S1
HR & operations
Top 3
What changed in HR systems, compliance and workforce data for a team under 500 people, and what it costs or saves.
Operations
Governor Newsom signed SB 947 on October 1. From July 1, 2027, California employers cannot discipline or fire someone based only on an automated system, and must back the decision with human review plus written notice to the worker.
Jul 2027
when California's no-AI-firing rule takes effect
Why this mattersThe rule follows where your employee works, not where you are. If a tool ranks performance or flags attendance, a person has to look at the file and sign the decision. Write that step into your discipline process now, while it costs an afternoon.
Operations
The EEOC sued Bollinger Shipyards on September 30. It says the shipbuilder withdrew job offers from five applicants at its Mississippi yard based on side effects listed by their drug makers, without asking whether any of them actually had those effects.
5 offers
job offers pulled over listed drug side effects
Why this mattersA label warning is not a fitness assessment, and your screening vendor may be treating it as one. Ask what happens at your company when a drug test or health form turns up a prescription. If the answer is an automatic no, that is the exposure.
Operations
The EEOC sued Scheels All Sports on September 30. It says staff aged 40 and over had to sell their company shares if they worked under 1,000 hours in a year, while younger staff with the same shortfall kept theirs.
1,000 hrs
the yearly threshold that only applied after 40
Why this mattersBenefit plan rules get written once and almost never read against age. Pull your equity, bonus and vacation rules this week and mark anything that turns on an age or a years-of-service band. One line in a plan document can carry a class claim.
S2
Science & technology
Top 3
Research and technology that is making money, saving money, or about to change how work gets done.
Science
Aydogan Ozcan's team at UCLA built a checker that tells real video from fake by passing light through a fixed piece of glass instead of running the numbers on a computer. It was right 97.79% of the time while looking at 15 videos at once, and caught 99.86% of the fakes, published this year in the journal eLight.
97.8%
accuracy while checking 15 videos at once
Why this mattersFake video is now cheap enough that a remote interview is a verification problem. You do not need this lab tool, you need a rule. Ask for one live, unscripted answer and one piece of ID on camera before any offer goes out on a remote hire.
Science
Gabriel Olawuyi and Michael Roe at North Carolina State University draped a knitted mesh over strawberry plants, fine enough to stop insects but open to sun, rain and air. Covered plants produced up to 3.56 times the fruit of uncovered ones with no harm to the plants, published this year in the journal Agriculture.
3.5x
the fruit from covering plants, not spraying them
Why this mattersThey stopped the pests getting in rather than killing them after, and it used less spray and less water. Your turnover works the same way. Before you fund another retention bonus, fix the one thing people name on the way out, because the cheap fix sits upstream.
Science
Priya Sharma at the University of Surrey, with Jens Koch at Northwestern University, designed a quantum computer part that carries no electric charge, so stray electrical noise cannot disturb it. Their calculations put its error rate about 100 times below today's best parts, published October 1 in npj Quantum Information, though nobody has built one yet.
100x
fewer errors on paper, with no device built yet
Why this mattersA model's number stays a forecast until a real device confirms it. Vendors pitch HR savings the same way, off their own math. Before you sign, run the tool on one real process for a month and compare the hours against what you spend today.
S4
Three things to do this week
3 actions
Three moves with the best payoff for the least effort, each with what it is roughly worth. Even one of them saves hours of work, cash, or a risk you would rather not carry.
🛡️1
Risk
Put a named human behind every AI-driven discipline decision
List every tool that scores performance, attendance or productivity. For each, name the person who reviews the file before any warning or firing, and record that review in writing. About 90 minutes.
PayoffCalifornia's new law bars discipline or termination based on an automated system alone from July 2027, and the rules follow where your employee works. Defending one wrongful termination claim commonly runs tens of thousands in legal fees before any settlement.
$40k+
legal defense cost on one termination claim
Effort 90 minutes
🛡️2
Risk
Stop letting a prescription decide a hiring outcome
Find every point where a medication shows up in hiring, such as a drug test result or a health questionnaire. Write down who sees it and what happens next. Remove any automatic rejection. About two hours.
PayoffThe EEOC just sued a shipbuilder for pulling five job offers over listed drug side effects nobody checked. Defending one ADA hiring charge commonly runs tens of thousands in legal fees, and recent settlements in this area landed between $60,000 and $230,000.
$50k+
defense and settlement exposure on one ADA charge
Effort 2 hours
📊3
Data
Name who checks AI output before it reaches anyone
Pick the two places AI already writes for you, such as job descriptions or candidate summaries. Write a three-point check for each and name the person who runs it. About one hour.
PayoffAlmost 80% of AI-generated models in one study were unusable, and untrained people fixed 90% of the faults once they knew where to look. A bad job description or a wrong candidate summary costs rework hours now and becomes a hiring dispute later.
20+ hrs
of rework avoided across a quarter of AI drafts
Effort 1 hour
Want this handled, but no time or capacity?Olga takes on HR ops projects like these on a fractional or interim basis. A 30-minute call is enough to scope one.
Reach out to Olga ↗Payoff figures are order-of-magnitude estimates for a company under 500 people, based on typical costs, not quotes for your business.