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Project Phoenix

Open-Core Standards For Grounded Domain Systems

Built on ideas and patterns from tau-bench (Sierra Research, MIT License)

An expert system framework — deterministic substrates, explicit validation, and disciplined agent use.

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.

Open Home

Philosophy

Why Phoenix is an expert system framework, not an LLM runtime.

Open Philosophy

Four Phases

Foundation stage plus four operational phases for execution control.

Open Four Phases

Principles

Six Phoenix principles, including HITL as a binding gate after V4.

Open Principles

Tau-Bench

Research grounding and challenge-to-solution mapping for Phoenix.

Open Tau-Bench

Domains

Production domain coverage and links to implementation areas.

Open Domains

Architecture

High-level architecture and current open-core design pattern.

Open Architecture

Current Paper

Current umbrella paper for Project Phoenix, with the older framework PDF retained as historical support.

Open Current Paper

Purpose

Jump directly to the purpose statement for quick context.

Go to Purpose

Research Papers

Seven primary papers on grounded systems, orchestration, local inference, and agentic operating discipline.

Open Research Papers

OpenClaw Demo

OpenClaw as the monitored operator shell. Phoenix as the deterministic authority underneath. Four backends, incident mode, per-backend health, and trend visibility.

Open OpenClaw Demo