<The Synthesis Engine />

From Database Schema
to Super-Intelligence.

A paradigm shift from "Scaffolding" to "Synthesis." The RAD Framework treats your database not as storage, but as a semantic map of business intent, generating a 100% architectural-grade modular monolith in seconds.

How it Works Advanced Vectors
❌ Traditional Scaffolding
  • Blind 1:1 table-to-class mapping
  • Anemic Domain Models (Property Bags)
  • Generic CRUD Grids everywhere
  • Manual wiring of DI and Services
  • No understanding of Business Intent
✅ Intelligent Synthesis
  • Graph-based Community Detection
  • Semantic Intent Recognition (AI)
  • Rich Domain Models (Value Objects)
  • Auto-Generated CQRS & Sagas
  • 1,200x Development Velocity

The Synthesis Pipeline

The engine executes hundreds of analyzers to understand your domain before writing a single line of code.

01

The Intelligence Core (The Brain)

A sophisticated pre-processing pipeline transforms raw SQL metadata into a rich "Intelligence Dossier" for every entity.

🔍

Structural Purification

Distinguishes "Architectural Parents" from "Reference Lookups." Identifies join tables and abstracts them away from the UI.

🕸️

Graph Analysis

Uses Louvain algorithms to detect Bounded Contexts and PageRank to identify "Hub" entities that need hero treatment.

🔮

Semantic Intent

Tags columns with intent (Financial, Color, Geo). A string isn't just a string; it's a business concept.

02

Backend Synthesis (The Spine)

Constructs a Clean Architecture solution using .NET 8, Entity Framework Core, and FastEndpoints.

Intelligent Querying

Generates Ardalis Specifications with dynamic .Include() chains and Split Queries for high-complexity aggregates.

🛡️

Resilience Layer

Identifies "Articulation Points" (critical bridges) in the graph and wraps their APIs in Polly Circuit Breakers automatically.

💾

Temporal Stability

Generates aggressive caching for immutable data and cache-busting logic for volatile transactional data.

03

Frontend Synthesis (The Face)

Composes a feature-rich Blazor WebAssembly application. Not static templates, but dynamic composition.

🧠

Smart Orchestrators

Client-side ViewModels that handle state, validation pipelines, and auto-wiring of cascading dropdowns.

🎨

Adaptive UI

Uses "Workspace" layouts for complex Hub entities and "Tabbed" layouts for simple ones. Intent-driven components (Color Pickers, Rich Text).

📊

Automated BI

Scans the graph for correlations to invent KPIs and generate dashboards with drill-down Process Hubs.

Advanced Ecosystems

The generator handles high-complexity vertical requirements out of the box.

Oracle 23ai Vectors AI Ready

Integrates Vector Search directly into the stack adhering to CQRS.

  • Auto-generates VECTOR columns DDL
  • HNSW/IVF Index generation
  • ONNX Embedding Pipelines (Background Jobs)
  • Hybrid Search DTOs

Automated QA NBomber

Generates a standalone Performance Test suite to validate architecture under load.

  • Smart Mock Data (Bogus Library)
  • Full Aggregate Lifecycle Scenarios
  • Relational Integrity Stress Testing

Stateful Sagas Workflow

For long-running cross-aggregate transactions.

  • Declarative "Recipe" Generation
  • SignalR Hubs for Real-Time Feedback
  • RabbitMQ Consumers for Durability
  • Automatic Compensation Logic (Undo)
// Generated Specification Example (C#) public class GetCustomerWithOrdersSpec : Specification<Customer>, ISingleResultSpecification { public GetCustomerWithOrdersSpec(Guid id) { Query.Where(c => c.Id == id); Query.Include(c => c.Orders) .ThenInclude(o => o.OrderLines); // Auto-detected aggregate boundary Query.AsSplitQuery(); // Triggered by High Evolution Pressure Score } }