All
Articles 173,163Blog Posts 163,816Tech Tutorials 46,199Research Papers 33,857News 21,839
⚡ AI Lessons
Dev.to · hefty
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Local AI Is an Architecture Decision, Not a Hardware Flex
The local AI demo loop is seductive. Get a model to fit on a laptop, show it running, and declare the...
Dev.to · hefty
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Your AI Fallback Chain May Be Quietly Changing the Job
A discovery stage needs source tools, a defined reasoning profile, and a way to preserve the evidence...
Dev.to · hefty
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Your coding agent needs a proof environment, not just a sandbox
A sandbox can contain a wrong answer. That sounds obvious, but a lot of agent infrastructure still...
Dev.to · hefty
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Your coding agent's memory is a dependency. Treat it like one
An agent that forgets your repository every morning is expensive. An agent that confidently...
Dev.to · hefty
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
AI made code cheap. It did not make review cheap
AI can produce a patch before I finish explaining the ticket. It can also produce a review summary, a...
Dev.to · hefty
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
The model benchmark is not your production benchmark
A model can top every evaluation you care about and still be impossible to ship. That sounds...
Dev.to · hefty
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
The Coding Agent Wrapper Is the Product Now
The model is no longer the most interesting part of a coding agent setup. That sounds wrong if you...
Dev.to · hefty
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
Token spend is the new architecture smell
The AI coding conversation is finally moving past the fun part. For a while, the question was...
Dev.to · hefty
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
Your Repo Context Is an Attack Surface Now
The lazy version of AI coding security is "make sure the model does not write insecure code." That...
Dev.to · hefty
🖌️ UI/UX Design
⚡ AI Lesson
4mo ago
Generative UI Is the New Responsive Design
Frontend developers spent the last decade getting very good at adapting layouts to different screens....
Dev.to · hefty
💻 AI-Assisted Coding
⚡ AI Lesson
4mo ago
Your AI Coding Workflow Is Broken. Here's What Actually Works.
Your AI Coding Workflow Is Broken. Here's What Actually Works. We've all seen the demos....
Dev.to · hefty
🔍 RAG & Vector Search
⚡ AI Lesson
5mo ago
Your RAG App Is Broken Because You're Still Parsing PDFs Like It's 2023
Most developers building "chat with your data" apps hit the exact same wall. You chunk the text,...
Dev.to · hefty
💻 AI-Assisted Coding
⚡ AI Lesson
5mo ago
Why AI Coding Speed Is Creating Control Debt
I keep seeing people brag about how much code their AI agents wrote for them overnight. But when you...
Dev.to · hefty
💻 AI-Assisted Coding
⚡ AI Lesson
5mo ago
Why AI Coding Speed Is Creating Control Debt
I keep seeing people brag about how much code their AI agents wrote for them overnight. But when you...
Dev.to · hefty
💻 AI-Assisted Coding
⚡ AI Lesson
5mo ago
Why AI Coding Speed Is Creating Control Debt
I keep seeing people brag about how much code their AI agents wrote for them overnight. But when you...
DeepCamp AI