Blog
Writing about financial clarity and trustworthy AI software.
Architecture notes and product thinking about building trustworthy AI-native financial software — deterministic records, explicit capabilities, and AI that stays grounded in what the software actually knows.
Published articles
Architecture writing from building EstateIQ.
A technical series about building trustworthy AI-native applications where structured software remains the source of truth and AI becomes the explanation layer.
Why AI Wrappers Aren't Enough
What building EstateIQ taught me about designing trustworthy AI applications.
The Biggest Mistake I Made Building an AI-Native Application
How moving AI out of the center completely changed the architecture of EstateIQ.
AI Should Explain Your Software—Not Replace It
The most important architectural decision we made while building EstateIQ.
Software Should Learn From Questions It Cannot Answer
Why unanswered questions shouldn't become hallucinations—they should become the roadmap.
Meet DANA: Deterministic AI-Native Architecture
The architecture behind EstateIQ’s intelligence layer — built on verified records, deterministic business logic, and answers the system can trust.
The Six Layers of DANA
A practical blueprint for building trustworthy AI-native applications.
The Capability Layer
Why modern AI-native applications should organize around capabilities instead of prompts.
The Gap Tool: How AI-Native Applications Should Evolve
Turning unanswered questions into deterministic software capabilities.
The Capability Registry: Building an Operating System for Intelligence
Why every deterministic capability should become a first-class software asset.
AI Operations: Running an AI-Native Application in Production
Why trustworthy AI systems need observability, coverage metrics, and operational discipline.
Written by Anthony Narine — founder of EstateIQ