Construction Flow
Seven phases from intent to delivery. The methodology that builds audit engines, cocktail programs, and everything in between.
Intent Anchoring
Define what the system is FOR before defining what it DOES. The intent statement constrains every downstream decision.
Domain Decomposition
Break the domain into its natural dimensions. Find the grain. Identify what a single row represents.
Canonical Structure
Lock the schema. Name every field, table, and relationship. The naming IS the governance.
Constraint & Governance
Embed guardrails structurally. Validation, dropdowns, conditional formatting — the architecture enforces the rules.
Generation & Assembly
Build the artifact. The structure is locked — now fill it. Content generation follows the governed schema.
Review / Iterate / Lock
Council review. Adversarial challenge. Stress test. If it survives, freeze it. If it breaks, fix the architecture, not the content.
Reuse / Scale / Monetize
The system is a product. Package it. Skin it for different audiences. The engine computes once; presentation varies.
Meta-Principles
Chaos → Structured → Automated
Every system starts as chaos. Structure is the first product. Automation comes last, if at all.
The Grain is the Contract
Until you can state what one row represents, you don’t have a system. You have a spreadsheet.
Governance at Creation, Not Retrofit
Build the changelog alongside the first formula. Documentation is a build artifact, not a post-build task.
Architecture ≠ Domain
The same pattern builds audit engines, cocktail programs, and wedding planners. Architecture doesn’t care about content.
Ship with Data, Not Specs
Clients react to working products. Synthetic data makes the demo real before the client’s data arrives.