RAG isn't an AI problem. It's a data engineering problem wearing an AI hat.
The tutorial-to-production gap Every RAG tutorial follows the same arc. Load some...
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The fallacy of "AI-first." Start with the friction, not the technology.
The label that gets the sequence backwards "AI-first" has become a branding exercise....
Read more at Dev.toAI frameworks make the first 10% feel like magic. The other 90% is where they break you.
The magic window Every AI framework ships with a demo that looks incredible. Spin up an...
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The capability phase is over For the past two years, the AI conversation has been about...
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The trust problem nobody scopes correctly When companies talk about trust in AI, they...
Read more at Dev.toAttackers are hijacking exposed AI endpoints to run offensive operations. No exploit needed.
The attack doesn't require a compromise There's a new attack pattern getting documented...
Read more at Dev.to5 Even More Advanced Java Tips That Senior Engineers Actually Use
Hey everyone. Part three of the Java tips series. If you missed the first two: part one covered...
Read more at Dev.toFunctional doesn't mean correct. That's the biggest risk with AI-generated code.
The code runs. That's not the question. There's a failure mode with AI-generated code...
Read more at Dev.toAI isn't a software upgrade. It's an organizational redesign.
The framing most companies get wrong There's a pattern I keep seeing in how companies talk...
Read more at Dev.toAI makes writing code easier. It doesn't make engineering easier.
The narrative is backwards There's a narrative going around that AI is making software...
Read more at Dev.to5 More Advanced Java Tips That Senior Engineers Actually Use
Hey everyone. Continuing with the series, here's part two: five more patterns from modern...
Read more at Dev.toThe Novo Nordisk breach hit patient data and proprietary AI models. The attack surface is expanding.
What happened Novo Nordisk confirmed a cyberattack this week. The Danish pharmaceutical...
Read more at Dev.to5 Advanced Java Tips That Senior Engineers Actually Use
Hey everyone. Continuing the tip series (previously Python and JavaScript), this time we're going...
Read more at Dev.toVibe coding should accelerate development, not bypass validation
There's a gap in the vibe coding conversation that I think needs more attention. The appeal is...
Read more at Dev.toAI's real value isn't automation. It's how fast you can act on what you already know.
Something I keep noticing across teams and orgs that are actually getting value from AI versus the...
Read more at Dev.to2026's breach list is out and the pattern is depressingly familiar
TechCrunch just published their midyear roundup of the worst hacks and breaches of 2026, and if you...
Read more at Dev.toVibe coding gets you the prototype. Then what?
There's a pattern I keep watching play out, and it almost always goes the same way. Someone spins up...
Read more at Dev.toAI projects don't fail because the model is bad. They fail because nobody planned for the mess around it.
Something I keep seeing play out the same way across teams. The model works great in testing....
Read more at Dev.toLLMs Generate Code, But They Can't Absorb Accountability
The accountability gap nobody wants to talk about LLMs can help teams move faster than...
Read more at Dev.to185,000 Affected in 7-Eleven Breach: Why Salesforce Is the New Soft Target for ShinyHunters
What happened 7-Eleven has confirmed a data breach that occurred on April 8, with breach...
Read more at Dev.toMost Organizations Don't Have an AI Problem, They Have an Integration Problem
The real bottleneck isn't the model Building an AI prototype has never been easier. Spin...
Read more at Dev.toThe GitHub Breach Is a Wake-Up Call: Your Dev Toolchain Is an Attack Surface
Intro: Last week, GitHub confirmed that attackers compromised an employee's machine via a...
Read more at Dev.toVibe Coding Is Great for Starting, But Not for Knowing
The new reality You can build surprisingly far now just by prompting, iterating, copying...
Read more at Dev.toThe OpenAI Breach Wasn't About OpenAI – It Was About the 84 Packages Above Them
Intro If you missed the news this week: OpenAI confirmed that two of their employees got...
Read more at Dev.toWhy Your AI Product Breaks in Production: It's a Distributed Systems Problem, Not a Model Problem
The demo trap Every AI product looks impressive in a demo. Low latency, clean responses,...
Read more at Dev.toWhy Most AI-Generated Codebases Accumulate Invisible Technical Debt Faster Than Expected
The speed trap AI helps you move fast. That's the selling point, and it's real. But speed...
Read more at Dev.toState-Sponsored Hackers Are Exploiting Palo Alto Firewalls Right Now – And There's No Patch Yet
What's happening Palo Alto Networks disclosed on Wednesday that a suspected...
Read more at Dev.to2.45 Billion Requests, 1.2 Million IPs: Why Traditional Rate Limiting Is Dead
What happened A massive DDoS campaign recently hit a large-scale user-generated content...
Read more at Dev.toWhen the Platform Your School Trusts Gets Hacked, Who's Actually Responsible?
Another week, another massive breach. This time it's Instructure, the company behind Canvas, the...
Read more at Dev.toWhy Most AI Developer Tools Fail (It's Not What You Think)
You've installed the hyped new AI coding assistant. The demo blew you away. Three weeks later, it's...
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