Instruction systems capability ladder: harness leveling

A developer published an 8-level taxonomy for AI agent instruction systems, ranging from basic system prompts (L0) to self-improving agents (L7), submitted to the Hermes Agent Challenge on Dev.to. The framework applies across tools including CLAUDE.md, AGENTS.md, and .cursorrules, categorizing le...

Agent Engineering Dev.to - Claude

Claude Pro vs ChatGPT Plus for Indie Hackers in 2026: Honest $20/Month Comparison

Claude Pro and ChatGPT Plus both cost $20/month but differ in features: Claude Pro includes the Claude Code CLI and scores 64.3% on SWE-Bench versus ChatGPT Plus's 58.6%, while ChatGPT Plus offers image generation, voice mode, video via Sora, and Deep Research. Anthropic plans to separate program...

Pricing & Plans Dev.to - Claude

Best AI Tools for Developers to Boost Productivity & Workflow

A developer overview identifies Cursor, Claude Code, and GitHub Copilot as useful for code navigation, automated refactoring, test generation, and documentation, while noting AI tools remain unreliable for complex debugging and domain-specific tasks.

Workflows & Tips Dev.to - AI

We Got 2x LLM Inference Speed With Three Kubernetes Settings

DigitalOcean engineers achieved roughly 2x LLM inference throughput on Kubernetes by combining Managed NFS for shared model weights, jumbo frames with TCP buffer tuning, and a node taint to prevent a race condition between the network tuner and vLLM pods. The reference architecture, including Ter...

Agent Engineering Dev.to - AI

How We Rebuilt Guayoyo Tech's Visual Identity Using Design Skills for AI Agents

Guayoyo Tech redesigned its website in under 48 hours using Claude Code as the designer, modifying 62 files across 30 commits. The process involved providing the AI agent explicit design constraints via configuration files to replace a generic aesthetic with an amber palette, three-font editorial...

Workflows & Tips Dev.to - Claude

Ecosystem

The last six months in LLMs in five minutes

Simon Willison presented a lightning talk at PyCon US 2026 summarizing LLM developments since November 2025, noting the leading model changed hands five times among Anthropic, OpenAI, and Google, cycling through Claude Sonnet 4.5, GPT-5.1, Gemini 3, GPT-5.1 Codex Max, and Claude Opus.

Model Releases Simon Willison

Why Google’s Remy leaks have enterprise architects rethinking the AI stack

Business Insider reported that Google is internally testing an AI agent called Remy within a staff-only version of Gemini, describing it as a personal agent capable of taking actions on users' behalf across work, school, and daily tasks. Google declined to comment on Remy's existence.

Opinion & Analysis The New Stack

The AI Integration Mistakes Startups Are Making Right Now

Common AI integration failures at startups include poor data quality (cited in 85% of AI project failures), misallocated budgets toward customer-facing tools over back-office automation, and insufficient guardrails on autonomous agents. An estimated 42% of companies have abandoned most AI initiat...

Opinion & Analysis Dev.to - Claude