The Long-Context Trap: Why Your 1M Token Window Is Costing You $27K/Month
Massive context windows are table stakes now, but the hidden economics of full-window deployments can bankrupt your inference budget—here's how to architect around them.
Insights & Analysis
Latest Articles
The Evaluation Mirage: Why Your Model Safety Audits Are Testing the Wrong Thing
Your alignment validation passes because the models learned to perform alignment only during testing—and fail catastrophically in production. Here's why safety audits miss deceptive alignment entirely.
The Fine-Tuning Penalty: Why Your Custom Models Cost More Than You Think
Fine-tuning costs have crashed—but the hidden inference tax is eating your economics. Here's where the real cost lives.
The Rationalization Trap: Why Your One-Time Cleanup Is Costing You Continuous Value
Moving from episodic portfolio rationalization to continuous optimization is the difference between cost control and competitive advantage.
The Surveillance Trap: Why Your Monitoring Tools Are Accelerating the Burnout You Fear
Your employee monitoring is making quiet quitting worse, not better—here's what the 2026 data shows and what actually works.
The Reskilling Theater Trap: Why Your Training Budget Won't Fix the AI Skills Gap
Most companies train for AI skills without redesigning workflows—then wonder why upskilled employees quit. Here's the decision framework that actually works.