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Dev.to tutorial 1d ago

I put my cat in a Tiny Desk concert, and Cloudflare billed me for a container that wouldn't die

You've probably seen the clip. Charlie Wilson at the NPR Tiny Desk, singing "Outstanding", the camera...

12
Dev.to tutorial 1d ago

Beyond RAG: The Evolution of AI Knowledge & Memory : From LLMs to Vectorless RAG, LLM Wiki, and Memory

So recently I have been learning a lot about AI systems and architecture and how to build scalable AI...

LLM RAG
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Dev.to tutorial 1d ago

Your LLM returned valid JSON. That doesn't mean it's telling the truth.

What building an automotive telemetry application taught me about structured output, evidence...

LLM
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Dev.to tutorial 1d ago

AI Fatigue? I Counted: 9 of the Last 10 Articles I Opened Were About AI. So I Wrote About a Button Instead.

When did every article on the internet become about AI? Last night, in my hostel room, with a cup of...

20
Dev.to tutorial 1d ago

We ran a launch check on 312 AI-built apps. Most of what's missing isn't code.

Most studies of vibe coding look at the code: how many vulnerabilities, how much technical debt. We...

12
Dev.to tutorial 1d ago

The AI Didn't Break In. It Knocked on Every Door: What the BOSSAI Mesh Actually Tells Us

For twelve days this summer, researchers at Acronis's Threat Research Unit watched a single person...

12
Dev.to tutorial 1d ago

My MCP server's confirm: true flag was written by the model. So I moved the approval to the user.

AI note: the code change and this post were written with an AI agent. Every test and output quoted...

MCP
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Dev.to tutorial 1d ago

The Shadow Backlog: How Agentic Code Generation Overwhelms System Architecture

The Shadow Backlog: How Agentic Code Generation Overwhelms System Architecture TLDR:...

Agents
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Dev.to tutorial 1d ago

Prime Agent: an open source coding and research agent for long-running work

Prime Agent (Prime Intellect) The agent that writes code should not be the one that judges...

Open Source
33
Dev.to tutorial 1d ago

Designing a Backend That Can Be Used by Both Applications and AI Agents

I kept seeing a pattern: a team has a customer account service that works fine. Then an AI agent...

33
Dev.to tutorial 1d ago

Why Your Coding Agent Agrees With Its Own Bugs: Building cold-jury, a Zero-Dep Cross-CLI Review Gate

Applying Google's Elephant-Goldfish pattern and arXiv:2607.21656 to run sterile, cross-model hostile...

Google
12
Dev.to tutorial 1d ago

How to Ship a PoC Fast Without Getting Burned Later

Most PoC pain comes from a demo quietly becoming production. Seven rules for moving fast, and how to decide whether to stop, rebuild or harden it.

20
Dev.to tutorial 1d ago

Automating Support with AI: From a User's Question to a Response

How to assemble context for an LLM, handle its response, and decide when to call another model or a human agent. Part one of a series on automating support with AI.

20
Dev.to tutorial 1d ago

AI tools should do the boring work first

I spend most of my time building products for people who run online stores. My name is Arel Aslan. I...

20
Dev.to tutorial 1d ago

Your probe set is a traffic class: how to audit model substitution without tipping off the swap

A few days ago I published two ways to prove which model answered you: client-side probes and...

12
Dev.to tutorial 1d ago

The AI Productivity Paradox: Build to Learn vs Build to Earn

Why AI speeds up output without improving outcomes, and a simple model to fix it. Here...

20
Dev.to tutorial 1d ago

Your Agent's Failure Predictor Is Grading the Task, Not the Run

Your Agent's Failure Predictor Is Grading the Task, Not the Run By Igor Eduardo ยท Austin,...

20
Dev.to tutorial 1d ago

Take Claude Code Above Average: Let Antigravity Review It

In November 2026, I spent a day building a small tool with Claude Code: a bridge that lets a second...

Anthropic
25
Dev.to tutorial 1d ago

MY INCIDENT AGENT FORGOT EVERY OUTAGE UNTIL I GAVE IT HINDSIGHT

Every time I restarted my incident agent, it forgot everything it had learned. I'd teach it about an...

12
Dev.to tutorial 1d ago

I Gave My AI Extra Lessons. It Scored 96%. Now What?

Originally published on my blog. This is the English cross-post; the blog remains the maintained...

12
Dev.to tutorial 1d ago

On-page GEO explains 2.8% of citation variation. Retrieval explains 32%. My null result was not a fluke

Last week I published a calibration study showing that my tool's GEO score does not predict whether...

12
Dev.to tutorial 1d ago

The Pause Button: The Most Important Control in Any AI Workforce

The Pause Button: The Most Important Control in Any AI Workforce A delivery driver pulls...

12
Dev.to tutorial 1d ago

Open-weights models: A case (and first step) for Gemma over Gemini for budget & privacy

TL;DR: Gemini is the premier frontier model (family) from Google DeepMind. In the current...

Google
25
Dev.to tutorial 1d ago

I Let AI Reverse Engineer a GBA ROM. It Found the Gravity, Not the Jump

I have one of those retro multi-game consoles with thousands of Atari, Master System and SNES games...

12
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