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Featured · From the blog

Model Drift: When a Newer AI Model Makes Your Workflow Worse

Anthropic says Opus 5.5 is faster, cheaper, and more capable than Opus 5. But my workflows got worse. Better overall does not mean compatible with your workflow.

Lincoln Nail · Sep 23, 2026 · 9 min read
27 results in AI Development
A close-up of a numbered network patch panel with blue and gray ethernet cables plugged into labeled ports, standing in for the standardized connections a stable protocol makes possible
· 5 min read

Laravel's AI Bridge Just Hit Version 1.0. Here's What Actually Changed for Your Business.

Laravel's MCP package hit 1.0 this week. Here's what changed, and what it means for connecting AI assistants to your business software safely.

AI Development MCP Laravel
Rows of server infrastructure with a single highlighted unit among identical units, standing in for a malicious package hidden among hundreds of legitimate ones in a software registry
· 6 min read

OpenAI's Own AI Agents Attacked a Software Registry. It Took Outsiders Four Months to Notice.

An OpenAI agent swarm uploaded hundreds of malicious packages to RubyGems starting in May 2026. Independent researchers found it in September. Here's what that means for anyone running less monitoring than OpenAI.

AI Development Cybersecurity MCP
A person's hands typing on a laptop with abstract glowing network connection lines overlaid, standing in for the orchestration layer now running behind AI agents
· 6 min read

OpenAI's New Agents API Handles the Plumbing. Your Business Still Has to Supply the Judgment.

OpenAI's Agents API automates the hard infrastructure behind AI agents. Here's what it does, what it doesn't solve, and what still separates a demo from a business tool.

AI Development MCP Software Architecture
A close-up of hands typing on a laptop keyboard with code visible on the screen, standing in for the pull requests now standing in where bug reports used to be
· 5 min read

Laravel's Bug Tracker Just Disappeared. Here's What That Means for Your App.

Taylor Otwell turned off GitHub Issues on most Laravel packages. It's a bigger deal for the businesses running on those packages than for the developers filing PRs.

Laravel Open Source Custom Software
A pair of glasses in sharp focus resting in front of a heavily blurred dual-monitor code editor, standing in for the scrutiny needed to tell a real source from one built only to be cited
· 5 min read

Three Sites Wrote 215,000 Fake Software Reviews. Your AI Assistant Is Citing Them.

A new report traced 7,534 AI citations for 'best software' recommendations. Six in ten pointed at sites most people would never trust on their own.

AI Development Marketing Strategy Business Strategy
A team of colleagues shaking hands over a table full of laptops and tablets, standing in for the vendor acquisitions that can quietly change who owns the AI tools a business depends on
· 5 min read

Your AI Vendor Could Get Bought Tomorrow. Make Sure It Wouldn't Matter.

Nvidia's reported $13B bid for Hugging Face is a reminder that the AI vendor you built on can change owners overnight. Here's how to make that a non-event.

AI Development Business Strategy Third-Party Integrations
A padlock icon overlaid on a laptop keyboard, standing in for the authorization boundary an AI agent needs before it can touch a customer's account
· 4 min read

AI Agents Don't Know Whose Data They're Looking At. You Have to Tell Them.

A developer tested AI agents against cross-customer data attacks in a fake storefront. The blocking happened in the right places for the wrong reasons. Here's what actually stopped the leaks.

AI Development Security Custom Software
A laptop screen showing a code editor with syntax-highlighted PHP, standing in for the application code where real guardrails live
· 5 min read

The Best AI Coding Guardrail Isn't a Prompt. It's Code the Model Can't Override.

Laravel Tackle enforces AI agent limits as PHP, not instructions. That design choice matters more than the package itself.

AI Development Custom Software Laravel
An overhead view of a developer's desk with multiple monitors, a laptop, and tangled cables connecting them all, standing in for the growing web of AI tools businesses connect together
· 5 min read

Your AI Assistant Gets Worse the More Tools You Give It. Here's Why.

MCP's new roadmap names tool bloat as an official problem. Here's what it means if your business keeps stacking AI integrations.

AI Development MCP Model Context Protocol
A candlestick trading chart on a screen showing rapid ups and downs, standing in for the fast-moving ticker of AI model releases
· 6 min read

A Record-Breaking AI Model Dropped Yesterday. I Told My Clients to Do Nothing.

Anthropic shipped its fourth frontier model in under two months. Here is why chasing each release is the wrong move for most businesses, and what to build instead.

AI Development Business Strategy Buying Decisions
A laptop displaying code beside a notebook and a cup of coffee, representing the practical work of choosing and deploying software
· 7 min read

Kimi K3 Is the AI Model Businesses Can Download. That Changes the Question.

Kimi K3 is a new AI model from China that will soon be downloadable. For businesses, the real question is what owning the model changes.

AI Development Custom Software Business Strategy
A person pausing with a pen in hand over a hand-drawn page of layout sketches, working a problem out before committing to an answer
· 6 min read

AI Didn't Make People Wrong. It Made Them Stop Saying "I Don't Know."

A new five-experiment study found AI access nearly eliminated people's willingness to admit uncertainty, cut accuracy to a third, and doubled confidence. Here's what that means for how you run your business.

AI Development Business Strategy Decision Making
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