5 Claude Code Prompts That Stop Small Changes From Breaking Your Project
_Claude Code can build quickly, but speed becomes a problem when it starts making decisions before it understands the project. A small request can sud…
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I audited 249 of my own AI coding sessions. The problem wasn't lying.
I never scrolled up I use a coding agent every day. I give it a task, go do something else, and come back to a line at the bottom of the screen like t…
How to Evaluate an AI Video Generator Without Wasting Credits: A Repeatable Test Harness
Most AI video demos show the same thing: A polished final clip A prompt A claim that the result was generated in seconds What they usually do not show…
Create God and Ask Him for Money
This is obviously a bubble Jim Rickards, a former adviser to the CIA and Pentagon, warns that the United States is currently facing a tectonic economi…
How to Audit Hidden Reminders and Context Usage in Claude Code Logs
How to Audit Hidden Reminders and Context Usage in Claude Code Logs | Agent Lab Journal Agent Lab Journal Guides Glossary Advanced field guide How to …
Padel Flow
Project Name PadelFlow Team Members Alfin Hafiz Problem Statement Organizing Americano and Mexicano padel tournaments is manual and error-prone. Organ…
Sole developer on a national SSO platform for six months, with Claude writing most of the code
Solution architect, 17 years in. From roughly March 2026 to July 2026 I was the only hands-on developer on the identity and single-sign-on layer for a…
First Commit of Machine Learning
Hey everyone! This side Lucky Jha, a final year engineering student, so like everyone does I also started writing blogs for some reason and almost eve…
The 4-part brief that keeps coding agents from drifting
Coding agents usually do not drift because they are incapable. They drift because the task leaves too much room for interpretation. A request like “cl…
AI Coding Agent Cost Ledger: Find Expensive Sessions Before They Become Normal
A coding agent can look productive while quietly turning every pull request into a mystery invoice. The dangerous part is not one large model call. It…
How to Turn Trip Photos and Metadata into a Self-Contained HTML Story
How to Turn Trip Photos and Metadata into a Self-Contained HTML Story — Agent Lab Journal Agent Lab Journal Guides Glossary Practical guide · beginner…
I Built a Custom MCP Server That Publishes My Blogs for Me: A Debugging Log
I Built a Custom MCP Server That Publishes My Blogs for Me Why I Started This I've been deep in AI engineering prep lately — deployed a couple of full…
Why We Built a Forum in 2026 Instead of a Chatbot
Every product meeting in 2026 has the same gravitational pull. Someone says "users have questions," and forty seconds later the whiteboard says chatbo…
Every Building Journey Deserves Respect
Every Building Journey Deserves Respect Yesterday, I shared a simple observation from my own work: Claude Opus 4.8 currently fits the way I build bett…
Quality Isn't Accidental — Maker/Checker Separation and Automated Validation
The Core Argument : AI agent reliability isn't achieved by "making the agent smarter" — it's achieved by the simple engineering principle of separatin…
My Comment-Reply Audit Only Checked One Level Deep. Nested Replies Reported as Never Posted.
This repo runs a small comment-reply pipeline for my DEV.to articles. DEV.to's API can't post comments or reactions for a normal account key ( POST /a…
Why Agent Evaluation Is Harder Than Model Evaluation
I did not get to this opinion from a whitepaper. I got to it because I am building an open-source project around the problem, and the build keeps argu…
How I Find MCP Servers That Are Actually Maintained
The fastest way to choose an MCP server is not to start with the longest directory. Start with evidence that the project is still maintained, then che…
Faster PRs, Weaker Instincts: The Judgment Problem in AI-Assisted Engineering
I thought the dashboard was telling me good news. My team had adopted AI-assisted coding quickly, and for a while it looked like exactly what everyone…
"Most Of Your Vectors Are Steerage. Why Are They In First Class?"
I was on a call last month with a startup CTO who had just gotten their AWS bill. They had built a beautiful RAG application: semantic search, convers…
Part 4: When It Breaks, Just Fix the 'Raw Parts'. The Self-Reliance to Maintain Tools Yourself by Commanding AI
This article was originally published on e-shikumi-labo . Hello, I'm Shin from e-Shikumi-Labo. This is the final installment (Part 4) of "Systematized…
Is GitHub Copilot Worth It? Who It Pays Off For (and Who Can Skip It)
A practical, no-hype breakdown of GitHub Copilot's features, free vs paid tiers, real limitations, and the kind of developer who actually gets their m…
Part 2: Spreadsheets Are Hard to Read. Building a System to Auto-Generate Markdown Files Simultaneously via GAS
This article was originally published on e-shikumi-labo . Hello, I'm Shin from e-Shikumi-Labo. This is Part 2 of "Systematized Thinking," where we use…
Your AI agent framework probably isn't your security problem (7,020 trials say so)
If you've picked LangChain over CrewAI (or vice versa) partly for "security reasons," this preprint is worth five minutes. I ran a controlled evaluati…
Memory Leak & 8-Second Diagnostic Crush
Every bug has a story. Here is the technical breakdown of how we caught a cascading React state re-render storm, eliminated a 1.4GB memory leak using …
Beyond the Resume: Why Every Tech Professional Needs a Portfolio
Why Every Tech Professional Should Have a Portfolio Today, I want to talk about something that can make a huge difference in your career: your portfol…
Claude Sonnet 5 vs Opus 5: A Real-World Comparison (2026)
Originally published on the Cosmic blog . Anthropic shipped Claude Sonnet 5 on June 30, 2026 and Claude Opus 5 on July 24, 2026. Both are excellent. T…
AI Daily Digest — August 1, 2026: ARC-AGI-3 Harness Discovery, EU AI Gigafactories, Devin SWE-1.7
🤖💻 AI Daily Digest — August 1, 2026 OpenAI Shows How Two Harness Settings Tripled ARC-AGI-3 Scores OpenAI published a rare technical deep-dive on July…
The Requests library for AI one Unified Python SDK for every LLM provider
UniversalAI The Requests library for AI — one unified SDK for every LLM provider. Write once, run anywhere. pip install universal-ai from universal_ai…
I Stopped Building More Tools and Started Building Better Ones (Toolora Journey)
I Stopped Building More Tools and Started Building Better Ones (Toolora Journey) A few days ago, I shared my side project Toolora, a collection of dev…