Lifecycle Velocity Framework (LVF)

Deliver fast without compromising engineering integrity. Model the system, reduce the surface, avoid irreversible decisions, instrument everything, and iterate with data.

Stages

Model the system and make dependencies explicit.
Reduce the surface area; remove non-essential complexity.
Build minimal irreversible decisions; keep options open.
Deliver instrumented components with observability baked in.
Monitor → adjust → optimize based on real signals.

Why it matters

“We don’t build fast. We build fast without breaking.” LVF keeps velocity high while protecting continuity and future options.