Technology

Private by architecture

The individual is the center of the system, not a data source at its edge. HumanTier’s technical approach begins with boundaries, permissions, and proportionate trust.

Useful systems without unnecessary exposure

The HumanTier model separates identity, memory, permissions, and private context from the applications that use them. Each application receives only the authority and information required for its role.

ᴴᵀ Flow

Acts within granted authority

ᴴᵀ Cocoon

The person’s protected boundary

IdentityMemoryPermissionsPrivate context

ᴴᵀ Research

Understands within protected context

The objective is to permit assistance, automation, and inquiry without unnecessary exposure or silent expansion of authority.

Trust is a system property

These principles guide how HumanTier systems are designed and evaluated.

01

Data minimization

Use only the information necessary for the task and retain no more than the person has authorized.

02

Compartmentalization

Keep distinct contexts and responsibilities separated to reduce unnecessary cross-context exposure.

03

Meaningful permissions

Authority should be explicit, understandable, limited in scope, and revocable.

04

Human oversight

Consequential decisions remain visible to the person and preserve room for judgment.

05

Provenance

Research should preserve where information came from and how conclusions were formed.

06

Proportionate security

Safeguards should reflect the sensitivity, context, and risk of the information entrusted to the system.

Fewer invisible compromises

Unnecessary data exposure
Silent profiling and manipulation
Cross-context information leakage
Opaque consequential automation
Uncontrolled memory accumulation
Dependence on surveillance incentives

Security claims must be earned

Privacy and security claims should be specific, testable, and proportionate to the evidence behind them. Architecture, testing, documentation, and independent review should carry more weight than slogans.