GenAI-Logic:
The Missing Half of GenAI

Create new systems from a prompt, or
MCP-ify your existing database.

Declarative GenAI - Governable, No Hallucinations

40× more concise, ~80% less effort.

Launch instantly — build a full system from a natural language prompt in a minute.

Or, run locally in your IDE — open source and free.

The Vision: Vibe the Whole Stack

Not just the UI, but business logic too —nearly half the effort.

It Should Be As Simple To Build a System As It Is to Imagine It.

Speed and Simplicity of Natural Language

Enterprise class: no-compromise Quality, Governance, Extensibility, Architecture

Leverage IT Investment: Standard IDE, Deployment, ...

The Problem: Procedural GenAI Fails

1. System Vibe: Mostly Fails

❌ Popular Vibe WebSites Failed

❌ Best Result: Marginal UI, API

👓 See project and CoPilot analysis

2. Logic Vibe: Completely Fails

❌ Major Corner-Case Bugs

❌ Not Maintainable Franken-Code

Pages of code - hard to read, maintain
Declarative Approach Required

👓 See project and CoPilot analysis

At this rate, we may never get there

Vibe

For details, click the ">" for a short slide show

Logic Is Half the Effort

No Approach to Vibe or Low Code is Complete
Without Logic Automation

The Solution: Declarative GenAI For Business Logic

Only GenAI-Logic Closes the Gap, Replacing FrankenCode with Rules that are 40x More Concise

✅ AI, plus...

✅ LogicGen

Trains AI to Generate Logic, Not Frankencode
Reliable, Predictable Project Creation

✅ Declarative Engines

Business Logic: Declarative Rules
- Automatic Dependency management drives quality, transparency, and business agility
- Logic is nearly half the dev effort
Standard JSON:API
- Automatic MCP

Declarative GenAI Addresses Business Logic

Fully Delivers the Speed and Simplicity of AI
Governable: No FrankenCode, No Hallucinations

Vibe Automation Means

Proof: 5 declarative rules replace 200+ lines of brittle Franken-code —
40× more concise, easier to maintain, and enterprise-ready.

The Benefit: Up To 80% Less Effort, Time and Risk

GenAI + Business Logic Automation

Baseline Project Effort

Business Logic is Nearly Half the Effort

AI Only

✅ Good UI Support

- - See video (2:28 in the video below)
  - Or use your favorite tools

❌ But Fails on Logic

- - Buggy: Key Cases Missed
  - FrankenCode: Maintenance Challenge
  - Architecture: often created on client (!)
  - Nearly Half the Effort Remains...

AI Plus GenAI-Logic Automation

Rules are 40X More Concise Than Procedural Franken-Code
Unique to GenAI-Logic
Transparent to Business Users
Fully Extensible with Python
Governable, No Hallucinations

4 Economics

Impact: total project effort reduced by ~80% —
from 100 units pre-AI,
to 56 with AI alone,
to just 20 with GenAI-Logic.

Only GenAI-Logic Automates Backend Logic
To Fully Realize the Speed and Simplicity of GenAI

Explore Declarative GenAI

Declarative GenAI

Natural Language Simplicity
LogicGen to eliminate Franken-response
Declarative Engines for Execution

✅ 1. Automatic Backend - why bother with data mockups?

Create MCP API from existing database
Create database from prompt

✅ 2. Automatic App - why start from scratch?

Kickstart with a running, multi-page application
Customize with your favorite Vibe tools

✅ 3. Declarative Business Logic 🏆

Vibe for UI and logic -- half the effort

See how rules are More Concise than Code

Properly Factored out of UI

✅ 4. Standard IDE, Language, Deployment

Full Extensibility With Python
Human in the Loop Governance

Vibe

Check out the Video - click here

Explore the Project in your Browser - click here

Run this yourself - click here

✅ Free and Open Source - Simple Install, Tutorial with Vibe