Compounding
- Marketing-Grade Decays. Engineering-Grade Compounds.
The AI most people bought gets a little worse every month — and quietly makes its owner less necessary. Here's how to build the kind that gets sharper every week instead.
- The Best Day Your AI Ever Had Was the Day You Bought It
Marketing-grade AI peaks on day one, then decays. Engineering-grade AI has its worst day first, because it compounds. Which one you fell for tells you which you bought.
- The Self-Improving AI Workflow: How Memory Compounds Into Leverage
A self-improving AI workflow turns every correction into permanent leverage. Output sharpens with use because the system accumulates instead of resetting.
- The Correction Ledger: How an AI System Should Remember What You Teach It
An AI that learns from your corrections keeps a correction ledger: every fix recorded as a durable, owned rule it applies automatically next time.
- AI That Learns From Your Corrections: Why They Should Compound, Not Repeat
AI that learns from your corrections turns each fix into a permanent standard. Corrections should compound into leverage, not repeat as a daily cost.