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
A former cybersecurity vice president for the Brooklyn Nets sued on October 21 under federal leave law. Reviews before his leave rated him as meeting expectations, his first negative review came nine days after he returned, and he was fired 16 days after.
16 days
from returning from leave to being fired
Why this mattersReviews that change right after a leave are what a judge looks at first. Before anyone returns, write down the goals they will be measured on and the period those cover, and never let a review score work time the person was legally away.
Operations
ADP made new tools live on October 22 that let a company connect its own AI assistant to its payroll and HR data. Staff can ask about pay and time off and file requests, and managers can run onboarding checks and update timecards, limited by role.
Oct 22
when employers could connect AI agents to payroll
Why this mattersThe access rules are set by you, which means the default settings are also set by you. Before anyone connects an assistant, decide which roles may ask about pay and labor cost, and keep a record of which agents were approved and by whom.
Operations
Workforce analytics firm Draup looked at live postings for 18 HR roles from July 2025 to July 2026, reported October 22. The work is splitting into a data and systems role and a labor law and investigations role, and every HR job now asks for analytics.
18 roles
HR job titles studied in live job postings
Why this mattersHiring a generalist for a job that is really two means you get neither. Before you post your next HR role, split the duties into systems and data on one side and compliance on the other, and decide which half this hire owns.
S2
Best of the week: science & technology
Top 3
Research and technology that is making money, saving money, or about to change how work gets done.
Science
CNBC reported on October 22 that OpenAI is working to raise up to 30 billion dollars, led by Coatue and investors in the United Arab Emirates, priced at a 1.25 trillion dollar valuation. Its March round valued it at 852 billion, and it filed confidential paperwork for a stock listing in June.
$1.25T
the price put on the company in this round
Why this mattersMoney raised at that price has to come back as revenue, and that revenue is your subscription line. Pull every AI tool your team pays for, write down the renewal date and the price, and ask which two you would keep if the cost doubled.
Science
Flapping Airplanes, founded by Aidan Smith and brothers Asher and Ben Spector, is trying to train large AI models without reading half the internet. TechCrunch reported on October 21 that it raised 1 billion dollars at a reported 6 billion valuation, up from 1.5 billion in January.
$6B
valuation, up from $1.5B nine months earlier
Why this mattersInvestors paid for a bet that the constraint, not the pile of data, is the advantage. Try it on one process you were about to expand. Cut the inputs your hiring panel sees to three must-haves and check whether the decisions get better.
Science
Jiaji Li and Stefanie Mueller at MIT, with Xiang Chang of Tianjin University, built design software that 3D-prints everyday objects with sensors buried at the bending points. The printed items track motion along up to three directions, against one for most earlier methods, MIT News reported October 22.
3 ways
directions of motion each printed joint can sense
Why this mattersThey did not add a monitoring step, they put the measurement where the thing actually bends. Your process bends at handoffs. Record the date and time at each handoff in hiring, so the delay shows up without anyone running a report.
S5
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
Freeze performance goals for anyone on leave, in writing
Write one line into your review policy: goals and rating periods are adjusted for protected leave, and no review may count time the person was away. Check your last two returns against it. 90 minutes.
PayoffA Brooklyn Nets executive's new suit turns on a first negative review nine days after returning and a firing 16 days after. Defending one leave retaliation claim commonly runs tens of thousands in legal fees, and the review file decides how far it goes.
$25k+
legal defense cost on one leave retaliation claim
Effort 90 minutes
📊2
Data
Decide who may ask an AI assistant about pay before it is switched on
List what an AI assistant connected to your payroll may see and do: pay, labor cost, time off, onboarding. Mark each by role, name who approves a new connection, and send it to your provider. 90 minutes.
PayoffADP made these connections live on October 22, and your own permission settings decide who sees compensation. One manager seeing the wrong salary data is a trust problem you cannot undo, and a payroll correction run costs 10 to 20 hours of finance and HR time.
20 hrs
payroll and HR time per avoidable correction
Effort 90 minutes
💵3
Cash
List every AI tool you pay for and its renewal date
Pull the card statements and expense reports for the last quarter. List every AI subscription, its monthly price, its renewal date and who uses it weekly. Cancel anything with no weekly user. One hour.
PayoffAI vendors are raising money at prices that have to come back as subscription revenue, and per-seat tools commonly run 20 to 50 dollars a user a month. On 100 seats that is 24,000 to 60,000 dollars a year, and unused seats are the easiest line to cut.
$24k+
yearly seat spend you can check in one hour
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.