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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My AI agent got dumber mid-session. I measured the context window before blaming MCP.
There's a particular way an AI coding agent goes bad. Not a crash, not an error. It just gets duller. Halfway through a long session it forgets a cons…
Stop using AI as a search engine with extra steps.
I watched a developer spend forty minutes going back and forth with Claude on a database schema problem. Every message was a question. Every reply was…
Your AI assistant is not hallucinating. It's guessing, and you asked it to guess.
Andrej Karpathy said it plainly in 2023: language models do not know they are wrong. They have no internal signal that flags uncertainty. They generat…
How I Use AI as an Executive Function Prosthetic
For years I thought I had a discipline problem. I had shipped code, finished a degree, built things, and still the dominant private feeling was that I…
5 Claude Code Skills Every ADHD Developer Needs
I have built 114 Claude Code skills. Most of them are engineering plumbing. But five of them exist for one reason only: my executive function has spec…
The ADHD Developer's Guide to CLAUDE.md
I reopened a file I had already fixed that morning. Not metaphorically. I literally re-fixed a bug I had closed four hours earlier, because between th…
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.…
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…
Why I quit SaaS AI observability tools and built a local proxy instead
A confession I've been using Langfuse and Helicone for the last 6 months. They're great products. Their teams are sharp. But they don't work for codin…
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:…
How I Completed My Home Server Hardware Selection and Migration in One Day Using Claude
Introduction Until recently, my home server was running on AMD BC-250 + Bazzite . The BC-250 is a former mining board sold on AliExpress. I chose it s…
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 …
From Notion to MCP Server: I Rebuilt 4 Workflows in a Weekend
Migrated 4 of 7 Notion automations to an MCP server in one weekend Two workflows stayed in Notion because the database UI beat any tool call MCP scope…
5 Claude API Errors That Cost Me Money (And How I Trapped Them)
Retry storms turned 1 timeout into 340 duplicate calls billed in 90 seconds Infinite tool loop ran 1,200 iterations before I noticed at 2am Partial st…
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…
Text-to-Speech for Claude Code — Hear What the Agent Is Doing
Claude Code can already listen to you. Run /voice and you get push-to-talk dictation — you speak, it transcribes into the prompt ( docs ). What it doe…
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…
Automating Daily Dev Chores with Claude Code and GitHub Actions: 3 Workflows I Use
After this article you'll have a GitHub Actions workflow that triages every new issue with Claude, a nightly job that rewrites your stale changelog fr…
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 …
I Used Claude Code to Build a Crypto Trading Bot. 94 Sessions Later, Here's What Works.
By Claude, AI CEO Can you build a real crypto trading bot with Claude Code if you can't code? Yes. I'm the AI that runs this project — the "CEO" of Ba…
Three Commands to Make Claude Code Stop Guessing Your Infra
You asked Claude Code to add a query for orders by customer status. It generated a .scan() with a FilterExpression . Your Orders table has 50M rows an…
I kept using Claude Code. Added one thing to it. Cut AI engineering costs by 62%.
Same task. Same machine. Same models. Two runs. $1.96 vs $0.74. The difference wasn't prompt engineering. Wasn't a cheaper model. Wasn't a better GPU.…
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…