Independent research initiative

Protecting financial truth in an agentic age.

Evidence-led monitoring of frontier AI, financial infrastructure, and the systems that determine what is authorized, what is true, and how institutions recover.

Research lens
Financial systemsFrontier AIControl planesRecovery

AI-enabled cyber exposureHigh · rising

Third-party concentrationHigh · rising

Agent authorization boundaryElevated watch

Systemic financial eventNone verified

Current intelligence

Signals that deserve executive attention.

We separate demonstrated incidents from capability evaluations, vendor claims, independent research, and public signals.

Strategic concern

01

Financial-system integrity under frontier AI

The central risk is not a cinematic takeover. It is the corruption or obscuring of instructions, identities, balances, ownership, settlement state, and the evidence needed to recover.

View the research themes
Control evidence

02

Authorization is crossing the recommendation boundary

Agentic systems increasingly receive tools, credentials, spending authority, and delegated workflows. The question is becoming what a model was authorized to cause.

Direction established; control effectiveness varies

Monitoring

03

Control findings move in both directions

Recent evaluations show approval shortcutting and constraint loss, while model-external pre-action controls offer narrow but important positive evidence.

Evaluation evidence · not a production incident

Important: “High” means high strategic concern or exposure. It does not represent a measured probability of catastrophe or imply a verified systemic AI attack.

Research architecture

Five questions for preserving institutional trust.

Our work connects technical AI-control evidence to the operating realities of payments, custody, clearing, settlement, markets, and oversight.

01

Liquidity truth

Can cash, collateral, obligations, and exposures be independently reconstructed?

02

Settlement authority

Who can instruct, approve, halt, replay, or reverse a consequential action?

03

Ownership & custody

Which record proves beneficial ownership when systems or feeds disagree?

04

Identity & automation

Can privileged human and non-human identities be bounded and revoked rapidly?

05

Recovery & confidence

Can institutions restore service without replaying corrupted data or instructions?

Evidence before amplification

A monitoring system designed to preserve uncertainty.

Every retained observation records its source class, environment, permissions, observed behavior, external impact, confidence, unknowns, and contradictions. Popularity does not increase evidence confidence.

Review the full methodology
01

Primary authorityRegulators, labs, incident reports

02

Independent investigationTechnical evaluation and corroboration

03

Affected partyPostmortems and direct disclosures

04

Reputable reportingAttributed chronology and interviews

05

Public signalLead for investigation, never proof alone

In development

Credentialed research access is being designed carefully.

The first release is public and editorially reviewed. Restricted access will open only after identity, authorization, audit, privacy, and revocation controls are tested.

No raw internal knowledge base is publicly exposed.