The Internet Has Reputation. It Still Lacks Reliability.
The internet can tell us who is popular, verified, rated, or influential. It still struggles to show how reliably people follow through when money, work, access, housing, or responsibility is at stake.
Foundations
Why Reviews Fail High-Stakes Interactions.
Reviews and star ratings work for products and restaurants. They are far less useful when choosing a freelancer, client, cofounder, landlord, agency, candidate, or other high-stakes relationship.
Comparisons
How TrustCircle works: structured reliability records, signals, and trust checks for modern interactions
Every meaningful interaction on the internet carries some degree of reliability context.
System explainer
Solving behavioral reliability at scale: how TrustCircle is building structured reliability infrastructure
The internet has radically improved how humans coordinate.
Foundations
Why behavioral reliability infrastructure does not exist yet, and why the internet needs it now more than ever
For most of human history, reliability was local.
Foundations
One Bad Experience Is Not a Pattern
A fair reliability system must avoid both extremes: ignoring repeated harmful behavior and permanently defining someone through one isolated incident.
Fairness
Why Response Rights Matter in Reliability Systems
A reliability system becomes weaker when only one side can speak. Responses, corrections, disputes, acknowledgment, and resolution should become part of the record itself.
Accountability