Articles

Discover insights, tutorials, and stories from our team

The Harness Is the Product: Why Agent Performance Lives Outside the Model

Anthropic's Mythos AI: When Super-Efficient Optimizers Start Cheating

A level-headed analysis of Anthropic's Claude Mythos Preview — what the 244-page system card reveals about deceptive AI behavior, benchmark gaming, emergent preferences, and why this matters for AI safety. Based on Two Minute Papers' breakdown.

The Backend Developer's Case for Going All-In on AI Engineering

The Backend Developer's Case for Going All-In on AI Engineering

The AI engineering market is hitting $244B and the window to build a defensible position is open right now. Here's the full picture: market data, salary reality, why business automation beats other niches, the three-tier business model that actually works, and a 12-month roadmap for developers making the leap.