A duty-by-duty walkthrough of California's automated decisionmaking technology rules — approved 23 September 2025, in effect from 1 January 2026, with ADMT obligations from 1 January 2027 — and where each duty can actually be enforced in a system. Covers pre-use notice, opt-out, human review, appeals and per-decision record keeping. The rules apply when computation replaces human judgment on a significant decision about work, money, housing, education or health.
Why I recommend it: The clearest free explanation I have found of what these rules require, and the section on significant decisions is directly relevant if an employer screens you by machine — you get notice, an opt-out and a route to a human. Read it knowing DeepInspect sells the kind of control it describes, so the framing pushes toward buying a product; the legal dates and duties are checkable against the state agency's own page, which it links.
Free resource hub from Themis covering governance, risk and compliance (GRC) for banks and fintechs: case studies, blog posts and guides on onboarding partners, diligence, audit-proofing and compliance collaboration.
The US government's voluntary framework for identifying and managing AI risk, plus its playbook of concrete practices. Free.
Why I recommend it: The one your employer's legal team is most likely already citing. Useful vocabulary if you want to raise AI risk at work and be taken seriously.
Tracker of AI hiring regulations, enforcement actions, and bias-audit requirements affecting employers and candidates.
Why I recommend it: Worth bookmarking if you suspect an algorithm screened you out. Knowing the rules employers must follow gives you language to push back.
LLC formation, taxes and bookkeeping in one place. Start a business, stay compliant, and get US banking and Stripe payments — even for non-US owners.
Why I recommend it: A streamlined way to form an LLC and handle ongoing business admin. Useful if you want a legal entity and US banking without juggling multiple services.
Entrepreneur White Paper: How to Set Up a US LLC From Anywhere
Step-by-step guide to forming a US LLC from any country: state selection, registered agent, EIN, banking, taxes, and ongoing compliance.
Why I recommend it: Pair this with the LLC/S-Corp formation guide already in the hub. Get the EIN and the bank account right the first time and everything downstream is easier.
