Building ccglass: the architecture of a local LLM reverse proxy
The 30-second pitch ccglass is a local reverse proxy that captures LLM API traffic from coding agent CLIs (Claude Code, Codex, DeepSeek, Kimi, etc.) a…
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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.…
A PreToolUse hook that sandboxes Claude Code agents by reading what they actually do
An AI coding agent on your laptop runs with your shell. It can rm , it can curl secrets | nc , it can write to .github/workflows . The native guardrai…
Loopcraft: Stop Prompting, Start Designing Loops
On June 7, 2026, Peter Steinberger — the creator of OpenClaw — posted twelve words that ricocheted across every AI engineering corner of the internet:…
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…
Anthropic: Claude Now Writes 80% of Its Own Code in 2026
80%. That is the share of code currently being merged into Anthropic's production systems that was written by Claude. Not code-reviewed. Not pair-prog…
5 ways your CLAUDE.md rules quietly fail
# CLAUDE.md - Always write production grade code. - Never introduce a regression. - Be thorough, consider edge cases. Three rules. None of them will e…
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…
Claude Code PushNotification tool: what it does and how to use it
PushNotification is a native Claude Code tool you can call to send PushNotification to your phone or Claude app. The obvious use case is long-running …
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…
Why AI Agents Keep Breaking Your Code (And What to Do About It)
Picture this: you write a requirement. Clear, specific. The agent reads it, does exactly what you wrote — and breaks three things you never mentioned.…
Your Team Has 5 CLAUDE.md Files and They All Say Different Things
Your Team Has 5 CLAUDE.md Files and They All Say Different Things You have a team. Everyone uses Claude Code. Everyone wrote their own CLAUDE.md. Alic…
5 Developers. 5 Different CLAUDE.md Files. Your AI Agent Has No Consistent Behavior.
5 Developers. 5 Different CLAUDE.md Files. Your AI Agent Behaves Consistently for None of Them. You have a team. Everyone uses Claude Code. Everyone w…
Your CLAUDE.md Rules Are Probabilistic: Why Claude Quietly Deprioritizes Some Instructions
The Problem Nobody Warns You About You wrote the rule clearly. You put it in your CLAUDE.md. Never push to production without explicit user confirmati…
Best MCP Servers for AI Coding in 2026: The 7 Worth Installing in Cursor, Claude Code, and Windsurf
This article was originally published on aicoderscope.com The verdict up front: Context7 and GitHub MCP belong in every setup. Add Playwright if you w…
A Journey into Token Optimization for My AI Assistant
I Messed Up In my previous article , I wrote about giving an AI assistant memory and a personality to serve as my secretary. I was pumped, thinking, "…
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…
An MCP server post-mortem: context vs. protocol
If you are exposing an MCP server in front of a REST API, two things from our own experience that are worth passing on: Code change and tool-descripti…
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…
Why I Stopped Letting AI Write My Code (May 2026)
This article shares why a web engineer holding a Claude Code Max 20x plan has mostly stopped using AI for coding at work. It's not about abandoning AI…
Opus 4.8 ships Dynamic Workflows — hundreds of parallel subagents per session. Read this before you wire it into prod.
Opus 4.8 ships Dynamic Workflows — hundreds of parallel subagents per session. Read this before you wire it into prod. Anthropic's Opus 4.8 announceme…
Claude Code's workflow docs are a menu.
Here is what a real solo founder orders. $ git worktree list ~/app a1b2c3d [ main] ~/app-review e4f5g6h [ review-branch] ~/app-content i7j8k9l [ draft…
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, and …
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…
Claude Code for Canary Deployments: How I Ship to 1% of Users Before Breaking Everything
I used to ship by faith. The change passed code review, the tests went green, the deploy button was right there, and I pressed it. Most of the time it…