About Validator Master
Building transparent, reproducible infrastructure for evaluating conversational AI behavior.
Our Purpose
Validator Master exists to make AI behavior evaluation easier to inspect, reproduce, and challenge. Rather than presenting a score without explanation, the system preserves the evaluated response, applies versioned Heartcode rules, and records the evidence behind each finding.
What We Are Building
Heartcode Protocol
An open, evolving standard for evaluating conversational AI behavior.
Validator Master
A reference implementation that applies Heartcode rules and produces transparent evidence.
SENNA
A conversational guide designed to explain Heartcode, evaluation findings, and system limitations.
Design Principles
Transparency before authority
Evidence before conclusions
Versioning before silent changes
Privacy and data minimization by design
Human review for high-risk decisions
Clear acknowledgment of uncertainty
Current Status
Validator Master and the Heartcode Protocol are experimental, under active development, and intended to improve through testing, public review, and documented iteration.
Project Stewardship
The project was founded by Victor Hugo Téllez Guerrero and is being developed as an independent conversational AI evaluation initiative.