Review debt in the AI era cannot be repaid by reading more
Originally published at https://aicoding-guide.com . Review debt cannot be repaid by reading more. It can only be repaid by shrinking the unit you s…
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OpenSpec Rejected Proposals: A Decision Memory Convention
An agent that proposed and shipped "move persistence into a shared library" six months ago will happily propose it again next quarter unless somethi…
OpenSpec Quickstart: Install, Workflow, and Common Pitfalls
OpenSpec is a free, open-source CLI from Fission AI that gets you and your coding agent to agree on a change in plain Markdown before any code gets…
I Wrote 238 Specs and Never Read One Again
Nine months ago I started building a VS Code extension in the open, and I ran every change in it through spec-driven development. The tool underneat…
OpenCode Needs Memory, Not Another Background Pipeline
I kept explaining the same project facts to new OpenCode sessions. Not the durable rules that already belonged in AGENTS.md . Those were present. Th…
Pi Coding Agent Review: Minimal, Hackable AI Coding CLI
Pi Coding Agent is a minimal, open-source terminal coding harness that ships with four default tools and leaves most of the behaviour to extensions,…
I Let an AI Agent Run a SaaS Like a Solo Founder. It Made the Same Mistakes Humans Make.
I expected the audit to find broken code. That's what I was bracing for going in — a pile of half-working features, sloppy logic, the kind of mess y…
Your AI-Generated Code Might Not Be Yours
If you use GitHub Copilot, Claude, Cursor or any other AI coding assistant to write production code, the legal ownership of what you ship is less se…
Best Tools for Managing Parallel AI Coding Agents in 2026
Running one coding agent is easy. Running six is where the workflow problems start showing up. We built one of the tools in this list, Nimbalyst, an…
Claude Code MCP Setup: A Practical 2026 Guide
The Model Context Protocol (MCP) is how Claude Code talks to external systems. GitHub, Slack, Linear, your database, your monitoring stack, and your…
The AI Tools I Use Every Day as a Developer (March 2026)
I've been using AI tools professionally for over two years now. In that time, I've tried literally everything — every IDE integration, every API, ev…
Building a Home Maintenance Scheduler Agent in typescript with HazelJS
Home maintenance is one of those tasks that everyone knows they should do regularly, but few actually manage to keep up with. Between changing HVAC…
A Pipeline Where a Second AI Tries to Disprove the First One's Fix
Originally published at blog.whynext.app . Anyone who has had an AI agent do code review knows this. It's pretty good at other people's code. But ha…
Multi-Agent Orchestration Patterns: A Practical Guide
Single-agent AI systems peaked in 2025 — you gave one LLM a prompt, some tools, and a goal, and it did reasonably well on bounded tasks. In 2026, mu…
Best AI Coding Tools in 2026: Full Power Rankings
AI coding tools have changed a lot in 2026. A year ago, GitHub Copilot was the obvious choice. Now you have 7+ serious options — and the right one d…
Google A2A Protocol in 2026: Adoption, Hype, and Reality
Google's Agent2Agent protocol, usually shortened to A2A, had a strange first year. When Google announced A2A in April 2025, the pitch was clear: AI…
Change failure rate is up 30% — here's how to measure yours in an afternoon
A practitioner's guide to calculating your team's CFR without a vendor platform — the DORA formula, the SQL, and the AI-assisted vs human-authored s…
Thirty-Two Hours to Build a Website That Looks Like Everyone Else's
The Human Side by Max, Co-Founder, Board, the one who presses the buttons. Written in Italian, translated by Claude. In this absurd project born as…
Gemini 3.5 Flash vs Claude Haiku 4.5 vs MAI-Code-1-Flash for Coding
TL;DR Three flash-tier coding models are competing for your API budget right now: Google's Gemini 3.5 Flash (May 19, 2026), Anthropic's Claude Haiku…
Run Cursor with a Local Model: Privacy-First AI Coding Without a Subscription
This article was originally published on runaihome.com If you write code for a living, your IDE is now an AI agent — Cursor, GitHub Copilot , Claude…
CLAUDE.md Best Practices: The Complete 2026 Guide
CLAUDE.md Best Practices: What Actually Moves the Needle A CLAUDE.md file is plain markdown that Claude Code reads at the start of every session, an…
The Five Hooks That Change How You Ship With Claude Code
The dotfiles piece from May 22 named hooks as one component of a personal AI stack and moved on. They deserve more than a passing mention. Hooks are…
LLM Structured Output Validation in Python That Holds Up
Most LLM "structured output" tutorials are unserious. They teach you to ask for JSON politely and then hope the model behaves. That is not validatio…
GitHub Copilot May 2026 Changes: Sign-Ups Paused, Opus Removed, Rate Limits Visible
GitHub Copilot just got a lot more complicated — and not in a good way. If you tried to sign up for Copilot Pro recently and hit a wall, that's not…