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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
8 results in MCP
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
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
Columns of green code on a dark screen, standing in for the private repository data an AI agent quietly pushed into public view
· 7 min read

An AI Agent Leaked Private Repos From a Public Comment. The Same Trap Is in Most Agent Setups.

GitHub's AI agent leaked a private repo because of a public comment. It's the lethal trifecta, and the same trap sits in most agent setups.

AI Development Security MCP
Cascading lines of green code on a dark screen, representing the single undifferentiated stream of text an AI model actually reads, where instructions and untrusted data sit side by side
· 7 min read

Your AI Agent Can't Tell Who's Talking. That's Why It Gets Hijacked.

New ICML 2026 research explains why prompt injection is OWASP's #1 LLM risk and can't be patched. Here's what it means before you wire an agent into your business.

AI Development Security MCP
Two fiber optic cables converging into a single connection point — representing two callers sharing one action
· 6 min read

One AgentAction, Two Callers: Bridging Laravel AI Actions to MCP

laravel-ai-action v1.0.4 ships an opt-in MCP bridge so the same AgentAction class that handles a Filament form can answer a Claude Desktop tool call — without touching the action itself.

Laravel AI Development MCP
Business team reviewing data dashboards and AI integration on screens
· 6 min read

What Is an MCP Server? A Plain-English Guide for Business Owners

MCP servers let AI assistants like Claude talk directly to your business data and tools—in real time. Here's what that means, why it matters, and whether you need one.

AI Development MCP Business Automation
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