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Teaching Claude Code to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP
Featured Dev.to

Teaching Claude Code to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP

How nb2lite-skill-claude packages Google's gemini-3.1-flash-lite-image as a Claude Code skill + MCP server — with multi-turn stateful edits, an idiot-proof install guide, and a dogfooded cover image.

1 week ago Read Article
Loop Engineering: How to Stop Your Agent Reward-Hacking Its Own Checks
Dev.to AI & Machine Learning
Loop Engineering: How to Stop Your Agent Reward-Hacking Its...

You gave the agent a failing test and told it to get the suite green. It came back green. Then you.....

1 week ago Read
The Friction Is A Feature, Not A Bug: Teaching and Mentoring in the Age of AI
Dev.to AI & Machine Learning
The Friction Is A Feature, Not A Bug: Teaching and Mentoring...

Those who have been following me for a while will know that teaching and mentoring are a Big Deal™️....

1 week ago Read
Substack's New AI Detector Has the Same Blind Spot DEV.to's Did
Dev.to AI & Machine Learning
Substack's New AI Detector Has the Same Blind Spot DEV.to's...

Substack shipped an AI detector this week. Every post, note, and comment over 100 words can now be.....

1 week ago Read
You can build it. Should you?
Dev.to AI & Machine Learning
You can build it. Should you?

I've spent my career helping people build software. This is a series of letters about what happens.....

1 week ago Read
I Built an AI Memory Agent That Forgets on Purpose — Then Spent Two Days Proving It Actually Works
Dev.to AI & Machine Learning
I Built an AI Memory Agent That Forgets on Purpose — Then Sp...

Every "AI memory agent" I looked at before starting this does the same trick: embed every message,.....

1 week ago Read
4 Silent Failures, 2 Undocumented APIs, and a Container That Crashed Because of a Missing User Directive
Dev.to AI & Machine Learning
4 Silent Failures, 2 Undocumented APIs, and a Container That...

What happened when I tried to deploy a CrewAI agent to AWS Bedrock AgentCore. Every error was a 200...

1 week ago Read
From Apple Health Data to Clinical Storytelling: Building an AI-Powered Report with Python and Gemini
Dev.to AI & Machine Learning
From Apple Health Data to Clinical Storytelling: Building an...

Introduction At recent technology conferences, one topic has caught my attention: every...

1 week ago Read
Instrumenting an AI-Powered GitHub Analyzer with OpenTelemetry and SigNoz
Dev.to AI & Machine Learning
Instrumenting an AI-Powered GitHub Analyzer with OpenTelemet...

This article is my submission for the Agents of SigNoz Hackathon: Blog Track, where participants...

2 weeks ago Read
I burned through thousands of AI tokens. Then a friend did it for free
Dev.to AI & Machine Learning
I burned through thousands of AI tokens. Then a friend did i...

(yep, kinda clickbait, just for the funsies 😊) At the beginning of the year, I relaunched my...

2 weeks ago Read
Every AI-Generated Line of Code Is a Small Loan — And Eventually, You Have to Pay It Back
Dev.to AI & Machine Learning
Every AI-Generated Line of Code Is a Small Loan — And Eventu...

A bug showed up in my personal project last month. Nothing dramatic - a value wasn't updating the wa...

2 weeks ago Read
Can a Mac Mini Handle 100 Million Rows?
Dev.to AI & Machine Learning
Can a Mac Mini Handle 100 Million Rows?

I made ClickHouse and Postgres Fight to Find Out 🥊 One Mac Mini. Two databases. 100 million rows o...

2 weeks ago Read
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