#AI Tools

Model Context Protocol (MCP) in Production: High-Security Server Architecture (2026)

Cognition Bought Windsurf for $250M and Turned It Into Devin Desktop

The AI tool space has consolidated. Read a technical analysis of Cognition's acquisition of Codeium's Windsurf, the rebranding to Devin Desktop, and the evolution of agentic IDE interfaces.

Cursor's Credit System Backlash: What a 3,200-Upvote Reddit Post Changed

Metered compute vs predictable SaaS. Analyze the backlash to Cursor's credit billing model transition and how developer tool pricing is evolving in 2026.

Reading the Fine Print: What AI Coding Tools Actually Do With Your Code

The AI ToS audit. How code retention clauses, telemetry logging, local AST indexing, and zero-data-retention (ZDR) APIs handle your intellectual property in 2026.

The Hidden Cost of 'Requests' vs 'Credits' Pricing in AI Dev Tools

How consumption-based billing actually works. Why 1 multi-file agentic request burns 20 credits, prompt prefill multipliers, and building transparent AI dev telemetry.

The Solo Developer's Guide to Picking One AI Coding Tool and Sticking With It

Overcoming AI tool fatigue. How solo developers evaluate Cursor, Claude Code, Devin Desktop, and Copilot against workflow friction, budget limits, and context rules.

What Happens When Your AI Coding Subscription Silently Changes Terms

SaaS terms litigation & rate-limit downgrades. What developers experience when AI IDEs shift credit caps, code privacy clauses, or model routing overnight.

What I Changed About How I Evaluate New AI Tools After a Year of Hype Cycles

Personal engineering lessons after 12 months of AI hype. Shifting from shiny-object adoption to strict evaluation suites, latency testing, and lock-in auditing.

Why AI Coding Tools Keep Getting More Expensive in 2026

The end of subsidized flat-rate seats. Why autonomous multi-turn agents, 100k+ token prefill loops, credit pools, and power tiers ($100-$200/mo) are driving up AI IDE costs.

Why an Acquisition Like Windsurf's Should Make You Nervous About Vendor Lock-In

Cognition's $250M Windsurf acquisition analysis. What happens to developer workflows when your favorite AI tool is bought out, rebranded, or sunset.