The Dictiva Blog
Insights on policy operations, attestation, governance education, and AI-agent oversight from the team building Dictiva.
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A Data Operating Model Must Include the People Who Own the Process
A data initiative that promises lasting improvements needs people with authority to change the underlying processes, and a scope that reflects their commitments.
Four Data Brokers, One Cause of Death: Nobody Owned January 31
California keeps fining data brokers for registering late, at $200 a day. The companies change; the cause of death does not. Nobody owns the question of what the business has become.
The Model Was Never the Variable
Across three benchmarks, changing the context supplied to a frontier model moved accuracy by 17 to 38 points. Changing the model produced swings statistically indistinguishable from zero. The half of your AI system that decides whether it tells the truth is the half nobody owns, versions, or signs for.
A Self-Certification Nobody Rejects Is Just a Rubber Stamp
Self-certification only governs if the regulator can say no. When filings flood in and silence means yes, the binding commitment quietly flips into a rubber stamp.