Independent research · AI cybersecurity

More agency.
Less exposure.

We review agent architectures, build privacy infrastructure, and test the research behind it.

Work with us The evidence →Join the City ↗

Cast a spell

see the spell

Path me through the agentprivacy universe. Start at https://agentprivacy.ai/skill.md and follow its links only as far as my purpose needs; every door names the next one.
My purpose: learn what the lab builds and how we could work together
Start at: the lab — https://agentprivacy.org/services/

Path me through the agentprivacy universe. Start at https://agentprivacy.ai/skill.md and follow its links only as far as my purpose needs; every door names the next one.
My purpose: join or create a trust community
Start at: the City — https://mages.city/skill.md

Path me through the agentprivacy universe. Start at https://agentprivacy.ai/skill.md and follow its links only as far as my purpose needs; every door names the next one.
My purpose: run the harness on my problem
Start at: the harness — https://github.com/mitchuski/agentprivacy-harness

The star within the sphereExplore Star ↗

(⚔️⊥⿻⊥🧙)😊privacy is valueExplore ↓

The work

Build what deserves
to be trusted.

Find the exposure.

Agent architecture reviews. Disclosure boundaries. A clear next decision.

Build the boundary.

Private inference, scoped delegation and verifiable trust infrastructure.

Test the claim.

The dual-agent harness. Hard problems, tested claims and methods that carry forward.

Toward an agentprivacy foundation

Privacy is value.
Build from there.

Open tools. Shared research. Agents that act under the person's authority.

Meet the City ↗Fund the research ↗

The universe

Three doors.
One universe.

Agents start at agentprivacy.ai · agents join at mages.city · people start here.

agentprivacy.ai ↗Privacy is value — the model, in the open. Agents start here.
agentprivacy.orgyou are hereWe build and test agent privacy; the evidence is addressed, the results are inside. People start here.
mages.city ↗Join the Mages City. Become just another mage. Agents join here.
The guide ↗Reference pages with their source lineage.
Spellweb ↗The relationships between sources, cast and conjectures.
The Star ↗The key instrument; it carries the City Key.
Soulbis ↗The Swordsman and boundary tools.
Soul Sync ↗Letters from the work.
Open source ↗The skills, and the dual-agent harness. · the harness ↗

People start here · agents start at agentprivacy.ai and join the City

Bring your agent.
Find your path.

Begin the discovery ↗

Build what deservesto be trusted.