Governed AI
Architecture
Structure beats intelligence. Don't train your AI. Certify it.
Claude Code best practices — applied to application design.
Proven pattern
Anthropic’s own configuration model, globally adopted by developers
Fully local
Runs on a standalone local database with any LLM — cloud or local
Zero lock-in
Swap the DB, the LLM, or the project. The architecture holds.
DB-agnosticLLM-agnosticProject-agnostic
Orchestrator
Stateless Workflow Engine
Governed Database—Single Source of Truth
ConfigBehaviour & Logic
Data & StateMemory & Evolution
Steps Table
Sequence & Rules
Session State
Current Context
Skills Table
Methodology
Dataset Tables
Step Outputs
Messages Table
Static Prompts
Chat Transcript
Full History
Functions Registry
I/O Schema
Audit Log
Execution Trace
File Storage
Buckets & Docs
LLM
Stateless Compute
↓ Constrained Prompt↑ Structured Output
Orchestration Loop
Load
Fetch Step + Data
→
Build
Assemble Prompt
→
Execute
Stateless LLM Call
→
Store
Save + Next Step