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…
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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…
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…
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…
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…
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…
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 …
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…
AI Pair Programming Isn't Autopilot: Scaffolding HandyFEM and Catching What the AI Threw Away
The agent writes the code. You're still the engineer. I'm building HandyFEM with Claude Code as my pair. It's fast — sometimes startlingly so. But the…
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…
5 Anthropic Prompt Caching Patterns That Cut My API Bill 70%
System-prompt caching alone cut repeat-call costs by half Tool definitions cache separately, perfect for agent loops Conversation history caching pays…
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…
How I Built an AI Assistant That Grows Its Own Tools
Introduction Due to changes in Anthropic's terms of service, the use of Claude subscriptions via third-party harnesses has been blocked. While there w…
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…
Are Claude skills safe in 2026? What the Snyk ToxicSkills audit actually found
{/* JSON-LD schema is generated server-side in app/blog/[slug]/page.tsx , do not re-add an inline block here, it crashes<br> MDX&#39;s Acorn…
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 …
You Can't Prompt Your Way Out of a Hard Constraint
Thursday morning I removed five nodes from my content pipeline. By lunch I understood something about building with language models that eleven failed…
Microsoft Told Engineers to Ease Off Claude Code
The memo that should change how you think about AI coding agents Last week reporters surfaced an internal story from Microsoft: engineering management…
How /letsgo Works: A Master Agent Orchestrator for Claude Code
The AI developer bottleneck is real. Here's the system built to eliminate it. It's 11pm. You asked the agent to build an API endpoint two hours ago. I…
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…
Claude Code Hooks vs Skills: When to Use Which
Originally published on rikuq.com . Republished here for Dev.to's readers. Claude Code shipped Hooks and Skills near each other in 2026, and they get …
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…
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…
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 t…
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…