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Autonomy Ladder™ — Reference Libraries

Six open, DOI-archived governance libraries for autonomous AI in regulated operations. One framework (A0→A4), six co-equal regulated verticals, a common evidence discipline. This is the single landing page for the family — start here.

Framework + whitepaper: autonomy-ladder.io

What this family is: reference implementations of deployment-authority governance for AI agents — the A0→A4 rungs, a non-overridable sovereign veto, a hash-chain audit ledger, hard envelopes, and mechanical demotion — encoded per regulated decision class as runnable, tested Python. What it is not: deployed production controls. These are reference IP for adoption and inspection — never represented as a control running in any institution's production.


The six libraries

Library Vertical Decision classes encoded Primary regulator / rule Tests · coverage DOI Start here
finserv-agent-audit Cross-vertical financial services Lending, core FS decisioning EU AI Act Art. 14 · SR-letters · FCRA 630 · 93% 10.5281/zenodo.20434570 DEFCON + Sovereign-Veto demo
banking-agent-audit Banking Model risk · ECOA/Reg B adverse action · BSA/AML/OFAC ECOA 12 CFR §1002.9 · FINRA 3110 182 · ~99% 10.5281/zenodo.20564584 tests/ ECOA adverse-action
payments-agent-audit Payments OFAC screening · BSA/AML · Reg E · rail finality OFAC · Reg E · rail-finality (AL-PROBE-06) 183 · 98.97% 10.5281/zenodo.20592773 AL-PROBE-06 irreversibility gate
payer-agent-audit Health-insurance payer Utilization mgmt · prior auth · claims/appeals NAIC Model Bulletin (no medical-necessity call) 156 · 100% 10.5281/zenodo.20564377 Funding-type obligation routing
private-capital-agent-audit SEC-registered investment advisers Best execution · MNPI · custody · marketing · allocation Advisers Act §206 181 · 98.7% 10.5281/zenodo.20564496 Golden corpus of real SEC matters
cre-agent-audit Commercial real estate Tenant screening · lease provenance · PII residency Fair-housing · FCRA §607(b) 336 · 86% 10.5281/zenodo.20437081 Fair-Housing Pre-Flight

All six: zero runtime dependencies · mypy --strict · SHA-pinned CI · golden corpora of real, primary-sourced enforcement actions. Released as a coordinated family.


The framework they all implement (A0 → A4)

Every library encodes the same five rungs of deployment authority. The decision class changes by vertical; the rungs, the climbing rule, and the controls do not.

A4  Production Autonomous   ── writes across coordinating agents; monitor-led promotion + validated escalation
A3  Supervised Autonomous   ── writes one decision class autonomously; non-overridable sovereign veto + live ledger
A2  Delegated               ── writes inside a hard, mechanically-enforced envelope; sampled review
A1  Assisted                ── drafts; a human approves every write
A0  Informational           ── reads & recommends; no write authority
        ▲ climb one rung at a time, only on evidence ·  ▼ demote the moment assurance degrades (routine, not crisis)

Three controls make each rung a control and not a slide: a sovereign veto the agent cannot switch off, a hash-chain audit ledger (every action reconstructable for a safety case), and a mechanical demotion trigger.


Which library should I read first?

  • A bank, lender, or fair-lending / model-risk teambanking-agent-audit (ECOA/Reg B adverse action) or finserv-agent-audit for cross-vertical.
  • A payments company / fintech moving money on irreversible railspayments-agent-audit (OFAC screening + the rail-finality gate).
  • A health plan / payer (UM, prior auth, appeals)payer-agent-audit (governs the audit record, not the medical-necessity call).
  • An asset manager, allocator, or RIAprivate-capital-agent-audit (Advisers Act §206).
  • A CRE owner / proptech / screening platformcre-agent-audit (fair-housing pre-flight, lease provenance).
  • A frontier lab or cloud platform deploying agents into regulated customers → start with finserv-agent-audit; the A0→A4 control surfaces are domain-agnostic (see each repo's "Why this exists for frontier autonomy stacks").

How to read these (the 30-second version)

  1. Open the library matching your decision class (above).
  2. Read its "Read me first" pointer — the single most concrete regulator-mapped test + the worked example.
  3. The test suite is the falsifiability proof — each qualitative rule is a runnable check.
  4. The framework behind all six: autonomy-ladder.io.

Authored by Kunjar Bhaduri. Each library is MIT-licensed (one dual MIT OR Apache-2.0), DOI-archived for citation, and maintained as living research. Comments and critique welcome — open an issue on the relevant library.

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The Autonomy Ladder™ family — six DOI-archived governance libraries for autonomous AI in regulated operations (banking · payments · payer · private capital · CRE · cross-vertical FS). Start here.

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