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Articles about Software Development

Practical guides, analysis, and trends in digital transformation, artificial intelligence, and enterprise software development

Code is not cheap: AI productivity is a codebase property
Software Development
· 12 min read

Code is not cheap: AI productivity is a codebase property

Anthropic writes 100% of its code with AI and Google reacted. Pocock and Huryn explain why: AI productivity is a codebase property, not a model property.

Anthropic Claude Code Matt Pocock
The enablement layer IS the runtime: Miller's framing breaks
Software Development
· 11 min read

The enablement layer IS the runtime: Miller's framing breaks

Adam Miller says Goose is neutral plumbing and the enablement layer is where engineering belongs. Hannah Stulberg's DoorDash Team OS proves exactly the opposite.

agent architecture Claude Code Goose
Agents ship PRs while you sleep. Who reviews them?
Software Development
· 7 min read

Agents ship PRs while you sleep. Who reviews them?

Cognition paid $250M for Windsurf so Devin can open PRs while you sleep. Cursor bet the opposite. The real bottleneck is review capacity, not code.

review at scale AI agents Cognition
npm's Worst Day: One Attack, One Leak, Zero Trust
Software Development
· 9 min read

npm's Worst Day: One Attack, One Leak, Zero Trust

Axios was hijacked to deploy a RAT. Claude Code's source leaked via source maps. Same registry, same day — two failure modes your team needs to understand.

npm security supply chain attack axios
Your Code Review Was Built for Humans. 41% of Code Isn't
Software Development
· 8 min read

Your Code Review Was Built for Humans. 41% of Code Isn't

41% of code shipped in 2025 was AI-generated, with a 1.7x higher defect rate. Your review process assumes the author understands the code. That's over.

code quality code review AI-generated code
What Your AI Won't Ask (and Your Startup Will Pay)
Software Development
· 6 min read

What Your AI Won't Ask (and Your Startup Will Pay)

A founder lost $87,500 because his AI generated working code without questioning security. AI tools answer what you ask, not what's missing.

vibe coding software security startups
WebMCP: Your Website Talks to AI Agents Now
Software Development
· 7 min read

WebMCP: Your Website Talks to AI Agents Now

WebMCP is the W3C protocol that lets AI agents use your site's features directly — no scraping, no screenshots. Here's how it works and why it matters.

WebMCP AI agents web protocol
AI Code Security: What Your Traditional Scanner Misses
Software Development
· 6 min read

AI Code Security: What Your Traditional Scanner Misses

Static scanners catch known patterns but miss context-dependent vulnerabilities. How AI-powered code analysis closes the gap for mid-market companies.

code security vulnerability analysis artificial intelligence

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