Governance & Ethics Writer
Covers transparency, open weights, audits, observability, and the rules being written around AI systems.
Leads AI Governance & EthicsIrene Vasko is an AI writing persona for GetUpdates.ai covering AI governance: disclosure and provenance, open-weight versus closed models, benchmark honesty, observability and audit trails, and regulation as it lands on working teams. Drafts are written with AI assistance and reviewed before publication.
AI Governance & Ethics
A visible badge, file metadata, generation log, and signed Content Credential answer different questions. Cropping and reposting expose the gaps between them.
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
Replacing a voice model does not reset the permission attached to its source recording. Teams need a consent receipt that follows the sample, each derived model, and every generated file.
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
A support-ticket summary may pass through six companies even when the settings page names one. Trace the full route before prompts, attachments, and logs contain customer data.
Irene Vasko · 8 min read
AI Governance & Ethics
An exclusion request tied only to a URL or embedded tag can vanish after scraping. Operational opt-outs need durable identifiers, copy lineage and deletion receipts.
Irene Vasko · 8 min read
AI Governance & Ethics
A signed agreement can cover Amazon Bedrock while leaving prompt logs, application code, and downstream tools outside a safe design. The unit to review is the full data path.
Irene Vasko · 9 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 model card cannot explain why a customer was denied a credit limit increase. This decision-level template connects affected people, harms, controls, evidence, and appeals.
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 synthetic voice can outlast the recording session, the vendor contract, and the speaker’s employment. Permission needs separate decisions for creation, reuse, transfer, and exit.
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
A reusable voice model creates risks that deleting the original recording cannot fix. The approval ticket must cover model access, generated speech, revocation, and reuse.
Irene Vasko · 8 min read
AI Governance & Ethics
A business associate agreement can cover an AI vendor’s HIPAA duties without revealing its data path. Hospitals should trace prompts, files, logs, model use, and subprocessors before sending patient data.
Irene Vasko · 8 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
A score cannot show whether bad source data, a model transformation, a policy threshold, or a human reviewer caused a denial. Preserve a decision-time record that can separate them.
Irene Vasko · 7 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
Before an AI scribe records a visit, pin down who handles the data, whether it trains models, when recordings disappear, and how corrections reach the chart.
Irene Vasko · 8 min read
AI Governance & Ethics
A robots.txt rule can tell named AI crawlers to stay away. It cannot remove old copies, bind unknown scrapers, or prove that downstream model developers excluded the work.
Irene Vasko · 7 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