A GTM engineer without a software engineering background has adopted an engineering process to build AI-powered workflows, using Linear for task management and a multi-agent system where each stage le…
A developer found that the quality of AI coding agent outputs varied significantly based on how they phrased requests, leading them to create reusable playbooks that standardize workflows. By building…
Dexter, CEO of HumanLayer, argues that the push for AI-driven software factories is leading to lower code quality and more outages, citing a Faros AI report showing pull-request review quality down, i…
A developer warns that teams building AI assistants often accidentally recreate middle management by designing specialist agents for every task. Instead of solving the original problem, the AI spends …
Claude Code, an AI coding agent from Anthropic, has transformed an engineer's workflow from writing code to reviewing plans and artifacts, with the key insight being that the model plans and the harne…
AI agent frameworks like Superpowers, Matt Pocock's skills, and Agent Skills use plain English Markdown files as a behavioral control layer, which is probabilistic and ambiguous rather than determinis…
Three AI coding workflow frameworks—Superpowers by Jesse Vincent, Agent Skills by Addy Osmani, and Matt Pocock's Skills—have emerged as leading approaches to encode engineering process into structured…
Matt Pocock, a TypeScript educator, open-sourced his personal .claude directory as the repo mattpocock/skills, which has amassed over 160,000 GitHub stars. The repository contains around 36 Claude Cod…
A Thai developer known as 9arm has released a small Claude Code skills repo, 9arm-skills, that introduces a cost-saving technique for AI workflows. The key skill, qwen-agent, delegates repetitive, low…
Matt Pocock released a new AI skill called /triage that automates issue triage on project trackers by categorizing issues, verifying claims, and moving them through a state machine. The skill requires…
Developer Emile Silvis compared two approaches to building a Plants vs Zombies clone with LLMs: a highly controlled agent that grilled him on specs versus an autonomous agent given only a creative goa…
Developer Matt Pocock released a public repository of AI agent skills for Claude Code, packaged as markdown files that define repeatable workflows for tasks like spec interrogation and PRD writing. Th…
A developer shares key observations on using AI tools effectively in coding as of July 2026, emphasizing clarity, shared understanding, and surgical context. The developer recommends stating goals and…
A developer argues that JavaScript still lacks the ability to ship full-stack modules, unlike ecosystems like Rails and Laravel. They propose that pre-built, well-tested 'full-stack modules' would ben…
Developer chaliy outlines a three-phase approach to coding with AI agents: design, implementation, and ship. The design phase focuses on challenging assumptions through agent interaction, implementati…
Matt Pocock, creator of the most-starred AI skills repository on GitHub with over 130,000 stars, discussed his pragmatic approach to AI development, emphasizing the importance of the 'harness'—prompts…
A developer shared a set of agent skills used for development, including skills for interviewing users about plans, creating PRDs, breaking down plans into GitHub issues, implementing tasks with TDD, …
A new agentic lifecycle introduces eight phases with deterministic gates between each pair, limiting human intervention to exactly two mandatory moments: approving the spec and a final review. The lif…
A developer has created a complete, free, open-source AI-coding handbook in Bangla, expanding on Matt Pocock's Dictionary of AI Coding. The resource includes 62 translated terms with daily-life analog…
A shift in open-source AI agents from general coding assistants to specialized tools, featuring four GitHub repositories as examples. These include "mattpocock/skills," which enforces engineering disc…