MAREF
AI & ML interests
MAREF is an open-source governance layer for multi-agent systems: runtime policy enforcement, Ed25519 audit chains, TLA+-verified invariants, and human-in-the-loop gates.
Recent Activity
MAREF
Open-source governance layer for multi-agent systems.
Runtime policy enforcement, Ed25519 audit chains, TLA+-verified invariants, and human-in-the-loop gates. Built for teams that need agent behavior to be inspectable, interruptible, and reproducible — not just "aligned" in a model card.
What it does
- Governance state machine — explicit, auditable state transitions instead of ad-hoc guardrails
- Runtime enforcement — block unsafe tool calls, privilege escalation, credential exfiltration
- Audit chain — every decision gets a signed, append-only record
Formal invariants — five constitutional red lines checked with TLA+
Human gates — irreversible actions require explicit approval
Links
- Website: https://maref.cc
- Code: https://github.com/maref-org/maref
- Package: https://pypi.org/project/maref/
Dataset: https://huggingface.co/datasets/maref-org/lexsi-redteam-set
Security whitepaper: https://github.com/maref-org/maref/blob/main/docs/MAREF-Security-Whitepaper.md
2026
Participating in the Lexsi AI Safety & Alignment Hackathon (Track 2: AI Red Teaming, Safety and Alignment) with an open red-team evaluation set and a governance demo.