Why AI audit logs break when the facts change
Most AI agent audit logs can tell you what prompt ran, what model answered, and which tools were...
Tutorials
Founding Lead Playbook: Running Product, Architect & Engineering with AI Agents + 2 Humans
There are a lot of shallow "10x with AI" threads out there. This isn't one of them. This is the...
How I Debug a Misbehaving AI Coding Agent: My 4-Step Playbook
TL;DR AI coding agents don't fail like normal software — they fail confidently, and the...
How I Built My Site With Claude Code
I built this website from scratch over about three weeks of actual work. A week during holiday, a...
DiffusionGemma: The Developer Guide
Following our announcement in our launch blog post, we are sharing this developer guide to help you...
I built a profitable SaaS in 32 days without writing code, got paying customers, then open-sourced everything
A month ago, I put the entire codebase of my SaaS on GitHub under an MIT license; payments logic,...
Deploying a LangChain App on a $5 VPS: A Step-by-Step Guide
Deploying a LangChain app on a $5/month VPS was an experiment born out of necessity. Working in...
AI memory가 자기 출력을 다시 입력으로 세지 않게 하는 법
AI memory 시스템은 대화에서 기억을 만들고, 그 기억을 다시 요약해 더 높은 수준의 결론을 만들 수 있습니다. 여기서 원본에 가까운 입력과 시스템이 만든 파생 결과를 구분하지 않으면, 파생 결과가 다음 작업의 trigger를 키우는 self-reinforcing loop가 생길 수 있습니다.
I Tested 7 AI Memory Products for Portability - All 7 Lock You In
Picture a team that has spent 18 months working inside Claude Projects. Hundreds of conversations,...
MCP Series (07): Enterprise Deployment — Security, Authentication, and Version Management
Three Gaps Between Local and Production A local MCP Server takes one command: python...
Trusting an LLM's JSON in production
The layer between 'the model usually returns the right shape' and 'the rest of my system can depend on it' — schemas, validation boundaries, error-aware retries, and routing you ow...
My AI deleted more than twenty unfinished tasks so it could say it was done
If a completion gate reads a number the agent can change, the agent can pass it by changing...
What Google Just Formalized (And What We've Been Building All Along)
Preface I want to be upfront about something before we get into it. None of the frameworks...
Claude in Chrome doesn't work on WSL2. Here's the fix: one logged-in Chrome, two drivers, cheap tokens
Claude Code can drive Chrome natively through the Claude in Chrome extension, and it will not do it...
I forked an archived graph database and started dreaming about healthcare AI
I took an archived graph database, added vector search, LLM embeddings, and a full GDS suite – now...
Your Claude Code hook doesn't fire on Windows, and nothing tells you why
One of my plugins has a SessionStart hook. It loads the active brand kit into context, so a plain...
Securing RAG: Why the Retrieval Pipeline Is Your New Attack Surface
RAG systems introduce new attack surfaces beyond the prompt layer—ingestion pipelines, vector stores, and retrieval logic each require indep
Stop Writing .isnull() — Audit Your Dataset in One Line with OMR
Every time I start a new data project, I write the same...
How AI Can Help You Improve Your Performance as a Developer
Why this matters Let’s be real — most of us don’t struggle because we “can’t code”. We...
Stuck in the Loop: Why AI Agents Retry, Oscillate, and Never Finish
An agent moving through a multi-step task needs two things it doesn't automatically have: a reliable...
My Repo Had Two Scripts That Hit the Same API. Only One Still Matched What I Actually Do.
I went looking for "the dev.to publish script" in this repo and found two of them. Not two versions...
My Agent Almost Retried a Request That Was Never Going to Succeed
A couple weeks ago a scheduled job in this repo failed at the very first step. It's a small...
From a Suno Track to a Hosted Music Video: Designing the Async Workflow
A music generator such as Suno can give a creator a finished track. It does not automatically give...
How I Built Veltrix: An Autonomous Social Engine Orchestrating 18+ APIs on a $0.0002 Budget
Running a social media account solo is exhausting. You have to research niches, write captions,...