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Why AI Keeps Making the Same Coding Mistakes—And How Teaching It Pain Gives It Wisdom
Featured Dev.to

Why AI Keeps Making the Same Coding Mistakes—And How Teaching It Pain Gives It Wisdom

Frontier LLMs excel at textbook code but fail in production. Here is how Synthetic Scars and biological pain give autonomous coding agents real wisdom.

4 days ago Read Article
How to Get Your First 10 Paying Users: A Step-by-Step Playbook for B2B and B2C SaaS Founders
Dev.to Tech Startups
How to Get Your First 10 Paying Users: A Step-by-Step Playbo...

Why the first ten matter more than the next ten thousand — and exactly how to find them. .....

4 days ago Read
Most AI "Reasoning" Traces Are Just the Answer, Written Backwards
Dev.to Programming & Development
Most AI "Reasoning" Traces Are Just the Answer, Written Back...

You've probably watched an AI think through a problem step by step, nod along with the logic, and...

4 days ago Read
AI Agent vs Agentic AI: The Distinction That Changes Your Architecture
Dev.to Programming & Development
AI Agent vs Agentic AI: The Distinction That Changes Your Ar...

One is a component you build. The other is how you wire many together. Confusing them costs months....

4 days ago Read
7 Lessons from Building a Non-Custodial Crypto Checkout
Dev.to Blockchain & Crypto
7 Lessons from Building a Non-Custodial Crypto Checkout

The easy version of a crypto checkout generates an address, displays a QR code and waits for a...

4 days ago Read
AI-Generated Tests Can Make Coding Agents Worse. Here's How to Check Yours
Dev.to AI & Machine Learning
AI-Generated Tests Can Make Coding Agents Worse. Here's How...

ExecCritic found that weak generated tests reduced repair success. A runnable Python example shows h...

4 days ago Read
How to Test an AI Feature When There Is More Than One Correct Answer
Dev.to Tech Startups
How to Test an AI Feature When There Is More Than One Correc...

Traditional QA assumes a single right output. AI features break that assumption, and most...

4 days ago Read
Autoscaling Docker Containers Without Kubernetes: How Gubernator Scales CPU & GPU Workloads Automatically
Dev.to Cloud Computing
Autoscaling Docker Containers Without Kubernetes: How Gubern...

Discover how Gubernator delivers declarative Horizontal Pod Autoscaling (HPA) for plain Docker Compo...

4 days ago Read
Cold Storage vs On-Chain Public Verification: Two Different Answers to the Same Custody Question
Dev.to Blockchain & Crypto
Cold Storage vs On-Chain Public Verification: Two Different...

Hey dev.to 👋 Cold storage and on-chain public verification both get pitched as "how we keep your.....

4 days ago Read
My Agents Never Get Tired. I Do: On Satisficing
Dev.to AI & Machine Learning
My Agents Never Get Tired. I Do: On Satisficing

I approved a prompt on a Tuesday morning and went to make a cup of Irish Afternoon tea. By the time...

4 days ago Read
The Symmetry of State: Why Flutter Deserves context.value and context.state
Dev.to Programming & Development
The Symmetry of State: Why Flutter Deserves context.value an...

Eliminating the widget builder tax, closure fatigue, and the context.watch trap in Flutter: how 1:1...

4 days ago Read
Beyond LLMs: How World Models Are Changing Generative Media
Dev.to Programming & Development
Beyond LLMs: How World Models Are Changing Generative Media

If I give my daughter milk or water, I can almost guarantee she will spit it out. She’s 21 months...

5 days ago Read
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