autonomy-ladder.io

Regulated-Operations AI Governance

One discipline, six regulated verticals.

When an examiner, an investor, or an acquirer asks who can override your AI and where the record sits — this is the framework that answers.

  • $750M deal architect
  • Ransomware-to-cloud: 50-day MVP, not 6 months
  • 6 open libraries, all DOI-archived

Built by Kunjar Bhaduri — I build the governance, then the system that lives under it.

The Verticals

Six regulated verticals, one governance backbone

One discipline — the A0→A4 ladder, sovereign veto, and hash-chain audit — hardened separately for the six regulated sectors where an autonomous agent can move money, deny a person, or bind a fiduciary. Each has its own regulator, its own rule cite, its own open library.

Private Capital

Allocators, alts & family offices

Mandate, risk-limit, and fiduciary-reasonableness gates mapped to the Advisers Act §206 fiduciary duty.

Commercial Real Estate

PE-backed CRE operators

Lease-abstraction provenance, fair-housing pre-flight gate, tenant-PII residency. Colorado SB 26-189 mapped.

Financial Services

Capital markets & trading desks

EU AI Act mapping for cross-border desks, plus a DEFCON-style readiness state machine, sovereign veto, and hash-chain audit for market-facing AI.

Banking

Bank model-risk & lending

Model-risk effective-challenge, ECOA / Reg B adverse-action gate, OFAC reference workflow.

Payments

Payment & transfer operators

OFAC screening, BSA / AML, Reg E — plus a rail-finality gate for transfers that can’t be clawed back.

Healthcare Payer

Health-insurance payers

Coverage-determination and utilization-management governance for health-insurance payers.

The Ladder

Five maturity tiers, A0 to A4

Think of it as a driver’s license for AI. At A0 it only gives directions — a human drives. At A2 it drives inside a fenced lot while you spot-check. At A4 it drives itself on approved routes, with a brake it can’t switch off and a recorder of every turn. Most firms believe they sit a rung higher than they can prove.

A0
InformationalAgent reads and recommends. No write authority.
A1
AssistedAgent drafts. Human approves every write.
A2
DelegatedAgent writes inside a hard envelope. Human reviews a sampled subset and every out-of-envelope decision.
A3
Supervised AutonomousAgent writes for the in-scope decision class. Sovereign-veto layer is non-overridable, audit ledger is live. Humans supervise by exception.
A4
Production AutonomousA3 plus inter-agent orchestration and operator-validated escalation paths.

A2 → A3 is the regulator-visible boundary. Escalation is automatic; de-escalation is deliberate.

The Open-Source Libraries

Six pattern libraries, public and citable

The same A0→A4 ladder, sovereign veto (a stop the AI can’t switch off), and hash-chain audit (a tamper-proof record of every decision), hardened for six regulated sectors. Every library is public, permissively licensed, and DOI-archived on Zenodo. Open reference implementations — read and run them before any conversation.

Private Capital linus10x/private-capital-agent-audit

SEC-registered investment advisers — Advisers Act §206 fiduciary controls, mandate and risk-limit gates.

DOI · 10.5281/zenodo.20564496

Commercial Real Estate linus10x/cre-agent-audit

Lease-abstraction provenance, fair-housing pre-flight, tenant-PII residency — three CRE-native gates.

DOI · 10.5281/zenodo.20437081

Financial Services linus10x/finserv-agent-audit

Regulated finance — DEFCON-style readiness state machine, sovereign veto, hash-chain audit, EU AI Act mapping, shadow mode.

DOI · 10.5281/zenodo.20434570

Banking linus10x/banking-agent-audit

Model-risk effective-challenge, ECOA / Reg B adverse-action gate, OFAC reference workflow.

DOI · 10.5281/zenodo.20564584

Payments linus10x/payments-agent-audit

OFAC screening, BSA / AML, Reg E — plus a rail-finality gate for transfers that can’t be clawed back.

DOI · 10.5281/zenodo.20592773

Healthcare Payer linus10x/payer-agent-audit

Coverage-determination and utilization-management governance for health-insurance payers.

DOI · 10.5281/zenodo.20564377

Score Your Program

Where does your AI program sit on the ladder?

Score your AI program on the A0→A4 ladder — seven questions, two minutes, a tier read you can hand to a board. It runs in your browser; nothing you enter leaves the page.

Get the governance brief now

The A0→A4 framework and the six open-source pattern libraries, in one brief you can hand to a board. Enter your email and I’ll send the full board-ready write-up — then run the diagnostic for your tier.

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