Welcome

Welcome to GenAI-Logic

By Val Huber, Sep 2025

Big Vision

As AI accelerates change, business agility has never been more important. Our IT systems must keep up: It Should Be As Simple to Create a System as It Is to Imagine It potential impact.

Big Problem

But that impact is held up by a big problem: Nearly half the effort in an IT system is the backend — the logic, the integration. But GenAI technology — on its own — turns a simple 5 line logic requirement into 200 lines of FrankenCode. And it’s buggy. maintain the byte code of your compiler. We want to maintain the high level of abstraction of natural language.

Big Solution

So, this means: We should not be asking GenAI to explode our 5 lines of logic into 200 lines of procedural code. We should be asking GenAI to translate our 5 lines of logic into rigorous, executable code at the same level of abstraction — just executable. That’s Declarative GenAI. It’s unique to GenAI-Logic. And it looks like this: Declarative GenAI translates 5 lines of logic into 5 lines of executable code, executable via the Declarative Rules Engine. NOT 200 lines of FrankenCode. This is the missing half of GenAI, enabling it to close the adoption gap for GenAI. For more on Declarative GenAI, click here.

Complete Enterprise Platform

But declarative logic is just the foundation. GenAI-Logic provides a complete

enterprise platform:

Declarative Automation

Works With What You Have

modernize existing databases. In one minute, wrap any legacy database with a modern API, declarative business logic, and MCP integration. No rip-and- replace required. Enterprise Performance Traditional RETE engines and ORMs recalculate aggregates unconditionally, using expensive queries that slow down as data grows. Our engine prunes logic when it’s not required, and uses an adjustment pattern approach to update incrementally. These have delivered constant regardless of database size. Automatic Governance Requirements traceability isn’t a feature we added — it’s built into the architecture. Natural language scenarios become executable rules that are transparent to business users. Run tests and get automatic documentation showing exactly which rules implemented which requirements, with complete execution logs. Auditors can trace any requirement from intent to execution.

True Business-IT Collaboration

vision: “a unified technology stack where business users can kick start systems that can be handed off to IT to complete as required.” That’s exactly what we built. Business users create working systems in minutes, iterate to get requirements right, then hand off standard Python projects to IT for completion. Big Impact: Organizational Business Agility This is more than developer productivity. It’s organizational business agility: business and IT collaborating on systems that can evolve as fast as the business itself. Unlike traditional low-code tools that often pit business users against IT,

GenAI-Logic enables true collaboration — business users draft, IT refines,

and the system stays governable. We can now: to get the requirements right: First Draft of a System — this runs, ready to collaborate / iterate to get requirements right This creates an executable system in about a minute — web app, api with logic, and database: The Prompt above creates a Database, a User Interface, and an API with Swagger 2. Developers can (as required) download the project to finish it off. For more information, click here. They can vibe custom UIs, in minutes, that leverage the APIs and logic: Developers can use Vibe to create Custom User Interfaces 3. Developers can add MCP support — including logic — to existing databases, which in turn enables Business Users to compose their own services that adhere to organizational policies. Both scenarios depend on Declarative GenAI logic, unique to GenAI-Logic. Proviso: No Automation Tax OK… but to get this technology, we should not be required to lose the value of our existing tools and methodologies. Achieving the full potential requires it should leverage our existing IDEs (such as Copilot), source code management, testing, deployment, monitoring, etc. Developers can Customize Logic and APIs with their Favorite Tools For more on Living with Logic, click here, and here. Check It Out

The takeaway: GenAI-Logic isn’t just developer productivity. It closes the

adoption gap that has stalled enterprise AI by making business logic — half the project effort — declarative, governable, and real. Explore GenAI-Logic, free and open source: Try our free WebGenAI tool — see what complete Declarative GenAI looks like. Build future-ready systems in 1 minute, then download the working code to your IDE.

Install GenAI-Logic locally — create, run, debug projects in your IDE, for

existing or new databases. Create a B2B system in minutes with Copilot vibe and GenAI-Logi… Watch on Supporting Articles: Vibe a B2B System With Copilot Enterprise Vibe Automation — click here Declarative GenAI — the architecture underneath Enterprise Vibe Automation — click here The Missing Half of GenAI — and Why Microsoft’s CEO Says It’s the Future — click here Living with Logic in the Enterprise — click here Vibe an MCP Server: Declarative GenAI Logic — click here

Vibe With CoPilot and GenAI-Logic — click here

Declarative GenAI — Business User / IT Collaboration — click here Declarative Logic: Living in a Procedural World — click here Probabilistic and Deterministic Logic — click here What’s your take on this? I’d love to hear your story in the comments. Vibe Coding

Summing Up

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