Stories from people dealing with AI Regulation — what changed, who decided it, and what the ordinary days look like now.
40 stories
AI Governance & Ethics
A fluent explanation is useless if it cannot be traced to the rule that produced a denial. Reason codes make chatbot language reviewable before it reaches a customer.
Irene Vasko · October 4, 2026 · 8 min
AI Governance & Ethics
Prompts and profile fields may be only part of the record. AI-generated labels, rankings, and summaries can also relate to a person and may need to be found, reviewed, and disclosed.
Irene Vasko · 8 min read
AI Governance & Ethics
Political synthetic media can trigger a platform label, a state-mandated disclaimer, both, or neither. A file-level compliance record helps teams identify which rule applies before publication.
Irene Vasko · 8 min read
AI Governance & Ethics
A defensible denial record connects the customer’s inputs, model result, business rule, human action and notice. New Jersey law does not reduce that chain to one AI log.
Irene Vasko · 8 min read
AI Governance & Ethics
A disclosure that looks clear in the master file can vanish when a platform crops, clips, or recompresses it. Test the published derivatives, not just the export.
Irene Vasko · 8 min read
AI Governance & Ethics
A disclosure added at upload may vanish when a synthetic video is downloaded, clipped, or reposted. Test the exported file, not just the original post.
Irene Vasko · 8 min read
AI Governance & Ethics
Selection-rate testing can reveal disparities in one hiring workflow. It cannot certify accuracy, fairness or compliance when the software, applicant pool or deployment has changed.
Irene Vasko · 8 min read
AI Governance & Ethics
A disclosure that appears on the approved political ad can vanish during a routine crop or reupload. Compliance teams need records for every exported variant, not just the master.
Irene Vasko · 7 min read
AI Governance & Ethics
A disclosure in the caption or first frame can disappear while the synthetic video keeps moving. Durable labeling requires visible, audible, and machine-readable signals that fail differently.
Irene Vasko · 8 min read
AI Governance & Ethics
Colorado’s AI law turns ordinary system documentation into compliance evidence. Start with one record per decision workflow, including its inputs, reviewers and vendor dependencies.
Irene Vasko · 8 min read
AI Governance & Ethics
A national campaign cannot treat a political deepfake disclosure as one line of boilerplate. The trigger, wording, placement, timing, and enforceability change across state lines.
Irene Vasko · 8 min read
AI Governance & Ethics
An official AI chat can leave four record candidates: the prompt, uploaded source file, generated draft, and vendor log. Agencies need retention and export controls before employees start using it.
Irene Vasko · 8 min read
AI Governance & Ethics
A New Jersey employer’s obligations can change when an applicant crosses a state line or encounters a different screening tool. Build the notice map around each decision point.
Irene Vasko · 8 min read
AI Governance & Ethics
There is no blanket U.S. disclosure rule. A practical answer depends on where the customer is, what the bot is doing, and whether chat becomes an AI-generated call.
Irene Vasko · 8 min read
AI Governance & Ethics
A public audit can reveal which hiring system was tested, whose outcomes were counted, and where selection rates diverged. It can also conceal job-level differences and omit demographic groups.
Irene Vasko · 8 min read
AI Governance & Ethics
The FTC’s familiar advertising standard already covers AI claims. Here is how to connect “unbiased,” “private,” or “more accurate” to a test, a defined scope, and recorded limits.
Irene Vasko · 8 min read
AI Governance & Ethics
One appointment-reminder call can cross federal consent rules, state AI disclosures, and voice-likeness rights. Product teams need a call-level policy matrix before the system dials.
Irene Vasko · 8 min read
AI Governance & Ethics
US disclosure duties turn on location, purpose, profession, and channel. A visible label at first contact is the cleanest baseline, but voice callbacks and human handoffs need separate controls.
Irene Vasko · 8 min read
AI Governance & Ethics
A single voice-cloning workflow can trigger rules for biometrics, publicity rights, impersonation, and robocalls. A checkbox at upload is no longer a sufficient product control.
Irene Vasko · 8 min read
AI Governance & Ethics
A resume model is not covered merely because a vendor calls it AI. Employers need evidence showing what it outputs, how recruiters use it, which jobs it affects, and whether required audits and notices exist.
Irene Vasko · 8 min read
AI Governance & Ethics
New York City requires annual bias audits for covered hiring tools, but a results page cannot prove the test used the right data, workflow, or software version.
Irene Vasko · 8 min read
AI Governance & Ethics
New York City requires a published bias audit for covered automated hiring and promotion tools. The resulting table is a compliance artifact, not proof that every deployment is fair or lawful.
Irene Vasko · 7 min read
AI Governance & Ethics
The city’s rule reaches tools that score or rank people and materially drive hiring or promotion decisions. Its required audit measures outcome disparities, not accuracy or general fairness.
Irene Vasko · 8 min read
AI Governance & Ethics
A vendor may call it analytics, but if it changes who gets housing, credit, work, or service, put it on the map. New Jersey’s existing laws and proposed rules make the missing records matter.
Irene Vasko · 8 min read
AI Governance & Ethics
The Colorado AI Act turns on how a system affects a decision, not whether a vendor calls it AI. Start with one row per workflow, then determine which rows need legal review and impact assessments.
Irene Vasko · 8 min read
AI Governance & Ethics
Businesses using AI for hiring, lending and other consequential decisions must build the compliance record. Vendor documentation helps, but it does not replace the deployer’s assessment.
Irene Vasko · 8 min read
AI Governance & Ethics
EU rules are making model documentation a practical dependency. US deployers should request a versioned evidence packet before a European provider changes or withdraws the model.
Irene Vasko · 8 min read
AI Governance & Ethics
A usable inventory must connect each AI system to the decision it influences, the people affected, its controls, and the evidence its vendor has not supplied.
Irene Vasko · 8 min read
AI Governance & Ethics
State election laws ask different questions about synthetic media, from format and timing to sponsorship. A publishing ticket can catch those differences before distribution.
Irene Vasko · 8 min read
AI Governance & Ethics
New Jersey’s discrimination law already reaches automated hiring. Before a scoring tool goes live, employers need evidence for its job relevance, accommodation route, vendor controls and candidate notices.
Irene Vasko · 8 min read
AI Governance & Ethics
A Newark employer recruiting in Manhattan, Chicago, or Colorado can inherit different audit, consent, and appeal duties. The compliance trigger often follows the job or applicant, not headquarters.
Irene Vasko · 8 min read
AI Governance & Ethics
An applicant may encounter four automated systems before a recruiter calls. Mapping those systems shows which discrimination duties, notices, bias reviews, and vendor records may apply.
Irene Vasko · 8 min read
AI Governance & Ethics
State political deepfake laws disagree on disclosure text, election windows, covered formats, and penalties. Campaigns and platforms need an asset-level map before distribution.
Irene Vasko · 8 min read
AI Governance & Ethics
A hiring score can trigger different duties in Colorado, Illinois and New York City. The workable unit of compliance is one system, one use and one jurisdiction per inventory row.
Irene Vasko · 8 min read
AI Governance & Ethics
TikTok, YouTube, Instagram, and X attach warnings to posts, not necessarily files. A download-and-repost audit shows why disclosure needs provenance that travels.
Irene Vasko · 8 min read
AI Governance & Ethics
A polished denial letter can be detached from the model and rules that rejected an applicant. The lender needs a decision-time trace, not a story generated from the result.
Irene Vasko · 8 min read
AI Governance & Ethics
New York City regulates what employers tell candidates and what they test about hiring tools. Those duties run on different evidence, owners, and clocks.
Irene Vasko · 8 min read
AI Governance & Ethics
A hiring rejection can pass through several vendor models without appearing in an AI register. This worksheet traces the decision, evidence, notice, appeal, and accountable team.
Irene Vasko · 8 min read
AI Governance & Ethics
A ranking score, generated summary and recruiter click can form one automated decision path. Employers need records showing each step, its owner and whether a human could reverse it.
Irene Vasko · 8 min read
AI Governance & Ethics
An auditor’s report covers one requirement under Local Law 144. Employers still have to resolve scope, publish the required summary, deliver notices, and preserve evidence of what candidates saw.
Irene Vasko · 8 min read
Other impacts
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