Production Methodology
Best Practices
Production-grade AI coding: specs, context management, and execution loops. These practices enabled shipping ten production systems in 30 days.
The Core Execution Loop
- Spec-driven development with explicit behavioral and architectural contracts
- Long-lived system documents the AI can reliably reference
- Custom MCPs, RAGs, and Skills to preserve domain context across sessions
- Agentic workflows that handle implementation while you focus on design and correctness
The Insight
This is not about “coding faster.” Once the execution loop is in place, speed becomes a side effect. The real gain is consistency. Decisions stop getting re-litigated. Context stops leaking. Execution compounds.