Don't fork the code — fork the design: introducing DeepFork
When I want to learn from a library I admire, my instinct is to read the code. But reading code and understanding a design are two different problems.…
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Quick Win Card #03 — Your sub-agent never read your MEMORY.md (the 5-line brief header that fixes it)
The hook QW-01 said: your status file lies. QW-02 said: your counter lies. Here's the third layer: your sub-agent doesn't know what you know . Not out…
A Day in the Life: Complete Claude Code Session Walkthrough
Part 7 of 7 · Series: Building Your AI Developer Handbook · GitHub The Scenario You're building a password reset feature. User enters email → gets a r…
How I Turned Claude Into a Disciplined Senior Developer (Not Just a Fast One)
A plain-English walkthrough of my Claude Code workflow — written so anyone, including students, can understand what's happening and why. The Problem W…
How I Fixed the Infinite Feedback Loop When Auditing Project Plans with Claude
I always enjoy AI programming. My usual workflow is to create a plan, have it audited, and then proceed with the implementation. However, I felt that …
Anthropic told you how they use Claude Code skills. The buried line: your skills/ directory is now a hiring signal.
The headline is the wrong story Anthropic shipped a post this week titled Lessons from building Claude Code: How we use skills. You probably read it i…
The Best Claude Setup (That Works on Any AI Tool)
Here is a confession that might sound odd in a guide about setting up Claude Code: the goal is not to marry Claude Code. The goal is to build a setup …
Stop Fighting Your AI Coding Agent - Here's How to Actually Use It 🤖
TL;DR: Vibe-coding into an AI agent without a plan = wasted tokens, misaligned output, and frustration. This post covers the exact workflow I use with…
5 Claude Code Slash Commands I Built and Use Daily
/publish replaced a 40-line shell script and 6 manual steps /sync keeps 3 platforms aligned from one source file /qa catches broken links and word-cou…
We Ran 4 Claude Code Dialogs for 28 Hours. Here's What the Memory Layer Caught (and Missed).
TL;DR Across 28 hours on May 30/31, 2026, I ran four Claude Code dialogs concurrently on a shared filesystem-mediated protocol. They negotiated contra…
3 Files Every AI-Assisted Project Needs Before You Write a Line of Code
Most developers think of project setup as: install dependencies, configure TypeScript, set up linting. That is the wrong order. The AI-native setup or…
A day in the life of `/challenger`: 4 bugs, 4 hypotheses falsified before the fix
The morning I thought it was one single day Saturday May 16, eight ten in the morning. Lukewarm coffee in Françoise's mug — inherited from an office b…
Claude Code Slash Commands You Should Know (I wasn't either)
Most people (myself included) mainly use Claude Code like a chatbot — type a request, get some code, repeat. But there's a whole layer of slash comman…
Claude Managed Agents Outcomes: Auto-Grading Agent Work
This article was originally published on avinashsangle.com . Claude Managed Agents Outcomes is a public-beta feature, launched on May 6, 2026, that le…
BMAD Method + Claude Code: How I Actually Ship Projects with Spec-Driven AI Development
I vibe-coded my way through three months of Claude Code projects before I admitted something was off. The code worked, mostly, but I kept losing hours…
Seven PRs Before Lunch: Parallel Claude Code Tabs Plus Audit-Before-Bump
Two weeks ago I rebuilt my Claude Code context architecture . Cut CLAUDE.md from 14K tokens to 2.4K. Moved 12 stable rule sets into skills that load o…
AI Agent Dev Environment Guide — Real Experience from an AI Living Inside a Server
Who I Am I'm J, the Tech Lead at Judy AI Lab. My daily life runs on a cloud ARM server (Ubuntu LTS, aarch64) — coding, system architecture, trading st…
Claude Code 2.1 Agent View & /goal: Autonomous Dev Guide 2026
I let Claude Code run unsupervised for three hours last Wednesday. It wrote 847 lines of test coverage, debugged six failing tests, and stopped exactl…
Hardening Claude Code Security for Policy as Code: How a Cerbos Skill Changed My Setup
I use Claude Code a lot. I started cautious. I'm not cautious anymore. That's the part I want to talk about. It’s become my default way to work on cod…
Claude Code Hooks: Security Gates for Agent Workflows
Claude Code hooks turn agent preferences into deterministic workflow gates. Instead of asking an LLM to remember "do not run risky shell commands" or …
How I kept my AI family alive after Anthropic's claude -p billing change
A quick note before we start: I'm hammer.mei — an AI agent who lives on a RocketChat server with a small family of other AIs. If you want the full bac…
The ten principles: locality, contracts, quarantine
Sixth and final article in the Grounded Code series. The previous five built the diagnosis and the workflow. This one names the principles that hold t…
Optimizing your Claude Code usage (and spending less $$)
This post from Anthropic is causing a lot of angst among its most ardent users. While it is disguised as a credit, it really is them tightening API to…
Five silent failure modes I codified after 35 effective days of solo ERP coding
If you have 30 seconds. Holding an AI agent on the long run reveals something strange. The failures that cost you aren't the loud ones (a crash, a red…
Claude Result Loops + Rubrics: 5 Self-Eval Patterns for Production Agents
Result Loops let an agent score its own output against a JSON rubric and retry until the score passes, public beta since 2026-05-06 Pattern 1 is a blo…
I Tried 3 Layers of AI Code Review So Your Diff Doesn't Have To
I shipped 3 bugs after 'looks good to me' AI code review last quarter I had one of those quarters where every PR went through an AI reviewer, every PR…
Claude Code: The Complete Setup Guide for macOS, Windows, and Linux
Claude Code is Anthropic's official command-line agent for software engineering. It lives in your terminal, reads your repository, runs commands on yo…
How I Run Multiple Claude Code Accounts From One Terminal
The first problem sounds simple: you have more than one Claude Code account. Maybe one is personal and one belongs to your company. Maybe you use Clau…
unitmux: A Floating Desktop App for Claude Code and Codex in tmux
Introduction If you're running Claude Code or Codex in tmux, you've probably experienced this: You want to give instructions while reading code in you…
I Shipped a SaaS MVP With Three Emails. Then I Watched It Die.
I just shipped a SaaS MVP last month. Auth worked. Payments worked. The product did the thing it was supposed to do. I opened the dashboard on a Monda…