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FERPA and Camera AI: When Footage Becomes an Education Record

Somewhere in every district deploying camera analytics, a privacy officer is asking the question that this article exists to answer: what does the ...

OSHA Recordkeeping and What Camera Evidence Supports

OSHA Recordkeeping and What Camera Evidence Supports

Recordkeeping is the unglamorous end of workplace safety, right up until the moment it is the entire subject. A questionable entry on the ...

Works Councils, Worker Privacy and the No-Discipline Commitment

Works Councils, Worker Privacy and the No-Discipline Commitment

The most expensive week in a camera-AI project is the one where the safety leader presents the finished plan to the workforce for the first time. By ...

Document Review Training: Proving One Standard

Document Review Training: Proving One Standard

The challenge, when it comes, is almost never that a reviewer was unqualified.

Compliance Training Tracking: What You Have to Prove

Compliance Training Tracking: What You Have to Prove

The question a regulator asks is narrower than the one most training programs are built to answer.

A Maturity Model for Court Digital Evidence: Foundational, Developing, Advanced

A Maturity Model for Court Digital Evidence: Foundational, Developing, Advanced

Budget conversations about court technology go badly when the ask is a product and well when the ask is a stage.

Writing Digital Evidence Requirements a Court Can Actually Procure Against

Writing Digital Evidence Requirements a Court Can Actually Procure Against

Digital Evidence Management procurement in courts has a recognizable failure pattern. Read enough court solicitations and it appears every time. The ...

Court Digital Evidence Management: Exhibits, Filings, and the Record

Court Digital Evidence Management: Exhibits, Filings, and the Record

Most guidance on digital evidence was written for the people who collect it. Search for advice and you will find material about body-worn camera ...

Procuring Court Technology Through International Frameworks

Procuring Court Technology Through International Frameworks

A judiciary running a donor-funded modernization program frequently does not sign the contract for the technology it will use. Court technology ...

Writing an AI Policy for a Court: Approval, Disclosure, Review, and Audit

Writing an AI Policy for a Court: Approval, Disclosure, Review, and Audit

Most courts writing a court AI policy are writing it late. That is not a criticism, it is the position nearly everyone is in, and it changes what the ...

What CJIS Actually Requires When AI Touches Criminal Justice Data

What CJIS Actually Requires When AI Touches Criminal Justice Data

The CJIS Security Policy does not use the word AI. No section tells you whether a transcription model, a retrieval pipeline or a case-summarization ...

The Security Questionnaire: What to Ask Any AI Vendor

The Security Questionnaire: What to Ask Any AI Vendor

Most AI vendor security questionnaires are a SaaS questionnaire from several years ago with the word AI added to the header. They ask about ...

Sovereign AI Compliance Architecture: CJIS, FedRAMP, and Air-Gapped

Sovereign AI Compliance Architecture: CJIS, FedRAMP, and Air-Gapped

Designing an AI system to a named authorization is a different exercise from designing it securely. Security engineering asks what the sensible ...

Data Residency and Jurisdiction: Why In-Country Storage Is Not the Whole Answer

Data Residency and Jurisdiction: Why In-Country Storage Is Not the Whole Answer

Choosing a storage region answers exactly one question, which is where the bytes sit when nothing is happening to them. A regulator or a legal team ...

Chain of Custody for AI Outputs

Chain of Custody for AI Outputs

A chain of custody for an AI output has to record how the output was made, not only who has handled it since. That is the whole difference from the ...

Is It APD-Fundable? Getting Federal Match for Eligibility AI

Is It APD-Fundable? Getting Federal Match for Eligibility AI

Every technology conversation in a state human services agency eventually hits the same wall, usually voiced by the budget office: there are no state ...

The 6% Line: What H.R.1's SNAP Error-Rate Cost Share Means for Your State Budget

The 6% Line: What H.R.1's SNAP Error-Rate Cost Share Means for Your State Budget

For as long as SNAP has existed, the federal government has paid the full cost of benefits while states paid to administer the program. Payment error ...

a person redacting a commercial CCTV footage using Redactor

Where Does Your Data Go During Redaction?

A common assumption about redaction software is that the security question begins and ends with whether the tool produces a properly redacted file. ...