Built on ideas and patterns from tau-bench (Sierra Research, MIT License)
Purpose
Project Phoenix publishes principles, standards, and white papers for building grounded domain systems that are inspectable, testable, and useful in practice.
It is not a generic chatbot layer. It is a framework for disciplined domain interfaces, deterministic validation, and carefully bounded agent use.
What Is Public Here
Open core:
-> principles
-> validation standards
-> architecture notes
-> white papers
Private consulting layer:
-> client pairing logic
-> adaptation heuristics
-> live operating playbooks
Why This Exists
Determinism
Push real execution and validation into explicit domain logic instead of relying only on prompt behavior.
Auditability
Make claims, artifacts, and trust boundaries inspectable rather than implicit.
Useful Standards
Provide patterns other people can adapt without needing to copy the full consulting process.
Quick Navigation
Home
Return to the overview page and key framing of Project Phoenix.