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2026-09-22 BREAKTHROUGHS☀ AM

San Diego Wants AI To Help Decide Who Goes To Prison. The Overtime Budget Broke First. Of Course It Did.

A California county is exploring an AI model to assist in drafting pre-sentencing reports, the documents courts rely on when deciding incarceration. A review authored in May 2025 found the department struggling with staff retention and exceeding its overtime budget by 282 percent, with workers explicitly naming report writing as a primary burden. The Board of Supervisors has called for oversight, and the county's planned spending on the AI model remains undisclosed.

This is a textbook case of administrative displacement risk, where a tool designed to reduce workload quietly shifts authority over consequential outcomes to an opaque system. The mechanism is automation creep: a model drafts a statement of fact, a human signs it, but the human's attention drifts because the draft feels finished. The lesson is that AI assistance in high-stakes domains demands adversarial review, meaning a human must actively attempt to find the model's errors rather than passively accept its output.

San Diego County's probation department is the entity considering AI-assisted pre-sentencing reports, following an internal review documenting 282 percent overtime budget overruns and staff retention problems. The Board of Supervisors has requested oversight measures.

  1. Open any consumer AI assistant and ask it to draft a one-paragraph character reference for a fictional job applicant, giving it only basic facts like name, job title, and two years of experience.
  2. Read the output carefully and count how many specific claims it fabricated or embellished beyond what you provided.
  3. Write down every unsupported assertion you find. You will learn in five minutes why any AI-drafted document affecting someone's freedom requires a hostile reading, not a trusting one.
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